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291 lines
268 KiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"item_bert_emb_dict = pickle.load(open(\"../../results/shixun/sample/shixuns_bert_emb_dict.pkl\", 'rb'))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
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268825, 268827, 268828, 268829, 268830, 268831, 268832, 268833, 268834, 268835, 268836, 268837, 268838, 268839, 268845, 268846, 268847, 268848, 268849, 268850, 268851, 268852, 268853, 268854, 268855, 268856, 268857, 268858, 268859, 268860, 268861, 268862, 268863, 268864, 268865, 268866, 268867, 268868, 268869, 268870, 268871, 268872, 268873, 268874, 268875, 268876, 268877, 268878, 268879, 268880, 268881, 268882, 268883, 268885, 268886, 268887, 268888, 268889, 268890, 268891, 268892, 268893, 268894, 268895, 268896, 268897, 268898, 268899, 268901, 268902, 268910, 268911, 268912, 268915, 268916, 268918, 268927, 268928, 268929, 268930, 268933, 268934, 268935, 268936, 268937, 268938, 268939, 268940, 268941, 268942, 268943, 268944, 268945, 268946, 268947, 268948, 268949, 268950, 268954, 268955, 268956, 268959, 268960, 268962, 268963, 268964, 268965, 268966, 268967, 268968, 268970, 268973, 268974, 268975, 268976, 268977, 268978, 268979, 268980, 268981, 268985, 268988, 268989, 268990, 268991, 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]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"item_bert_emb_dict.keys()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"shixuns_emb=item_bert_emb_dict"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
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" 0.04198839, -0.0213686 , 0.04190777, -0.03204934, 0.03499636,\n",
" 0.01937684, 0.01904153, -0.02334654, 0.01754579, 0.0411477 ,\n",
" 0.03963953, -0.04189899, -0.04198864, -0.04198857, 0.04198739,\n",
" 0.04197171, -0.01784322, -0.04198823, 0.04174543, -0.0050752 ,\n",
" 0.04196675, 0.04162002, -0.00382628, -0.03855931, 0.04065217,\n",
" -0.04181691, 0.00271896, 0.0393075 , -0.01726509, 0.04005548,\n",
" 0.03836541, -0.04179063, 0.01329095, 0.04198483, 0.02608233,\n",
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" 0.03433901, -0.04172321, 0.04195996, -0.01611307, -0.04151817,\n",
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" -0.01609168, -0.0397304 , -0.0369703 , -0.04134296, -0.04166955,\n",
" -0.04144209, 0.03486018, -0.04198373, 0.03788313, 0.02914115,\n",
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" -0.03901847, -0.00921086, 0.03969617, 0.01368726, -0.02623666,\n",
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" 0.02867268, 0.03908598, 0.04178156, 0.00463572, 0.0019693 ,\n",
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" 0.03055211, -0.02259165, 0.00596491, 0.03945321, -0.0419193 ,\n",
" -0.03403739, 0.0386718 , 0.02885107, -0.03786369, -0.04142422,\n",
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" -0.04198093, 0.04142441, 0.0419841 , 0.02891653, -0.04196152,\n",
" 0.0028069 , 0.0419777 , 0.03644475, 0.04198397, -0.00739348,\n",
" 0.04195189, -0.04166092, 0.03832536, -0.04198517, 0.04198223,\n",
" -0.04198345, 0.04197896, 0.04198651, 0.01010275, 0.04168402,\n",
" -0.04182216, 0.04058226, 0.04089009, -0.03151694, 0.03649032,\n",
" -0.03148106, -0.04187498, 0.03986583, 0.04049552, -0.00552932,\n",
" 0.04198367, 0.0415343 , 0.02764859, 0.02312844, 0.01488893,\n",
" 0.04171284, -0.03404972, -0.0401731 , 0.0419626 , 0.04197323,\n",
" 0.04104799, 0.0419841 , 0.03076882, 0.04198139, -0.03973533,\n",
" -0.04182937, 0.04068797, 0.00520835, 0.02324562, -0.04194023,\n",
" 0.04195091, 0.04166578, -0.04197302, -0.02371343, -0.02706317,\n",
" -0.0146492 , 0.04198693, 0.04067883, 0.04181696, 0.04144626,\n",
" -0.01463645, 0.04193835, -0.0393066 , 0.03269231, -0.03796809,\n",
" -0.00075777, 0.04198299, -0.01835105, 0.04174255, -0.04009363,\n",
" 0.04111317, -0.04169864, 0.0417691 , 0.04009948, 0.04139231,\n",
" -0.04127614, 0.04198181, 0.03066452, -0.04176292, -0.04181974,\n",
" -0.04178266, -0.04136662, 0.02656358])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shixuns_emb[50].reshape(-1)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"def get_cos_similar_matrix(v1, v2):\n",
" #获取两个向量的余弦相似度\n",
" num = np.dot(v1, v2) # 向量点乘\n",
" denom = np.linalg.norm(v1).reshape(-1) * np.linalg.norm(v2).reshape(-1) # 求模长的乘积\n",
" res = num / denom\n",
" res[np.isneginf(res)] = 0.0 #负无穷大的赋值0\n",
" # return num\n",
" return float(0.5 + 0.5 * res)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.9740721281077637"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_cos_similar_matrix(shixuns_emb[49], shixuns_emb[50])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
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