{ "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": [ "dict_keys([43, 49, 50, 51, 53, 54, 56, 57, 58, 60, 61, 62, 63, 64, 65, 67, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 80, 81, 82, 83, 84, 85, 88, 89, 90, 91, 92, 93, 95, 96, 97, 99, 100, 101, 102, 103, 104, 108, 110, 118, 119, 120, 121, 122, 123, 132, 133, 136, 137, 140, 141, 142, 143, 144, 145, 148, 149, 152, 153, 154, 155, 156, 157, 158, 161, 164, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 180, 181, 183, 186, 187, 189, 190, 192, 193, 194, 195, 196, 203, 206, 207, 208, 209, 211, 213, 218, 220, 221, 222, 223, 224, 225, 229, 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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": { "display_name": "mooc", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }