diff --git a/configs/naip-multilabel-contextual.yaml b/configs/naip-multilabel-contextual.yaml
index dcdcd7a..5f41794 100644
--- a/configs/naip-multilabel-contextual.yaml
+++ b/configs/naip-multilabel-contextual.yaml
@@ -3,10 +3,12 @@ dataloader:
   metadata_file:  /opt/data/california-naip-chips/california-naip-chips-100k.parquet
   neighbor_embeddings_folder: /opt/data/california-naip-chips/california-naip-chips-100k-neighbours/npy
   neighborhood_radius: 8  # max 8
+  collapse_osm_cube: True
   get_osm_strlabels: True
   get_osm_ohearea: True
   get_osm_ohecount: True
   get_osm_ohelength: True
+  get_chip_id: True
   embeddings_normalization: True
   osmvector_normalization: False
   # multilabel_threshold_osm_ohecount: 1
@@ -16,7 +18,7 @@ dataloader:
   num_workers: 4
   
 model:
-  _target_: earthtext.models.multilabel.MultisizeContextualCNN
+  _target_: earthtext.models.multilabel.MultiscaleContextualCNN
   input_dim: 768
   output_dim: 140
   layers_spec: [512, 256, 128]
diff --git a/notebooks/models/04e - multilabel classification w context v1 NAIP.ipynb b/notebooks/models/04e - multilabel classification w context v1 NAIP.ipynb
index ade69c5..3bde086 100644
--- a/notebooks/models/04e - multilabel classification w context v1 NAIP.ipynb	
+++ b/notebooks/models/04e - multilabel classification w context v1 NAIP.ipynb	
@@ -1,5 +1,15 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "bd014c91-1a76-4331-8acc-181cdeba044c",
+   "metadata": {},
+   "source": [
+    "TODO:\n",
+    "- run models again on new OSM cubes\n",
+    "- try not predicting on the entire OSM grid, not just the aggregated OSM"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,
@@ -19,7 +29,7 @@
     "from loguru import logger\n",
     "from omegaconf import DictConfig, OmegaConf\n",
     "from progressbar import progressbar as pbar\n",
-    "from earthtext.models.multilabel import ContextualCNN, MultisizeContextualCNN\n",
+    "from earthtext.models.multilabel import ContextualCNN, MultisizeContextualCNN, MultiscaleContextualCNN\n",
     "from earthtext.osm import multilabel\n",
     "\n",
     "%load_ext autoreload\n",
@@ -42,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "id": "946f5acd-f584-4fa2-ac7c-dceb5fe56bdf",
    "metadata": {
     "editable": true,
@@ -56,19 +66,19 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[32m2024-06-10 22:03:03.169\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:03.170\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread train split with 72268 chip files (out of 72268)\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:03.171\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:05.500\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:06.754\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:06.757\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread val split with 14770 chip files (out of 14770)\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:06.757\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:07.504\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:08.940\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:08.942\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread test split with 17202 chip files (out of 17202)\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:08.943\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:09.713\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-10 22:03:09.715\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.chipmultilabel\u001b[0m:\u001b[36mcompute\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mreading means and stddevs from /opt/data/california-naip-chips/california-naip-chips-100k_metadata_embeddings_meansstdevs.pkl\u001b[0m\n"
+      "\u001b[32m2024-06-20 07:19:35.501\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m105\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:35.503\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mread train split with 72268 chip files (out of 72268)\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:35.503\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m122\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:36.309\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m132\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:37.669\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m105\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:37.672\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mread val split with 14770 chip files (out of 14770)\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:37.672\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m122\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:38.423\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m132\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:39.782\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m105\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:39.785\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mread test split with 17202 chip files (out of 17202)\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:39.785\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m122\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:40.552\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m132\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-20 07:19:40.555\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.chipmultilabel\u001b[0m:\u001b[36mcompute\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mreading means and stddevs from /opt/data/california-naip-chips/california-naip-chips-100k_metadata_embeddings_meansstdevs.pkl\u001b[0m\n"
      ]
     }
    ],
@@ -80,7 +90,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 9,
    "id": "8574845b-4a95-4a13-b037-a6831d32b371",
    "metadata": {},
    "outputs": [
@@ -88,7 +98,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2985996\n"
+      "2987532\n"
      ]
     }
    ],
@@ -102,7 +112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "id": "4ffdc581-7887-4555-9eeb-f30c14814972",
    "metadata": {},
    "outputs": [
@@ -122,43 +132,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 12,
    "id": "b26fe9dd-3c3f-4d1a-92aa-1d295e9c9859",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "True\n"
+     ]
     }
    ],
    "source": [
-    "# device = torch.device(0)\n",
-    "# m.to(device);  # move to GPU\n",
     "m.to('cuda');  # move to GPU\n",
-    "next(m.parameters()).is_cuda"
+    "print(next(m.parameters()).is_cuda)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "id": "f705d3f3-060b-49e1-b5ff-e5f434088464",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "torch.Size([5, 140])"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "torch.Size([5, 140])\n"
+     ]
     }
    ],
    "source": [
@@ -171,15 +173,15 @@
     "\n",
     "# Create CNN model for multi-label classification\n",
     "# cnn_model = ContextualCNN(input_dim=C, output_dim=140, layers_spec = [512, 256, 128], channel_specific=True)\n",
-    "cnn_model = MultisizeContextualCNN(input_dim=C, output_dim=140, layers_spec = [512, 256, 128])\n",
+    "cnn_model = MultiscaleContextualCNN(input_dim=C, output_dim=140, layers_spec = [512, 256, 128])\n",
     "\n",
     "output = cnn_model(input_tensor)\n",
-    "output.shape"
+    "print(output.shape)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 14,
    "id": "214cb538-5397-4ade-99ba-10e11c48e35d",
    "metadata": {},
    "outputs": [],
@@ -193,7 +195,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "id": "dcd80dc4-b182-46d1-bac1-d0223c9a8479",
    "metadata": {},
    "outputs": [
@@ -201,29 +203,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "epoch   0 step 4516 loss 0.18872 params 0.0624364\n",
-      "epoch   1 step 4516 loss 0.16124 params 0.0866719\n",
-      "epoch   2 step 4516 loss 0.15859 params 0.1178633\n",
-      "epoch   3 step 4516 loss 0.16420 params 0.1507967\n",
-      "epoch   4 step 4516 loss 0.15782 params 0.1846579\n",
-      "epoch   5 step 4516 loss 0.15955 params 0.2188189\n",
-      "epoch   6 step 961 loss 0.16179 params 0.2261332\r"
-     ]
-    },
-    {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[12], line 23\u001b[0m\n\u001b[1;32m     21\u001b[0m lossn \u001b[38;5;241m=\u001b[39m loss\u001b[38;5;241m.\u001b[39mdetach()\u001b[38;5;241m.\u001b[39mcpu()\u001b[38;5;241m.\u001b[39mnumpy()\n\u001b[1;32m     22\u001b[0m lossh\u001b[38;5;241m.\u001b[39mappend(lossn)\n\u001b[0;32m---> 23\u001b[0m psummary \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmean([(\u001b[43mp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mabs\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmean\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetach\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcpu\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnumpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m) \u001b[38;5;28;01mfor\u001b[39;00m p \u001b[38;5;129;01min\u001b[39;00m m\u001b[38;5;241m.\u001b[39mparameters()])    \n\u001b[1;32m     24\u001b[0m lossm \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmean(lossh[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m50\u001b[39m:])\n\u001b[1;32m     25\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mepoch \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mepoch\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m3\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m step \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mstep\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m3d\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m loss \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlossm\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.5f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m params \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpsummary\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.7f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, end\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+      "epoch   0 step 4516 loss 0.15839 params 0.0781006\n",
