From 936859393649961f5966ca5866870a8ba9a656cf Mon Sep 17 00:00:00 2001 From: Chen Long <1300851984@qq.com> Date: Thu, 17 Dec 2020 12:10:14 +0800 Subject: [PATCH] update lr to 2.0rc1 (#941) --- .../linear_regression/linear_regression.ipynb | 146 +++++++++--------- 1 file changed, 76 insertions(+), 70 deletions(-) mode change 100644 => 100755 paddle2.0_docs/linear_regression/linear_regression.ipynb diff --git a/paddle2.0_docs/linear_regression/linear_regression.ipynb b/paddle2.0_docs/linear_regression/linear_regression.ipynb old mode 100644 new mode 100755 index adcd0a16..851e5d2b --- a/paddle2.0_docs/linear_regression/linear_regression.ipynb +++ b/paddle2.0_docs/linear_regression/linear_regression.ipynb @@ -8,7 +8,7 @@ }, "source": [ "# 线性回归\n", - "NOTE: 本示例教程是基于飞桨框架2.0-rc版本开发" + "NOTE: 本示例教程是基于飞桨框架2.0-rc1版本开发" ] }, { @@ -59,14 +59,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2.0.0-rc0\n" + "2.0.0-rc1\n" ] } ], @@ -91,22 +91,23 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "--2020-10-28 20:47:47-- https://archive.ics.uci.edu/ml/machine-learning-databases/housing/housing.data\n", - "正在连接 172.19.57.45:3128... 已连接。\n", - "已发出 Proxy 请求,正在等待回应... 200 OK\n", + "--2020-12-16 16:35:05-- https://archive.ics.uci.edu/ml/machine-learning-databases/housing/housing.data\n", + "正在解析主机 archive.ics.uci.edu (archive.ics.uci.edu)... 128.195.10.252\n", + "正在连接 archive.ics.uci.edu (archive.ics.uci.edu)|128.195.10.252|:443... 已连接。\n", + "已发出 HTTP 请求,正在等待回应... 200 OK\n", "长度:49082 (48K) [application/x-httpd-php]\n", "正在保存至: “housing.data”\n", "\n", - "housing.data 100%[===================>] 47.93K 95.8KB/s 用时 0.5s \n", + "housing.data 100%[===================>] 47.93K 22.9KB/s 用时 2.1s \n", "\n", - "2020-10-28 20:47:49 (95.8 KB/s) - 已保存 “housing.data” [49082/49082])\n", + "2020-12-16 16:35:10 (22.9 KB/s) - 已保存 “housing.data” [49082/49082])\n", "\n" ] } @@ -118,14 +119,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# 从文件导入数据\n", "datafile = './housing.data'\n", "housing_data = np.fromfile(datafile, sep=' ')\n", - "\n", "feature_names = ['CRIM', 'ZN', 'INDUS', 'CHAS', 'NOX', 'RM', 'AGE','DIS', 'RAD', 'TAX', 'PTRATIO', 'B', 'LSTAT', 'MEDV']\n", "feature_num = len(feature_names)\n", "# 将原始数据进行Reshape,变成[N, 14]这样的形状\n", @@ -134,12 +134,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -154,22 +154,22 @@ "# 画图看特征间的关系,主要是变量两两之间的关系(线性或非线性,有无明显较为相关关系)\n", "features_np = np.array([x[:13] for x in housing_data], np.float32)\n", "labels_np = np.array([x[-1] for x in housing_data], np.float32)\n", - "data_np = np.c_[features_np, labels_np]\n", - "df = pd.DataFrame(data_np, columns=feature_names)\n", + "# data_np = np.c_[features_np, labels_np]\n", + "df = pd.DataFrame(housing_data, columns=feature_names)\n", "matplotlib.use('TkAgg')\n", "%matplotlib inline\n", - "sns.pairplot(df.dropna(), y_vars=feature_names[-1], x_vars=feature_names[:])\n", + "sns.pairplot(df.dropna(), y_vars=feature_names[-1], x_vars=feature_names[::-1], diag_kind='kde')\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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l3fKd+7mzVgXstuv6RGIWk3s+xyORvfAP8KeOu++5q2d75k6ew2NNHmHu5DkMnjrM4pRZFWl/B4VqVuPMgsXpzx3u0INjDw/mxNNTKDF6EH7lwixMeGUTe06gj7vfv7Dv2/Vsz7uT59CvSV/enfwfhk7NfgqblarUuoWyN4WzLpu+84LWXaK8PlqfF+MHT+L+qN706zKIBo3r0eG+tlZHyrWkL7/gVN8enH/3HYJ69Ep/PnXvbk7378PpoQMp/MBD4B9gYcrc6d69Mx/99wsARIRpU59jzNjJFqdSueFI8cORcu2L+ysdQfsBtxpjXjLGLHR/vQQ0cq/Lloj0F5FtIrJtf/yBnJplq32vDsyIfoMZ0W9wMuZUplH2kmVKEncs59OqKY4UNq3cTGP3tItDfxxiwsMTGNlhBOv+9y3H9h/LU5arYeJOYA+5ePrMVrIUzricp6Mkr1+Ff2PXKUNnXCypv/yEOXcGkh0kb9+E3y1VPZ65W58uLFg5hwUr5xAXE0doeKn0daHhpYg9FpupfZ2GNaletxqfb/6Id754kwqVyvHWJ9MBaH/fXaxZug6AVV+upWb9nEcNr7WUY3H4h13M7hcWQkouT8cXa9OU8z/sxXk+Cef5JM59u42gBt7J3ql3R2Yte4tZy97iZMxJSmXY/6XCQjhxyWu/ZsOaVK1blYUb5zP9s1cpV7Esry5+Jct2V32+mtvat8jyvDeEFi3MsTMX5wgfP3ue0GJB2bZdZvE0nHa92vNa9Axei57BqZiTlLyk7zl5hb5ny8pNNGrdGIBW3aLYFO16w7Xxq++oUs/z/78AqbEn8Mtw2t4eWoq0bEZaAxtFULxfD2JGPAspFz/WPC3W1Tb18FGStv1EQLXKng+Nq99/PfoNXo9+g1OX9Pshuej3t2To91t1u4Pv3ft+g5f2fdfenZm3YjbzVswm7vhJQsMv/g1Cw0oReyxz31+rYS2q163KJ5s+5O0v3qB8pXK8+fFr6evtdhv/ateCVUvWeDw7QPc+XVm08j0WrXyP2Jg4SmfKH0rs0azHrgu/0/mERJZ9tpLa9bOOjHubM+4EtlIZjrshpXCeyPm461i7ioBmWfvGtIP7MYmJ+N1c0SM5L/X4wN5s27qCbVtXcPTYccqVD09fV7ZcGIePZF+71K1bEz8/P3b84LoGrGjRYGrVqs6qlZ+w77dNNG4cweefvUfDiLpe+T1U3iSn2klOzd1UHBFpKyJ7RWTflQbWr1TYO4HwbJ4Pc6/LljFmtjEm0hgTeVNwhSsnzmDpgq8Z3m4Yw9sNY9Py74nqFgVAtQbVOH/ufJbTsYFBgenzL212G7dGRXLIPXWieEnXBXoiwv3DHiB6YXSeslyN1N/3YAsrhy20DPj5EXBbFClbNmRqYwsrm/7YP7IpzqOu3Ck7tmC/qRIEFAKbHf/a9Ug78LfHM3867wt6tX6UXq0f5dtl39H+3rsAqBVRk/izCVlOJX+2YAkdI+7lnsYPMKDLUA78eSj9AtkTx+OIaFofgMgWERz8y3vTWRJ//o1CN4fjX6404