Created
May 23, 2020 09:52
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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": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"index = faiss.IndexIDMap2(faiss.IndexFlatL2(32))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ids = np.random.randint(0, 5000, size=10)\n", | |
"x = np.random.rand(10, 32).astype('float32')\n", | |
"index.add_with_ids(x, ids)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([4859, 1690, 211, 949, 2776, 3864, 1524, 4719, 3805, 2736])" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": { | |
"bento_obj_id": "140351030092064" | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"faiss.vector_to_array(index.id_map)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([4859, 1690, 211, 949, 2776, 3864, 1524, 4719, 3805, 2736])" | |
] | |
}, | |
"execution_count": 11, | |
"metadata": { | |
"bento_obj_id": "140351031290096" | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"ids" | |
] | |
}, | |
{ | |
"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": "3.7.5+" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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