+      "epoch   1 step 4516 loss 0.15030 params 0.1012600\n"
      ]
     }
    ],
    "source": [
-    "n_epochs = 10\n",
+    "n_epochs = 2\n",
     "\n",
     "lossh = []\n",
     "for epoch in range(n_epochs):\n",
@@ -254,15 +240,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "id": "f0c57f59-ac49-4b3e-a34f-6323cefe4417",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
-       "<Figure size 1000x300 with 1 Axes>"
+       "<Figure size 500x300 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -270,23 +256,23 @@
     }
    ],
    "source": [
-    "# R=8 CNN multi-size aggregated labels\n",
+    "# R=8 CNN multi-scale aggregated labels of 17x17 grid\n",
     "lossp = pd.DataFrame(lossh, columns=['loss'])\n",
     "lossp['smoothed_loss'] = lossp.loss.rolling(50).mean()\n",
-    "lossp.plot(alpha=.5, figsize=(10,3))\n",
+    "lossp.plot(alpha=.5, figsize=(5,3))\n",
     "plt.grid(); plt.xlabel(\"steps\"); plt.ylabel(\"loss\");\n",
     "# plt.yscale('log');"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "3d906911-5a4a-48f3-abcd-9e58050661b2",
+   "execution_count": 29,
+   "id": "3b02afcd-5dcd-4c25-87db-0483e95facbf",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x300 with 1 Axes>"
       ]
@@ -296,18 +282,18 @@
     }
    ],
    "source": [
-    "# R=8 CNN multi-size"
+    "# R=8 CNN multi-size aggregated labels of 17x17 grid"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
-   "id": "ed6243f6-9355-4365-b0b3-57ecc8ef7628",
+   "execution_count": 15,
+   "id": "0c5c1a62-eab2-4347-bdb8-f08fc454462c",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x300 with 1 Axes>"
       ]
@@ -317,18 +303,18 @@
     }
    ],
    "source": [
-    "# R=8 CNN channel specific"
+    "# R=8 CNN multi-size aggregated labels of circle grid"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "776f9fb8-b731-431e-a131-c16c2b9a7e2c",
+   "execution_count": 13,
+   "id": "3d906911-5a4a-48f3-abcd-9e58050661b2",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x300 with 1 Axes>"
       ]
@@ -338,18 +324,18 @@
     }
    ],
    "source": [
-    "# R=8"
+    "# R=8 CNN multi-size"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "d668685d-51a5-4ba4-901e-f2fe10771008",
+   "execution_count": 10,
+   "id": "ed6243f6-9355-4365-b0b3-57ecc8ef7628",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1000x300 with 1 Axes>"
       ]
@@ -359,65 +345,54 @@
     }
    ],
    "source": [
-    "# R=3"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "be269319-7dce-406c-b13c-80d86891361c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# # across the entire dataset\n",
-    "\n",
-    "# targets = []\n",
-    "# predictions = []\n",
-    "# dltrain = dl.train_dataloader()\n",
-    "# dlval = dl.val_dataloader()\n",
-    "# dltest = dl.test_dataloader()\n",
-    "\n",
-    "# for _dl in [dltrain, dlval, dltest]:\n",
-    "#     for batch in pbar(_dl):\n",
-    "#         x = batch['embedding'].to(device).float()\n",
-    "#         t = batch['multilabel'].to(device).float()\n",
-    "#         o = m(x)\n",
-    "#         for ti in t.detach().cpu().numpy():\n",
-    "#             targets.append(ti)\n",
-    "#         for oi in o.detach().cpu().numpy():\n",
-    "#             predictions.append(oi)\n",
-    "    \n",
-    "# targets = np.r_[targets]\n",
-    "# predictions = np.r_[predictions]\n",
-    "# targets.shape, predictions.shape"
+    "# R=8 CNN channel specific"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "6e785dd8-c4c6-4911-ba76-b3b26701a121",
+   "execution_count": 12,
+   "id": "776f9fb8-b731-431e-a131-c16c2b9a7e2c",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 1000x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "# print(targets.shape)\n",
-    "# targets.sum(axis=0)"
+    "# R=8"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "ae27e361-d075-48a8-af98-70a07773e744",
+   "execution_count": 20,
+   "id": "0a4b41b8-0dcc-47bb-8452-9774e35c589c",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ChipMultilabelDataset train split with 72258 items, in cache 1 items"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# (np.stack(dl.train_dataset.metadata['onehot_count'].values) > 0).sum(axis=0) + \\\n",
-    "# (np.stack(dl.val_dataset.metadata['onehot_count'].values) > 0).sum(axis=0) + \\\n",
-    "# (np.stack(dl.test_dataset.metadata['onehot_count'].values) > 0).sum(axis=0)"
+    "dltrain.dataset"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 21,
    "id": "7f7a5595-260a-4d50-a185-d4ff059af670",
    "metadata": {},
    "outputs": [
@@ -425,7 +400,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(4517 of 4517)\u001b[39m |####################| Elapsed Time: 0:04:41 Time:  0:04:410223\n"
+      "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(4517 of 4517)\u001b[39m |####################| Elapsed Time: 0:13:02 Time:  0:13:020603\n"
      ]
     },
     {
@@ -434,7 +409,7 @@
        "((72258, 140), (72258, 140))"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 21,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -462,13 +437,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 22,
    "id": "33ac5b39-d53d-4412-8785-bc9a173b4ceb",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 1600x300 with 2 Axes>"
       ]
@@ -490,10 +465,56 @@
     "        #plt.colorbar();"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "6a940246-c38e-44aa-86cd-52fabba00dca",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tpr': 0.5538678182100942, 'prec': 0.7466445723705466}"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metr(targets.flatten(), predictions.flatten()>.5)  # R=8 CNN multi-scale aggregated labels 17x17"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "33a08b71-1756-4d36-b49c-32b8d7a4af8f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tpr': 0.5659076819507498, 'prec': 0.769373246810045}"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# R=8 CNN multi-size aggregated labels 17x17"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 19,
-   "id": "b33d3eb0-1b0b-40c2-ae0c-738eadb0125b",
+   "id": "c6e8c204-92e4-430b-bc69-bc66e65e3b4e",
    "metadata": {
     "scrolled": true
    },
@@ -510,7 +531,7 @@
     }
    ],
    "source": [
-    "metr(targets.flatten(), predictions.flatten()>.5)  # R=8 CNN multi-size aggregated labels"
+    "# R=8 CNN multi-size aggregated labels"
    ]
   },
   {
@@ -655,7 +676,9 @@
    "cell_type": "code",
    "execution_count": 13,
    "id": "7cf6323b-91ed-4aa4-812f-59c5d449b6eb",
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
@@ -674,7 +697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 37,
    "id": "65342ecc-feac-4b5e-9af4-6b5df7897bff",
    "metadata": {},
    "outputs": [
@@ -696,13 +719,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 38,
    "id": "cc568bed-3dcd-406c-bf16-36a08fcfef75",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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",
+      "image/png": "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",
       "text/plain": [
        "<Figure size 4000x300 with 1 Axes>"
       ]
@@ -716,6 +739,27 @@
     "plt.grid()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e0285da0-32dd-4134-b3e4-64e7131815a2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 4000x300 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# aggregated labels"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 18,
diff --git a/notebooks/naip/00c - neighbours 3D embedding arrays.ipynb b/notebooks/naip/00c - neighbours 3D embedding arrays.ipynb
index de1cca9..94728b7 100644
--- a/notebooks/naip/00c - neighbours 3D embedding arrays.ipynb	
+++ b/notebooks/naip/00c - neighbours 3D embedding arrays.ipynb	
@@ -198,7 +198,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "id": "4f20d2d4-af19-49e6-86d2-94aa0d378171",
    "metadata": {},
    "outputs": [
@@ -206,7 +206,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[38;2;255;117;0m 22%\u001b[39m \u001b[38;2;255;117;0m(23089 of 104234)\u001b[39m |###              | Elapsed Time: 0:02:59 ETA:   0:10:32"
+      "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(104234 of 104234)\u001b[39m |################| Elapsed Time: 1:04:41 Time:  1:04:413110\n"
      ]
     }
    ],
@@ -297,6 +297,7 @@
    "source": [
     "folder_grid = \"/opt/data/california-naip-chips/california-naip-chips-100k-neighbours/grid\"\n",
     "folder_npy = \"/opt/data/california-naip-chips/california-naip-chips-100k-neighbours/npy\"\n",
+    "folder_osm = \"/opt/data/california-naip-chips/california-naip-chips-100k-neighbours/osm\"\n",
     "file_grid = np.random.choice(os.listdir(folder_grid))\n",
     "file_npy = np.random.choice(os.listdir(folder_npy))\n",
     "df = pd.read_parquet(f\"{folder_grid}/{file_grid}\")\n",
