EduCoder_Study_RS/ranking/shixun/data_analysis.ipynb

{
 "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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      ]
     },
     "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": {
      "text/plain": [
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       "       -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": []
  }
 ],
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