Update demo notebook - 2025-09-24T10:13:05.946951

demo_features.ipynb

@@ -14,41 +14,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Sample idx: 22_19\n",
-      "All configs have same idx: True\n",
-      "\n",
-      "Default config features: ['idx', 'image_t0', 'image_t1', 'image_t2', 'canopy_height']\n",
-      "DINOv2 config features: ['idx', 'cls_t0', 'cls_t1', 'cls_t2', 'patch_t0', 'patch_t1', 'patch_t2']\n",
-      "DINOv3 config features: ['idx', 'cls_t0', 'cls_t1', 'cls_t2', 'patch_t0', 'patch_t1', 'patch_t2']\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Load all three dataset configurations (cache is cleared, so normal loading)\n",
-    "dataset_default = load_dataset(\"mpg-ranch/light-stable-semantics\", \"default\", split='train')\n",
-    "dataset_dinov2 = load_dataset(\"mpg-ranch/light-stable-semantics\", \"dinov2_base\", split='train')\n",
-    "dataset_dinov3 = load_dataset(\"mpg-ranch/light-stable-semantics\", \"dinov3_sat\", split='train')\n",
-    "\n",
-    "# Get the same sample across all configs (they have matching idx values)\n",
-    "sample_idx = 300\n",
-    "obs_default = dataset_default[sample_idx]\n",
-    "obs_dinov2 = dataset_dinov2[sample_idx] \n",
-    "obs_dinov3 = dataset_dinov3[sample_idx]\n",
-    "\n",
-    "print(f\"Sample idx: {obs_default['idx']}\")\n",
-    "print(f\"All configs have same idx: {obs_default['idx'] == obs_dinov2['idx'] == obs_dinov3['idx']}\")\n",
-    "print()\n",
-    "print(\"Default config features:\", list(obs_default.keys()))\n",
-    "print(\"DINOv2 config features:\", list(obs_dinov2.keys()))\n",
-    "print(\"DINOv3 config features:\", list(obs_dinov3.keys()))"
-   ]
+   "outputs": [],
+   "source": "# Load all three dataset configurations (cache is cleared, so normal loading)\ndataset_default = load_dataset(\"mpg-ranch/drone-lsr\", \"default\", split='train')\ndataset_dinov2 = load_dataset(\"mpg-ranch/drone-lsr\", \"dinov2_base\", split='train')\ndataset_dinov3 = load_dataset(\"mpg-ranch/drone-lsr\", \"dinov3_sat\", split='train')\n\n# Get the same sample across all configs (they have matching idx values)\nsample_idx = 300\nobs_default = dataset_default[sample_idx]\nobs_dinov2 = dataset_dinov2[sample_idx] \nobs_dinov3 = dataset_dinov3[sample_idx]\n\nprint(f\"Sample idx: {obs_default['idx']}\")\nprint(f\"All configs have same idx: {obs_default['idx'] == obs_dinov2['idx'] == obs_dinov3['idx']}\")\nprint()\nprint(\"Default config features:\", list(obs_default.keys()))\nprint(\"DINOv2 config features:\", list(obs_dinov2.keys()))\nprint(\"DINOv3 config features:\", list(obs_dinov3.keys()))"
   },
   {
    "cell_type": "code",
@@ -290,4 +259,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 2
-}
+}