@@ -336,18 +337,16 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "78e15e82-98c9-4481-b5b7-d2cde0044eed",
+   "cell_type": "markdown",
+   "id": "0b6c922b-b3ad-4f1f-89b1-b3c60706fe98",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "# TODO: Validate the OSM cube by checking it the sum over TAGS dimension equals the aggregated OSM"
+    "Validate the OSM cube by checking it the sum over TAGS dimension equals the aggregated OSM"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "id": "5aa5601d-26bb-47ba-83f6-4f606aa114fe",
    "metadata": {},
    "outputs": [],
@@ -360,17 +359,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
-   "id": "33822830-d4db-4991-b7a5-eb85cd46c83b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# df_agg = pd.read_parquet(f'{folder}/osm_aggregate.parquet')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 30,
    "id": "3727a4d0-fc79-4438-a173-59f609db2404",
    "metadata": {
     "scrolled": true
@@ -380,12 +369,14 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(3210 of 3210)\u001b[39m |####################| Elapsed Time: 0:01:39 Time:  0:01:390008\n"
+      "\u001b[38;2;0;255;0m100%\u001b[39m \u001b[38;2;0;255;0m(1 of 1)\u001b[39m |##########################| Elapsed Time: 0:00:00 Time:  0:00:00\n"
      ]
     }
    ],
    "source": [
-    "for i in pbar(range(len(df_agg))):\n",
+    "# CAUTION before you run: takes an hour\n",
+    "# for i in pbar(range(len(df_agg))):\n",
+    "for i in pbar(range(1)):\n",
     "    row = df_agg.iloc[i]\n",
     "    z = pd.read_parquet(f\"{folder}/{row.name}.parquet\")\n",
     "    _osm = _df.loc[z.chipid[z.chipid.isin(_df.index)]].sum()\n",
@@ -394,12 +385,123 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 31,
    "id": "6bf25a90-ba76-4f54-9d4e-4134112b97c9",
    "metadata": {},
    "outputs": [],
    "source": [
-    "df_agg.to_parquet(f'{folder}/osm_aggregate.parquet')"
+    "## CAUTION: will overwrite the existing .parquet file\n",
+    "# df_agg.to_parquet(f'{folder}/osm_aggregate.parquet')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "9eec7ac2-7fc1-4510-94fa-9ab74bfe6533",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ca_m_3411730_sw_11_060_20220501-36-11\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "onehot_count     [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 13, 0,...\n",
+       "onehot_area      [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
+       "onehot_length    [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...\n",
+       "Name: ca_m_3411730_sw_11_060_20220501-36-11, dtype: object"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print(row.name)\n",
+    "df_agg.loc[row.name]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "d0ddd3b8-6ca4-4680-9ed6-6d925189f325",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(140, 3, 17, 17)"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x = np.load(f'{folder}/osm/{row.name}.osm.npy')\n",
+    "x.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fdb4d999-8144-4821-8176-1eb173cdc4af",
+   "metadata": {},
+   "source": [
+    "Compare. NOTE: `df_agg` aggregates osm data from ALL neighbors in the circle, beyond the 17x17 grid.\n",
+    "\n",
+    "But they look similar enough for the purposes of this sanity check."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "c257178e-4afb-4f77-b537-13d54f507503",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 0  0  0  0  0  0  0  0  0  0  0  0  0 13  0  0  0  0  0  5  0  0  0  0\n",
+      "  0  8  0  0  0  0  0  0  0  0 56  0  0  0  0 49  7  0  0 28  0  0  4  0\n",
+      "  0  0  0  0  2  0  0  0  0  0  0  0  0 22  0  0  0  0  0  0  0  0  0  0\n",
+      " 15  0  0  0  0 12  0  0  0  0  3  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
+      "  0  0  0  0  0  1  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
+      "  0  0  0  0  0  0  0  0  0  0  0  0  0 24  0 24  9  0  3  6]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df_agg.loc[row.name]['onehot_count'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "d696c4b2-0edd-417a-8fd9-282f307ca05c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 0  0  0  0  0  0  0  0  0  0  0  0  0  8  0  0  0  0  0  3  0  0  0  0\n",
+      "  0  5  0  0  0  0  0  0  0  0 25  0  0  0  0 23  2  0  0 14  0  0  4  0\n",
+      "  0  0  0  0  1  0  0  0  0  0  0  0  0  9  0  0  0  0  0  0  0  0  0  0\n",
+      "  8  0  0  0  0  8  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
+      "  0  0  0  0  0  1  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
+      "  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  3  0  0  3]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(x.sum(axis=(2,3))[:, 0].astype(int))"
    ]
   }
  ],
diff --git a/notebooks/naip/00d - neighbours dataloader.ipynb b/notebooks/naip/00d - neighbours dataloader.ipynb
index 15787c4..558572d 100644
--- a/notebooks/naip/00d - neighbours dataloader.ipynb	
+++ b/notebooks/naip/00d - neighbours dataloader.ipynb	
@@ -60,7 +60,8 @@
    ],
    "source": [
     "folder = \"/opt/data/california-naip-chips/california-naip-chips-100k-neighbours\"\n",
-    "files = pd.Series([f.removesuffix('.parquet') for f in os.listdir(folder) if os.path.isfile(os.path.join(folder, f))])\n",
+    "files = pd.Series([f.removesuffix('.parquet') for f in os.listdir(folder) if os.path.isfile(os.path.join(folder, f))\n",
+    "                   and f != 'osm_aggregate.parquet'])\n",
     "files.isin(original_chip_IDs).all()"
    ]
   },
@@ -113,39 +114,57 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[32m2024-06-04 17:10:23.099\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m100\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:23.101\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m113\u001b[0m - \u001b[1mread train split with 72268 chip files (out of 72268)\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:23.101\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m117\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:23.523\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m125\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:24.827\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m100\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:24.830\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m113\u001b[0m - \u001b[1mread val split with 14770 chip files (out of 14770)\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:24.830\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m117\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:25.228\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m125\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:26.502\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m100\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:26.505\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m113\u001b[0m - \u001b[1mread test split with 17202 chip files (out of 17202)\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:26.505\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m117\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:26.908\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m125\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:10:26.910\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.chipmultilabel\u001b[0m:\u001b[36mcompute\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mreading means and stddevs from /opt/data/california-naip-chips/california-naip-chips-100k_metadata_embeddings_meansstdevs.pkl\u001b[0m\n"
+      "\u001b[32m2024-06-17 13:45:18.071\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:18.073\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread train split with 72268 chip files (out of 72268)\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:18.073\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:18.884\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:20.231\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:20.233\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread val split with 14770 chip files (out of 14770)\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:20.234\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:21.016\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:22.431\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:22.434\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread test split with 17202 chip files (out of 17202)\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:22.435\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:23.218\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:45:23.221\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.chipmultilabel\u001b[0m:\u001b[36mcompute\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mreading means and stddevs from /opt/data/california-naip-chips/california-naip-chips-100k_metadata_embeddings_meansstdevs.pkl\u001b[0m\n"
      ]
     }
    ],
    "source": [
-    "conf = OmegaConf.load(\"../../configs/naip-multilabel.yaml\")\n",
+    "conf = OmegaConf.load(\"../../configs/naip-multilabel-contextual.yaml\")\n",
     "conf.dataloader.neighbor_embeddings_folder = \"/opt/data/california-naip-chips/california-naip-chips-100k-neighbours/npy\"\n",
     "conf.dataloader.batch_size = 16\n",
     "dl = hydra.utils.instantiate(conf.dataloader)"
    ]
