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uniface/examples/10_face_vector_store.ipynb
2026-03-05 22:46:03 +09:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Face Vector Store with FAISS\n",
"\n",
"This notebook demonstrates how to build a persistent face database using the **FAISS** vector store in UniFace.\n",
"\n",
"Unlike direct pairwise comparison (see `04_face_search`), a vector store lets you efficiently index\n",
"thousands of face embeddings and retrieve the closest match in sub-millisecond time.\n",
"\n",
"## 1. Install UniFace"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install -q uniface faiss-cpu\n",
"\n",
"# Clone repo for assets (Colab only)\n",
"import os\n",
"if 'COLAB_GPU' in os.environ or 'COLAB_RELEASE_TAG' in os.environ:\n",
" if not os.path.exists('uniface'):\n",
" !git clone --depth 1 https://github.com/yakhyo/uniface.git\n",
" os.chdir('uniface/examples')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Import Libraries"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"UniFace version: 3.0.0\n"
]
}
],
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import shutil\n",
"\n",
"import uniface\n",
"from uniface.analyzer import FaceAnalyzer\n",
"from uniface.detection import RetinaFace\n",
"from uniface.recognition import ArcFace\n",
"from uniface.indexing import FAISS\n",
"\n",
"print(f'UniFace version: {uniface.__version__}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Initialize Models and Vector Store"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"FAISS(embedding_size=512, vectors=0)\n"
]
}
],
"source": [
"analyzer = FaceAnalyzer(\n",
" detector=RetinaFace(confidence_threshold=0.5),\n",
" recognizer=ArcFace(),\n",
")\n",
"\n",
"DB_PATH = './demo_face_index'\n",
"store = FAISS(embedding_size=512, db_path=DB_PATH)\n",
"print(store)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Enroll Faces into the Store\n",
"\n",
"We detect faces in the test images and add each embedding with metadata."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Enrolled person_0 from ../assets/test_images/image0.jpg\n",
"Enrolled person_1 from ../assets/test_images/image1.jpg\n",
"Enrolled person_2 from ../assets/test_images/image2.jpg\n",
"Enrolled person_3 from ../assets/test_images/image3.jpg\n",
"Enrolled person_4 from ../assets/test_images/image4.jpg\n",
"\n",
"Store size: 5 vectors\n"
]
}
],
"source": [
"enrollment_images = {\n",
" '../assets/test_images/image0.jpg': 'person_0',\n",
" '../assets/test_images/image1.jpg': 'person_1',\n",
" '../assets/test_images/image2.jpg': 'person_2',\n",
" '../assets/test_images/image3.jpg': 'person_3',\n",
" '../assets/test_images/image4.jpg': 'person_4',\n",
"}\n",
"\n",
"for path, label in enrollment_images.items():\n",
" image = cv2.imread(path)\n",
" faces = analyzer.analyze(image)\n",
" if faces:\n",
" store.add(\n",
" embedding=faces[0].embedding,\n",
" metadata={'label': label, 'source': path},\n",
" )\n",
" print(f'Enrolled {label} from {path}')\n",
"\n",
"print(f'\\nStore size: {store.size} vectors')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Search the Store\n",
"\n",
"Use a query image to find the closest match in the database."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Match found: person_0 (similarity: 1.0000)\n",
"Source: ../assets/test_images/image0.jpg\n"
]
}
],
"source": [
"query_image = cv2.imread('../assets/test_images/image0.jpg')\n",
"query_faces = analyzer.analyze(query_image)\n",
"\n",
"if query_faces:\n",
" result, similarity = store.search(query_faces[0].embedding, threshold=0.4)\n",
"\n",
" if result:\n",
" print(f'Match found: {result[\"label\"]} (similarity: {similarity:.4f})')\n",
" print(f'Source: {result[\"source\"]}')\n",
" else:\n",
" print(f'No match above threshold (best similarity: {similarity:.4f})')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"if query_faces and result:\n",
" matched_image = cv2.imread(result['source'])\n",
"\n",
" fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n",
" axes[0].imshow(cv2.cvtColor(query_image, cv2.COLOR_BGR2RGB))\n",
" axes[0].set_title('Query', fontsize=12)\n",
" axes[1].imshow(cv2.cvtColor(matched_image, cv2.COLOR_BGR2RGB))\n",
" axes[1].set_title(f'Match: {result[\"label\"]} ({similarity:.3f})', fontsize=12)\n",
" for ax in axes:\n",
" ax.axis('off')\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 6. Save and Reload the Index\n",
"\n",
"The index and metadata can be persisted to disk and loaded later."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Load successful: True\n",
"Reloaded store size: 5 vectors\n",
"Search after reload: person_0 (1.0000)\n"
]
}
],
"source": [
"store.save()\n",
"\n",
"# Create a fresh store and load the saved data\n",
"store_reloaded = FAISS(embedding_size=512, db_path=DB_PATH)\n",
"loaded = store_reloaded.load()\n",
"print(f'Load successful: {loaded}')\n",
"print(f'Reloaded store size: {store_reloaded.size} vectors')\n",
"\n",
"# Verify search still works after reload\n",
"if query_faces:\n",
" result, similarity = store_reloaded.search(query_faces[0].embedding, threshold=0.4)\n",
" if result:\n",
" print(f'Search after reload: {result[\"label\"]} ({similarity:.4f})')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 7. Remove Entries\n",
"\n",
"Remove all entries matching a metadata key-value pair."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Before removal: 5 vectors\n",
"Removed 1 entry\n",
"After removal: 4 vectors\n",
"\n",
"No match above threshold (best similarity: 0.1724)\n"
]
}
],
"source": [
"print(f'Before removal: {store.size} vectors')\n",
"\n",
"removed = store.remove(key='label', value='person_0')\n",
"print(f'Removed {removed} entry')\n",
"print(f'After removal: {store.size} vectors')\n",
"\n",
"# Searching for the removed person should now return a different (lower) match\n",
"if query_faces:\n",
" result, similarity = store.search(query_faces[0].embedding, threshold=0.4)\n",
" if result:\n",
" print(f'\\nClosest remaining match: {result[\"label\"]} ({similarity:.4f})')\n",
" else:\n",
" print(f'\\nNo match above threshold (best similarity: {similarity:.4f})')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 8. Cleanup"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cleaned up demo index.\n"
]
}
],
"source": [
"shutil.rmtree(DB_PATH, ignore_errors=True)\n",
"print('Cleaned up demo index.')"
]
},
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"## Notes\n",
"\n",
"- Embeddings **must** be L2-normalised before adding (ArcFace already produces normalised embeddings)\n",
"- The default threshold of `0.4` works for most cases; raise it for stricter matching\n",
"- `save()` / `load()` persist the FAISS index and metadata as files in `db_path`\n",
"- For GPU-accelerated search install `faiss-gpu` instead of `faiss-cpu`\n",
"- The store uses `IndexFlatIP` (inner product = cosine similarity for normalised vectors)"
]
}
],
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