Update notebook
Patrick Labatut
parent
0c383cf36f
commit
b353fe9e11
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@ -15,7 +15,7 @@
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"id": "637bfe5e-4c97-4759-9631-3362b790b7ab",
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"metadata": {},
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"source": [
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"# Features <a target=\"_blank\" href=\"https://colab.research.google.com/github/facebookresearch/dinov2/blob/main/notebooks/features.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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"# Patch Features <a target=\"_blank\" href=\"https://colab.research.google.com/github/facebookresearch/dinov2/blob/main/notebooks/patch_features.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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]
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},
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{
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@ -25,13 +25,14 @@
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import sys\n",
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"\n",
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"try:\n",
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" import scipy.ndimage\n",
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" import sklearn\n",
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"except ImportError:\n",
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" !{sys.executable} -m pip install -U scikit-image scikit-learn"
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"os.environ[\"XFORMERS_DISABLED\"] = \"1\" # Switch to enable xFormers\n",
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"\n",
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"INSTALL = False # Switch this to install dependencies\n",
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"if INSTALL:\n",
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" !{sys.executable} -m pip install -U scikit-image scikit-learn ipywidgets"
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]
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},
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{
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@ -39,7 +40,7 @@
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"id": "bbc693fc-9b03-487e-919f-f51e91da2d0f",
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"metadata": {},
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"source": [
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"## Resources"
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"## Fetch and load resources"
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]
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},
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{
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@ -93,7 +94,7 @@
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"id": "0ef5efad-d975-4fa0-8ce6-4841ce0d8574",
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"metadata": {},
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"source": [
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"## Background filtering, PCA projection and rendering"
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"## Filter background, compute PCA and visualize projection"
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]
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},
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{
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@ -113,9 +114,19 @@
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Using cache found in /private/home/plabatut/.cache/torch/hub/facebookresearch_dinov2_main\n",
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"xFormers not available\n",
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"xFormers not available\n"
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"Downloading: \"https://github.com/facebookresearch/dinov2/zipball/main\" to /private/home/plabatut/.cache/torch/hub/main.zip\n",
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"/private/home/plabatut/.cache/torch/hub/facebookresearch_dinov2_main/dinov2/layers/swiglu_ffn.py:45: UserWarning: xFormers is disabled (SwiGLU)\n",
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" warnings.warn(\"xFormers is disabled (SwiGLU)\")\n",
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"/private/home/plabatut/.cache/torch/hub/facebookresearch_dinov2_main/dinov2/layers/swiglu_ffn.py:51: UserWarning: xFormers is not available (SwiGLU)\n",
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" warnings.warn(\"xFormers is not available (SwiGLU)\")\n",
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"/private/home/plabatut/.cache/torch/hub/facebookresearch_dinov2_main/dinov2/layers/attention.py:29: UserWarning: xFormers is disabled (Attention)\n",
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" warnings.warn(\"xFormers is disabled (Attention)\")\n",
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"/private/home/plabatut/.cache/torch/hub/facebookresearch_dinov2_main/dinov2/layers/attention.py:33: UserWarning: xFormers is not available (Attention)\n",
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" warnings.warn(\"xFormers is not available (Attention)\")\n",
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"/private/home/plabatut/.cache/torch/hub/facebookresearch_dinov2_main/dinov2/layers/block.py:35: UserWarning: xFormers is disabled (Block)\n",
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" warnings.warn(\"xFormers is disabled (Block)\")\n",
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"/private/home/plabatut/.cache/torch/hub/facebookresearch_dinov2_main/dinov2/layers/block.py:40: UserWarning: xFormers is not available (Block)\n",
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" warnings.warn(\"xFormers is not available (Block)\")\n"
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]
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},
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{
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@ -253,7 +264,7 @@
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"id": "57e30515-f682-4d1f-85ef-808ae8bd7144",
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"metadata": {},
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"source": [
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"## Simple controls to explore"
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"## Simple controls to explore the PCA of patch features"
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]
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},
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{
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@ -262,9 +273,6 @@
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"id": "272d9cdc-e490-4131-a1d6-17dcf7111a10",
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"metadata": {
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"editable": true,
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"jupyter": {
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"source_hidden": true
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},
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"slideshow": {
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"slide_type": ""
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},
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@ -274,7 +282,7 @@
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "c76d085753d9404385e519f614393dde",
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"model_id": "9115611d4644446ab8f93b1f1ee5fcf4",
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"version_major": 2,
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"version_minor": 0
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},
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@ -287,6 +295,10 @@
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}
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],
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"source": [
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"if INSTALL: # Try installing package\n",
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" !{sys.executable} -m pip install -U ipywidgets\n",
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"\n",
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"\n",
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"import ipywidgets as widgets\n",
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"\n",
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"\n",
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@ -310,7 +322,6 @@
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"DEFAULT_IMAGE_DATA = get_image_data(example_image)\n",
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"DEFAULT_RESULT_DATA = get_image_data(blank_result)\n",
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"\n",
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"\n",
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"image_widget = widgets.Image(\n",
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" value=DEFAULT_IMAGE_DATA,\n",
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" width=512,\n",
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