   },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "918e9ef3-832d-40a4-b294-78567cd8b466",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "test the dataset"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "5fa5944f-b902-4fab-a017-19b7e020b903",
+   "id": "735ec116-2585-44d6-8eff-9de89b669255",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "torch.Size([140, 17, 17])\n"
+     ]
+    },
     {
      "data": {
       "text/plain": [
-       "(17, 17, 768)"
+       "torch.Size([768, 17, 17])"
       ]
      },
      "execution_count": 6,
@@ -154,28 +173,323 @@
     }
    ],
    "source": [
-    "dl.train_dataset[0]['embedding'].shape"
+    "x = dl.train_dataset[0]\n",
+    "print(x['multilabel'].shape)\n",
+    "x['embedding'].shape"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "e3e9e9de-4e46-42c4-a76b-c9a1ebd85868",
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "5e855f55-619c-49fe-806d-ec8028cd5a10",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "tensor([ 0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  2,  0,  0,  0,  0,\n",
+       "         0,  1,  0,  0,  0,  0,  0,  1,  0,  0,  0,  0,  0,  0,  0,  0, 10,  0,\n",
+       "         0,  0,  0,  9,  1,  0,  0, 12,  0,  0,  4,  0,  0,  0,  0,  0,  1,  0,\n",
+       "         0,  0,  0,  0,  0,  0,  0,  8,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
+       "         8,  0,  0,  0,  0,  8,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
+       "         0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  1,  1,  0,  0,  0,  0,  0,\n",
+       "         0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,\n",
+       "         0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  3,  0,  0,  3])"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "---"
+    "x['multilabel'].sum(dim=(1,2))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a8adf277-b53d-4cb8-bae6-e106dd11f487",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "ca_m_3411730_sw_11_060_20220501-36-11\n",
+      "1bc5059a8c325.parquet\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(x['chip_id'])\n",
+    "print(f'{df.reset_index().set_index('original_chip_id')['chip_id'].loc[x['chip_id']]}.parquet')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "cff99c89-ffef-49ca-a002-0306efccf239",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
+       "&lt;html&gt;\n",
+       "&lt;head&gt;\n",
+       "    \n",
+       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
+       "    \n",
+       "        &lt;script&gt;\n",
+       "            L_NO_TOUCH = false;\n",
+       "            L_DISABLE_3D = false;\n",
+       "        &lt;/script&gt;\n",
+       "    \n",
+       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
+       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
+       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
+       "    \n",
+       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
+       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
+       "            &lt;style&gt;\n",
+       "                #map_b3aac3a81323476ad61fdd46bd21ef51 {\n",
+       "                    position: relative;\n",
+       "                    width: 100.0%;\n",
+       "                    height: 100.0%;\n",
+       "                    left: 0.0%;\n",
+       "                    top: 0.0%;\n",
+       "                }\n",
+       "                .leaflet-container { font-size: 1rem; }\n",
+       "            &lt;/style&gt;\n",
+       "        \n",
+       "    \n",
+       "                    &lt;style&gt;\n",
+       "                        .foliumtooltip {\n",
+       "                            \n",
+       "                        }\n",
+       "                       .foliumtooltip table{\n",
+       "                            margin: auto;\n",
+       "                        }\n",
+       "                        .foliumtooltip tr{\n",
+       "                            text-align: left;\n",
+       "                        }\n",
+       "                        .foliumtooltip th{\n",
+       "                            padding: 2px; padding-right: 8px;\n",
+       "                        }\n",
+       "                    &lt;/style&gt;\n",
+       "            \n",
+       "&lt;/head&gt;\n",
+       "&lt;body&gt;\n",
+       "    \n",
+       "    \n",
+       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_b3aac3a81323476ad61fdd46bd21ef51&quot; &gt;&lt;/div&gt;\n",
+       "        \n",
+       "&lt;/body&gt;\n",
+       "&lt;script&gt;\n",
+       "    \n",
+       "    \n",
+       "            var map_b3aac3a81323476ad61fdd46bd21ef51 = L.map(\n",
+       "                &quot;map_b3aac3a81323476ad61fdd46bd21ef51&quot;,\n",
+       "                {\n",
+       "                    center: [34.54852593819304, -117.31631108077923],\n",
+       "                    crs: L.CRS.EPSG3857,\n",
+       "                    zoom: 10,\n",
+       "                    zoomControl: true,\n",
+       "                    preferCanvas: false,\n",
+       "                }\n",
+       "            );\n",
+       "            L.control.scale().addTo(map_b3aac3a81323476ad61fdd46bd21ef51);\n",
+       "\n",
+       "            \n",
+       "\n",
+       "        \n",
+       "    \n",
+       "            var tile_layer_373761a172e4d0e70ce29d1feb3aae61 = L.tileLayer(\n",
+       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
+       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "            tile_layer_373761a172e4d0e70ce29d1feb3aae61.addTo(map_b3aac3a81323476ad61fdd46bd21ef51);\n",
+       "        \n",
+       "    \n",
+       "            map_b3aac3a81323476ad61fdd46bd21ef51.fitBounds(\n",
+       "                [[34.54783118945427, -117.31715074567386], [34.54922068693181, -117.31547141588459]],\n",
+       "                {}\n",
+       "            );\n",
+       "        \n",
+       "    \n",
+       "        function geo_json_bb4bfd751411ea42ca89a0932565b85a_styler(feature) {\n",
+       "            switch(feature.id) {\n",
+       "                default:\n",
+       "                    return {&quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_bb4bfd751411ea42ca89a0932565b85a_highlighter(feature) {\n",
+       "            switch(feature.id) {\n",
+       "                default:\n",
+       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
+       "            }\n",
+       "        }\n",
+       "        function geo_json_bb4bfd751411ea42ca89a0932565b85a_pointToLayer(feature, latlng) {\n",
+       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
+       "            \n",
+       "            let style = geo_json_bb4bfd751411ea42ca89a0932565b85a_styler(feature)\n",
+       "            Object.assign(opts, style)\n",
+       "            \n",
+       "            return new L.CircleMarker(latlng, opts)\n",
+       "        }\n",
+       "\n",
+       "        function geo_json_bb4bfd751411ea42ca89a0932565b85a_onEachFeature(feature, layer) {\n",
+       "            layer.on({\n",
+       "                mouseout: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                            geo_json_bb4bfd751411ea42ca89a0932565b85a.resetStyle(e.target);\n",
+       "                    }\n",
+       "                },\n",
+       "                mouseover: function(e) {\n",
+       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
+       "                        const highlightStyle = geo_json_bb4bfd751411ea42ca89a0932565b85a_highlighter(e.target.feature)\n",
+       "                        e.target.setStyle(highlightStyle);\n",
+       "                    }\n",
+       "                },\n",
+       "            });\n",
+       "        };\n",
+       "        var geo_json_bb4bfd751411ea42ca89a0932565b85a = L.geoJson(null, {\n",
+       "                onEachFeature: geo_json_bb4bfd751411ea42ca89a0932565b85a_onEachFeature,\n",
+       "            \n",
+       "                style: geo_json_bb4bfd751411ea42ca89a0932565b85a_styler,\n",
+       "                pointToLayer: geo_json_bb4bfd751411ea42ca89a0932565b85a_pointToLayer,\n",
+       "        });\n",
+       "\n",
+       "        function geo_json_bb4bfd751411ea42ca89a0932565b85a_add (data) {\n",
+       "            geo_json_bb4bfd751411ea42ca89a0932565b85a\n",
+       "                .addData(data);\n",
+       "        }\n",
+       "            geo_json_bb4bfd751411ea42ca89a0932565b85a_add({&quot;bbox&quot;: [-117.31715074567386, 34.54783118945427, -117.31547141588459, 34.54922068693181], &quot;features&quot;: [{&quot;bbox&quot;: [-117.31581441491011, 34.547834637522605, -117.31547294371565, 34.54824037118701], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-117.31581441491011, 34.547834637522605], [-117.3157318, 34.547921], [-117.3155516, 34.548135], [-117.31547294371565, 34.54824037118701]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;4233&quot;, &quot;properties&quot;: {&quot;area&quot;: 0.0, &quot;chip_id&quot;: &quot;1bc5059a8c325&quot;, &quot;kind&quot;: &quot;way&quot;, &quot;length&quot;: 54.90032140320531, &quot;stags&quot;: &quot;construction: residential\\n\\u003cbr\\u003e\\nhighway: construction&quot;, &quot;tags&quot;: &quot;{\\u0027construction\\u0027: \\u0027residential\\u0027, \\u0027highway\\u0027: \\u0027construction\\u0027}&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-117.31715074567386, 34.54783118945427, -117.31547141588459, 34.54922068693181], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-117.31714549052462, 34.54783118945427], [-117.31715074567386, 34.54921635012278], [-117.31547664329526, 34.54922068693181], [-117.31547141588459, 34.54783552604018], [-117.31714549052462, 34.54783118945427]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;22705&quot;, &quot;properties&quot;: {&quot;area&quot;: 23619.80358241062, &quot;chip_id&quot;: &quot;1bc5059a8c325&quot;, &quot;kind&quot;: &quot;way&quot;, &quot;length&quot;: 614.7494264483563, &quot;stags&quot;: &quot;landuse: construction&quot;, &quot;tags&quot;: &quot;{\\u0027landuse\\u0027: \\u0027construction\\u0027}&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
