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@mdouze
Created September 24, 2019 11:34
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import faiss"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"x = np.random.rand(10000, 32).astype('float32')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"index = faiss.index_factory(32, \"IVF100,PQ4np\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"index.train(x)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"centroids = index.quantizer.reconstruct_n(0, 100)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 32)"
]
},
"execution_count": 8,
"metadata": {
"bento_obj_id": "139803878602760"
},
"output_type": "execute_result"
}
],
"source": [
"centroids.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"bento_stylesheets": {
"bento/extensions/flow/main.css": true,
"bento/extensions/kernel_selector/main.css": true,
"bento/extensions/kernel_ui/main.css": true,
"bento/extensions/new_kernel/main.css": true,
"bento/extensions/system_usage/main.css": true,
"bento/extensions/theme/main.css": true
},
"kernelspec": {
"display_name": "faiss",
"language": "python",
"name": "bento_kernel_faiss"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3rc1+"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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