+       "\n",
+       "        \n",
+       "    \n",
+       "    geo_json_bb4bfd751411ea42ca89a0932565b85a.bindTooltip(\n",
+       "    function(layer){\n",
+       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
+       "    \n",
+       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
+       "    let fields = [&quot;tags&quot;, &quot;kind&quot;, &quot;length&quot;, &quot;area&quot;, &quot;stags&quot;, &quot;chip_id&quot;];\n",
+       "    let aliases = [&quot;tags&quot;, &quot;kind&quot;, &quot;length&quot;, &quot;area&quot;, &quot;stags&quot;, &quot;chip_id&quot;];\n",
+       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
+       "        String(\n",
+       "        fields.map(\n",
+       "        (v,i)=&gt;\n",
+       "        `&lt;tr&gt;\n",
+       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
+       "            \n",
+       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
+       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
+       "    +&#x27;&lt;/table&gt;&#x27;;\n",
+       "    div.innerHTML=table;\n",
+       "    \n",
+       "    return div\n",
+       "    }\n",
+       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
+       "                     \n",
+       "    \n",
+       "            geo_json_bb4bfd751411ea42ca89a0932565b85a.addTo(map_b3aac3a81323476ad61fdd46bd21ef51);\n",
+       "        \n",
+       "&lt;/script&gt;\n",
+       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+      ],
+      "text/plain": [
+       "<folium.folium.Map at 0x7fb61e9ec3e0>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "file = f'{df.reset_index().set_index('original_chip_id')['chip_id'].loc[x['chip_id']]}.parquet'\n",
+    "z = gpd.read_parquet(f'/opt/data/california-naip-chips/osm/{file}')\n",
+    "z.explore()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "6fe15191-dbfd-4031-91b2-e8b4d600f8ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# plt.imshow(x['multilabel'][[43]].permute(1, 2, 0));\n",
+    "# plt.imshow(x['multilabel'][[39]].permute(1, 2, 0));\n",
+    "# plt.imshow(x['multilabel'][[34]].permute(1, 2, 0));\n",
+    "plt.imshow(np.rot90(x['multilabel'][[34, 39, 43]].float().permute(1,2,0)));"
    ]
   },
   {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "0a677062-9144-46cc-ac39-21fad5b027d1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.imshow(np.rot90(x['embedding'][[25, 123, 743]].permute(1, 2, 0)));"
+   ]
+  },
+  {
+   "attachments": {},
    "cell_type": "markdown",
-   "id": "b9722b2f-1e5f-4859-a1ce-375f1d0791da",
+   "id": "af2e1955-66da-4477-a892-6a77a4cdc130",
    "metadata": {},
    "source": [
+    "---\n",
+    "\n",
     "test the dataloader"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 12,
    "id": "a85712fa-17f0-4690-a0c2-487be97ea799",
    "metadata": {},
    "outputs": [],
@@ -185,7 +499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 13,
    "id": "3fa30ac9-0376-4494-b048-19f8ffc0d41f",
    "metadata": {},
    "outputs": [],
@@ -195,23 +509,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 14,
    "id": "4ff9295c-4ff8-4b31-9465-70a03ff23b51",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "torch.Size([16, 17, 17, 768])"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "torch.Size([16, 768, 17, 17])\n",
+      "torch.Size([16, 140, 17, 17])\n"
+     ]
     }
    ],
    "source": [
-    "batch['embedding'].shape"
+    "print(batch['embedding'].shape)\n",
+    "print(batch['multilabel'].shape)"
    ]
   },
   {
@@ -232,7 +545,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 15,
    "id": "ad97b784-56bd-497e-9f41-107887db6499",
    "metadata": {},
    "outputs": [
@@ -240,19 +553,19 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\u001b[32m2024-06-04 17:11:50.681\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m100\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:50.684\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m113\u001b[0m - \u001b[1mread train split with 72268 chip files (out of 72268)\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:50.684\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m117\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:51.103\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m125\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:52.474\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m100\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:52.478\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m113\u001b[0m - \u001b[1mread val split with 14770 chip files (out of 14770)\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:52.478\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m117\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:52.876\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m125\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:54.286\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m100\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:54.289\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m113\u001b[0m - \u001b[1mread test split with 17202 chip files (out of 17202)\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:54.290\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m117\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:54.694\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m125\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
-      "\u001b[32m2024-06-04 17:11:54.697\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.chipmultilabel\u001b[0m:\u001b[36mcompute\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mreading means and stddevs from /opt/data/california-naip-chips/california-naip-chips-100k_metadata_embeddings_meansstdevs.pkl\u001b[0m\n"
+      "\u001b[32m2024-06-17 13:46:00.680\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:00.682\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread train split with 72268 chip files (out of 72268)\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:00.683\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:01.502\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:02.986\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:02.990\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread val split with 14770 chip files (out of 14770)\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:02.990\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:03.765\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:05.129\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m101\u001b[0m - \u001b[1musing embeddings found in metadata file\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:05.132\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m114\u001b[0m - \u001b[1mread test split with 17202 chip files (out of 17202)\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:05.133\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m118\u001b[0m - \u001b[1mremoving chip IDs with no associated neighbors .npy files\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:05.909\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.components.chipmultilabel\u001b[0m:\u001b[36m__init__\u001b[0m:\u001b[36m128\u001b[0m - \u001b[1mmax cache size is -1\u001b[0m\n",
+      "\u001b[32m2024-06-17 13:46:05.911\u001b[0m | \u001b[1mINFO    \u001b[0m | \u001b[36mearthtext.datamodules.chipmultilabel\u001b[0m:\u001b[36mcompute\u001b[0m:\u001b[36m41\u001b[0m - \u001b[1mreading means and stddevs from /opt/data/california-naip-chips/california-naip-chips-100k_metadata_embeddings_meansstdevs.pkl\u001b[0m\n"
      ]
     }
    ],
@@ -263,17 +576,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 16,
    "id": "7765d322-4822-43fb-a8cf-9cf8a6741b7b",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(11, 11, 768)"
+       "torch.Size([768, 11, 11])"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -284,25 +597,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 17,
    "id": "c27ef4fe-0bd6-453a-bbb6-43e273a87cf2",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "torch.Size([16, 11, 11, 768])"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "torch.Size([16, 768, 11, 11])\n",
+      "torch.Size([16, 140, 11, 11])\n"
+     ]
     }
    ],
    "source": [
     "dltrain = dl.train_dataloader()\n",
     "batch = next(iter(dltrain))\n",
-    "batch['embedding'].shape"
+    "print(batch['embedding'].shape)\n",
+    "print(batch['multilabel'].shape)"
    ]
   }
  ],
diff --git a/src/earthtext/datamodules/chipmultilabel.py b/src/earthtext/datamodules/chipmultilabel.py
index 21d770d..f7885fd 100644
--- a/src/earthtext/datamodules/chipmultilabel.py
+++ b/src/earthtext/datamodules/chipmultilabel.py
@@ -96,6 +96,7 @@ def unnormalize_embeddings(self, x):
 
         return  x * self.constants['stdevs']['embeddings'] + self.constants['means']['embeddings']
 
+    # TODO: the three normalizer functions below must be modified for the case of a cube input
     def normalize_osm_vector_area(self, x):
         return  (x - self.constants['means']['osm_areas']) / self.constants['stdevs']['osm_areas']
 
@@ -144,6 +145,7 @@ def __init__(self,
         patch_embeddings_folder: str = None,
         neighbor_embeddings_folder: str = None,
         neighborhood_radius: int = None,
+        collapse_osm_cube: bool = False,
         multilabel_threshold_osm_ohecount = None,
         multilabel_threshold_osm_ohearea = None,
         get_osm_strlabels = False,
@@ -172,6 +174,7 @@ def __init__(self,
             patch_embeddings_folder = patch_embeddings_folder,
             neighbor_embeddings_folder = neighbor_embeddings_folder,
             neighborhood_radius = neighborhood_radius,
+            collapse_osm_cube = collapse_osm_cube,
             chip_transforms = chip_transforms,
             get_osm_strlabels = get_osm_strlabels,
             get_osm_ohecount = get_osm_ohecount,
@@ -195,6 +198,7 @@ def __init__(self,
             patch_embeddings_folder = patch_embeddings_folder,
             neighbor_embeddings_folder = neighbor_embeddings_folder,
             neighborhood_radius = neighborhood_radius,
+            collapse_osm_cube = collapse_osm_cube,
             chip_transforms=chip_transforms,
             get_osm_strlabels = get_osm_strlabels,
             get_osm_ohecount = get_osm_ohecount,
@@ -218,6 +222,7 @@ def __init__(self,
             patch_embeddings_folder = patch_embeddings_folder,
             neighbor_embeddings_folder = neighbor_embeddings_folder,
             neighborhood_radius = neighborhood_radius,
+            collapse_osm_cube = collapse_osm_cube,
             chip_transforms = chip_transforms,
             get_osm_strlabels = get_osm_strlabels,
             get_osm_ohecount = get_osm_ohecount,
diff --git a/src/earthtext/datamodules/components/chipmultilabel.py b/src/earthtext/datamodules/components/chipmultilabel.py
index ef19400..5966aa6 100644
--- a/src/earthtext/datamodules/components/chipmultilabel.py
+++ b/src/earthtext/datamodules/components/chipmultilabel.py
@@ -45,6 +45,7 @@ def __init__(
         embeddings_folder: str = None,
         neighbor_embeddings_folder: str = None,
         neighborhood_radius: int = None,
+        collapse_osm_cube: bool = False,
         patch_embeddings_folder: str = None,
         chip_transforms = None,
         get_osm_ohecount = False,
@@ -74,8 +75,11 @@ def __init__(
         self.chips_folder = chips_folder
         self.chip_transforms = chip_transforms
         self.embeddings_folder = embeddings_folder
+
         self.neighbor_embeddings_folder = neighbor_embeddings_folder
         self.neighborhood_radius = neighborhood_radius
+        self.collapse_osm_cube = collapse_osm_cube
+
         self.patch_embeddings_folder = patch_embeddings_folder
         self.get_esawc_proportions = get_esawc_proportions
         self.metadata_file = metadata_file
@@ -163,18 +167,25 @@ def __getitem__(self, idx):
         item = self.metadata.iloc[idx]
 
         if self.neighbor_embeddings_folder is not None:
-            # Aggregate neighbor OSM data
-            # item_neighbors = pd.read_parquet(f"{self.folder_neighbors}/{item.name}.parquet")['chipid']
-            # osm_aggregate = self.metadata.loc[item_neighbors[
-            #     item_neighbors.isin(self.metadata.index)], ['onehot_count', 'onehot_area', 'onehot_length']].sum()
-            osm_aggregate = self.df_osm_agg.loc[item.name]
+
+            # Neighbors OSM cube
+            neighbor_osm_folder = self.neighbor_embeddings_folder.removesuffix('npy') + 'osm'
+            osm_cube = io.read_neighbor_embeddings(embeddings_folder=neighbor_osm_folder,
+                                                   original_chip_id=(item.name + '.osm'))  # (T, 3, 17, 17)
+            if self.neighborhood_radius is not None:  # slice a smaller neighborhood radius
+                R = self.neighborhood_radius
+                C = osm_cube.shape[-1] // 2  # center embedding
+                osm_cube = osm_cube[:, :, (C - R):(C + R + 1), (C - R):(C + R + 1)]  # (T, 3, 2R+1, 2R+1)
+
+            if self.collapse_osm_cube:  # Aggregate neighborhood OSM data
+                osm_cube = osm_cube.sum(axis=(2, 3))  # (T, 3)
+
             if self.multilabel_threshold_osm_ohecount is not None:
-                multilabel = osm_aggregate['onehot_count'].astype(int)
-                multilabel = (multilabel >= self.multilabel_threshold_osm_ohecount).astype(int)
+                multilabel = (osm_cube[:, 0] >= self.multilabel_threshold_osm_ohecount).astype(int)  # (T, 2R+1, 2R+1) or (T,)
             if self.multilabel_threshold_osm_ohearea is not None:
-                # either area or a bit less than squared length
+                # Either area or a bit less than squared length
                 min_ohe_length = np.sqrt(self.multilabel_threshold_osm_ohearea)*4 / 1.5
-                multilabel = (osm_aggregate['onehot_area'] > self.multilabel_threshold_osm_ohearea) | (osm_aggregate['onehot_length'] > min_ohe_length)
+                multilabel = ((osm_cube[:, 1] > self.multilabel_threshold_osm_ohearea) | (osm_cube[:, 2] > min_ohe_length))
         else:
             if self.multilabel_threshold_osm_ohecount is not None:
                 multilabel = item['onehot_count'].astype(int)
@@ -184,7 +195,7 @@ def __getitem__(self, idx):
                 min_ohe_length = np.sqrt(self.multilabel_threshold_osm_ohearea)*4 / 1.5
                 multilabel = (item['onehot_area'] > self.multilabel_threshold_osm_ohearea) | (item['onehot_length'] > min_ohe_length)
 
-        r['multilabel'] = torch.tensor(multilabel).type(torch.int8)
+        r['multilabel'] = torch.tensor(multilabel).type(torch.int8)  # (T, 2R+1, 2R+1) or (T,)
 
         if self.get_chip_id:
             r['chip_id'] = item.name
@@ -196,12 +207,11 @@ def __getitem__(self, idx):
             r['chip'] = chip
 
         if self.neighbor_embeddings_folder is not None:
-            r['embedding'] = io.read_neighbor_embeddings(embeddings_folder=self.neighbor_embeddings_folder,
-                                                         original_chip_id=item.name)
+            r['embedding'] = io.read_neighbor_embeddings(embeddings_folder=self.neighbor_embeddings_folder, original_chip_id=item.name)
             if self.neighborhood_radius is not None:  # slice a smaller neighborhood radius
                 R = self.neighborhood_radius
                 C = r['embedding'].shape[0] // 2  # center embedding
-                r['embedding'] = r['embedding'][(C - R):(C + R + 1), (C - R):(C + R + 1)]
+                r['embedding'] = r['embedding'][(C - R):(C + R + 1), (C - R):(C + R + 1), :]
         elif self.embeddings_folder is not None:
             r['embedding'] = io.read_embedding(self.embeddings_folder,  item['col'], item['row'])
         elif self.metadata_has_embeddings:
@@ -221,18 +231,30 @@ def __getitem__(self, idx):
             r['osm_strlabels'] = " ".join(item.string_labels)
 
         if self.get_osm_ohearea:
-            r['osm_ohearea'] = np.r_[item.onehot_area]
+            if self.neighbor_embeddings_folder is not None:
+                r['osm_ohearea'] = osm_cube[:, 1]  # one-hot area, (T, 2R+1, 2R+1)
+            else:
+                r['osm_ohearea'] = np.r_[item['onehot_area']]
             if self.osmvector_normalization:
+                # TODO: modify self.normalizer.normalize_osm_vector_area
                 r['osm_ohearea'] = self.normalizer.normalize_osm_vector_area(r['osm_ohearea'])
 
         if self.get_osm_ohecount:
-            r['osm_ohecount'] = np.r_[item.onehot_count]
+            if self.neighbor_embeddings_folder is not None:
+                r['osm_ohecount'] = osm_cube[:, 0]  # one-hot count, (T, 2R+1, 2R+1)
+            else:
+                r['osm_ohecount'] = np.r_[item['onehot_count']]
             if self.osmvector_normalization:
+                # TODO: modify self.normalizer.normalize_osm_vector_count
                 r['osm_ohecount'] = self.normalizer.normalize_osm_vector_count(r['osm_ohecount'])
 
         if self.get_osm_ohelength:
-            r['osm_ohelength'] = np.r_[item.onehot_length]
+            if self.neighbor_embeddings_folder is not None:
+                r['osm_ohelength'] = osm_cube[:, 2]  # one-hot count, (T, 2R+1, 2R+1)
+            else:
+                r['osm_ohelength'] = np.r_[item['onehot_length']]
             if self.osmvector_normalization:
+                # TODO: modify self.normalizer.normalize_osm_vector_length
                 r['osm_ohelength'] = self.normalizer.normalize_osm_vector_length(r['osm_ohelength'])
                 
         if self.get_esawc_proportions:
diff --git a/src/earthtext/models/multilabel.py b/src/earthtext/models/multilabel.py
index bf1fe8e..10c9d28 100644
--- a/src/earthtext/models/multilabel.py
+++ b/src/earthtext/models/multilabel.py
@@ -69,14 +69,53 @@ def forward(self, x: Tensor) -> Tensor:
 
 
 
+class MultiscaleContextualCNN(nn.Module):
+
+    def __init__(self, input_dim: int, output_dim: int, layers_spec = [10], activation_fn='relu') -> None:
+
+        super().__init__()
+
+        i, o = input_dim, output_dim  # aliases
+
+        cnn_ = lambda k: nn.Sequential(nn.Conv2d(in_channels=i, out_channels=i, kernel_size=k, padding=k//2, groups=i),
+                                       nn.ReLU(),
+                                       nn.Conv2d(in_channels=i, out_channels=i, kernel_size=k, padding=k//2, groups=i),
+                                       nn.ReLU())
+
+        self.cnn_3 = cnn_(3)
+        self.cnn_5 = cnn_(5)
+        self.cnn_7 = cnn_(7)
+        self.cnn_9 = cnn_(9)
+        self.cnn_11 = cnn_(11)
+        self.final  = MultilabelModel(input_dim=6*i, output_dim=o, layers_spec=layers_spec, activation_fn=activation_fn)
+
+    def forward(self, x: Tensor) -> Tensor:
+        """
+        Args:
+            x: Tensor (B, C, H, W), batch of images.
+        Returns:
+            Tensor (B, out_channels)
+        """
+        w_3 = self.cnn_3(x)  # (B, C, H, W)
+        w_5 = self.cnn_5(x)
+        w_7 = self.cnn_7(x)
+        w_9 = self.cnn_9(x)
+        w_11 = self.cnn_11(x)
+
+        w = torch.concat([x, w_3, w_5, w_7, w_9, w_11], dim=1)  # concatenate multi-scale encodings, (B, 5C, H, W)
+        w = w.mean(dim=(2, 3))  # (B, 5C) global average pooling
+        y = self.final(w)  # (B, o)
+
+        return y
+
+
 class MultisizeContextualCNN(nn.Module):
 
     def __init__(self, input_dim: int, output_dim: int, layers_spec = [10], activation_fn='relu') -> None:
 
         super().__init__()
 
-        # aliases
-        i, o = input_dim, output_dim
+        i, o = input_dim, output_dim  # aliases
 
         self.encoder_1 = nn.Conv2d(in_channels=i, out_channels=i, kernel_size=3, padding=0, groups=i)
         self.encoder_2 = nn.Conv2d(in_channels=i, out_channels=i, kernel_size=5, padding=0, groups=i)