u9H8btbcu6bzVf+QSD5SCxFGtcGuw387BRpXCfTRbeetGT+lwxsO4iBbQexYflGWne7E4AaDaqTcO58lmk4X77/FQ9E9uDhZr0Z0XUUh/46zCj3lJuyN1/8t23WpikHvfQ7XKpW2ZIcOHmOw6fiSUlNY/nO/fyretks7f6KPcPZpGTqlbduvnf0gqU80W44T7Qbzublm2jl7nuq5rLvaRh1a3rfc+r4SWo1qQ1AneZ1Ofr3Ebwh+Ze9+JUvi1+4q98pctftJH6b+YyOf7XKlBg/gpgRE3CeOp3+vK1oMPj7ux7fUIxC9WuR8ud+vGHpgq8Z2W4YI939fsZ9n5CLfR+Zod8/efwktZvUAaBu83oc8cK+/2z+/+jTpj992vRn3fLvaHtvawBqRdTItu/8YsESOjfszr1NevB4l2Ec/PMQQ+97In195G0N2b/vYLYFtScsnvcZD7buy4Ot+7I2ej13u0ff60TUIv5cfJZpOHa7nRtKuI6vfn52bmvdjH17//RK1stJ3bsHe9ly2Eq7Xv+Fbo8iedMlx93wi/1PQKOmpB12vW5spcuAzVVk2UJLYy9fgbTj3hkMfHvWfCJvbUPkrW1YsmQ5PR+6F4DGjSI4e+ZsjtNwHri/M/91j9YDnD17jjLhdahctQmVqzZh8+Yd3NO173VzVxyVmcNpx+G8cmEvInZgJtAOqAk8KCI1c2p/pXMAI4BVIvI7cKEyqABUBjw+aXrb6m1Etopk9vr/uG57Nnp6+roZ0W8wvN0wAoMCefbdZ/EL8Mdms/Hzxp+JXui6Orxl53/RoVcHAL5ftpFvFq/0dOSLnGmcnz2dohOnuW53uWopaQf/pnCPR0jdt4eULRsJ7NAVv3oNITUVkxBPwvQXATAJ8ST9bzHFXn0HjCFl+2ZStm/yXnZg46pNNLujMZ9s/ICkRAf/Hvly+roFK+fQq/Wjl/35F8dMY+TkIdjtdpIdybw45lVPR74ozcmRibO4ef5kxGbj1Mcrcfx+gNARD5G483fOrdpC4bpVqPD2eOzFgyl6RyNCh/dgX9vBnI3eQHDTulSOngnGEL9uB+dWb/FedrfNq7fQKOpWFnz3Ho5EB1NHXdx/s5a9xcC22d+h6IJHx/Wj3C3lME4nxw/FMN2CO+IA+NltPNUhkscXrMHpNHSOqETl0Bt4a9XP1CxbgturlwPco/W1b0JELMl5qe2rt9GwVSRvr5/tut3l6Bnp616LnsET7YZTKCiQce8+i3+AHzabjZ0bf2a5e/Dgraf+j34TH8Nmt5PiSOatp/7PO8HTnJx8+U1CZ74ENhvxS5aR8ud+ig/sTfKvv5G47ntuHNEfW1BhSr3yLHDxtpb+FStQYvxIME4QG2ff+yjT3XS8Zbu735/l7vffzNDvvx79BiPbDaNQUCDj330W/wB/xL3vl7n7/ZlPvcmjE/tjT9/3b3o1//erNtM0qjGLNywkKTGJKU9cPIs2b8XsXN268s7OrfjGomk43636nhZ3NOV/3/+XpMQkJo6ckr5u0cr3eLB1X/wD/Jm56DX8/OzY7HY2r9/G5wu/BKBmveq8OncKxW4oSsvWzRk4ph/33d7TO+GdacTPnE7xKa7jbtKKpaTt/5ugXo+Q+tsekjdtpHCnrvhHuI67zvh44qe5jrv+tetS+P4ekJoKTkPCm69jzp7xTu4Mlkavom3bKPbu3sD5xEQeffTiG75tW1dkuhvOvd060rGzl/btNTDmuZfY+sPPnD59lju6PMygfj3p1vEuq2NZJsnk+sLZRsA+Y8yfACLyEa5rX3/NrrGYK1z5LSI290YzXjy71RiTq6tKOla425pLy6+R+Q3OWR0h39pvvT6KpPyaExhsdYSrMiLDFAdf9OU0791FyhN6jNlmdYSrMj3Ee5+5ca0NOxFodYSrciLNQ58c4yWJTu9+5sm1tqKuZ+7v7S1l1uT8mSPXu8Qj1ty7/1ryD6nkE8XPl2UeNAAdjy26bF4RuRdoa4x51L3cE2hsjMl2gP2Ks/aNMU7Au8PFSimllFJKFVBJ4poNLyL9gYyn8mYbY/L9yZjX9QdUKaWUUkopVdAk2lwD9e4i/nKF/GGgfIblcu7nsuVb95VTSimllFLKxyWK6ysXtgJVRKSiiAQADwBLcmqsI/ZKKaWUUkp5UXIurwQwxqSKyBBgOWAH5hpjfsmpvRb2SimllFJKeVFiHubMGGOWAktz01YLe6WUUkoppbwoCc/cNFILe6WUUkoppbzIIVrYK6WUUkop5fMScXpku1rYK6WUUkop5UVJWtgrpZRSSinl+7SwV0oppZRSqgBINlrYK6WUUkop5fOSSPXIdrWwV0oppZRSyouSTJpHtquFvVJKKaWUUl6UrIW9UkoppZRSvi/JmeKR7Wphr5RSSimllBclGZ1jr5RSSimllM9LcWphr5RSSimllM/TqThKKaWUUkoVAA4t7JVSSimllPJ9jrRkj2xXC3ullFJKKaW8KFnn2CullFJKKeX7HKk6FUcppZRSSimf50jzTGEvxhiPbNhbRKS/MWa21TnyS/Nby5fz+3J20PxW0/zW8uX8vpwdNL/VfD3/9c5mdYBroL/VAa6S5reWL+f35eyg+a2m+a3ly/l9OTtofqv5ev7rWkEo7JVSSimllPrH08JeKaWUUkqpAqAgFPa+Pk9L81vLl/P7cnbQ/FbT/Nby5fy+nB00v9V8Pf91zecvnlVKKaWUUkoVjBF7pZRSSiml/vG0sFdKKaWUUqoA8OnCXkTaisheEdknIk9ZnScvRGSuiMSIyC6rs+SViJQXkTUi8quI/CIiw63OlBciEigiW0TkJ3f+SVZnyg8RsYvIDyLyldVZ8kpE/haRnSLyo4hsszpPXonIDSLyiYjsEZHdItLU6ky5JSLV3Pv9wtdZERlhda7cEpGR7v/bXSKySEQCrc6UFyIy3J39F1/Y79kdq0SkhIisFJHf3d9vtDLj5eSQ/z73/neKSKSV+a4kh/xT3X3PzyLyuYjcYGXGy8kh//Pu7D+KyAoRCbcyY0Hjs4W9iNiBmUA7oCbwoIjUtDZVnswD2lodIp9SgVHGmJpAE2Cwj+17BxBljKkH1AfaikgTizPlx3Bgt9UhrkIrY0x9Y8x1fWDNwQxgmTGmOlAPH/o7GGP2uvd7faAhcB743OJYuSIiZYFhQKQxpjZgBx6wNlXuiUht4DGgEa7Xzd0iUtnaVFc0j6zHqqeAVcaYKsAq9/L1ah5Z8+8CugLrvJ4m7+aRNf9KoLYxpi7wGzDO26HyYB5Z8081xtR190FfARO8nqoA89nCHlfHuM8Y86cxJhn4COhscaZcM8asA05anSM/jDFHjTE73I/P4SpqylqbKveMS7x70d/95VNXkYtIOaADMMfqLP80IlIcaAm8C2CMSTbGnLY2Vb7dAfxhjNlvdZA88AMKi4gfEAQcsThPXtQANhtjzhtjUoFvcRWY160cjlWdgfnux/OBLl4NlQfZ5TfG7DbG7LUoUp7kkH+F+/UDsAko5/VguZRD/rMZFovgY8ff650vF/ZlgYMZlg/hQ8VlQSEiNwMNgM3WJskb9zSWH4EYYKUxxqfyA9OBsYDT6iD5ZIAVIrJdRHztUwgrArHAe+6pUHNEpIjVofLpAWCR1SFyyxhzGJgGHACOAmeMMSusTZUnu4DbRKSkiAQB7YHyFmfKj9LGmKPux8eA0laG+Yd7BIi2OkReicgLInIQeAgdsb+mfLmwVxYTkWDgU2DEJe/Ar3vGmDT3acByQCP3KXKfICJ3AzHGmO1WZ7kKLYwxEbim0g0WkZZWB8oDPyACeNsY0wBI4PqeipAtEQkAOgEfW50lt9xzuTvjenMVDhQRkYetTZV7xpjdwMvACmAZ8COQZmmoq2Rc98zWEVcLiMh4XFNjP7A6S14ZY8YbY8rjyj7E6jwFiS8X9ofJPNJRzv2c8gIR8cdV1H9gjPnM6jz55Z5CsQbfut6hOdBJRP7GNQUtSkQWWhspb9wjrxhjYnDN725kbaI8OQQcynCW5xNchb6vaQfsMMYctzpIHtwJ/GWMiTXGpACfAc0szpQnxph3jTENjTEtgVO45kj7muMiEgbg/h5jcZ5/HBHpA9wNPGR8+wOJPgC6WR2iIPHlwn4rUEVEKrpHnh4Allic6R9BRATX/OLdxpjXrM6TVyJS6sJdBESkMNAa2GNtqtwzxowzxpQzxtyM63W/2hjjM6OWIlJERIpeeAy0wTVFwScYY44BB0WkmvupO4BfLYyUXw/iQ9Nw3A4ATUQkyN0P3YEPXbgMICKh7u8VcM2v/9DaRPmyBOjtftwb+J+FWf5xRKQtrqmYnYwx563Ok1ciUiXDYmd86PjrC/ysDpBfxphUERkCLMd1Z4S5xphfLI6VayKyCLgdCBGRQ8Bzxph3rU2Va82BnsBO9zx1gKeNMUstzJQXYcB8952VbMBiY4zP3TLSh5UGPnfVZfgBHxpjllkbKc+GAh+4BxX+BPpanCdP3G+oWgMDrM6SF8aYzSLyCbAD1xSEH/C9j6f/VERKAinA4Ov9wuvsjlXAS8BiEekH7Ae6W5fw8nLIfzW7f0wAAACLSURBVBJ4EygFfC0iPxpj7rIuZc5yyD8OKASsdPejm4wxAy0LeRk55G/vHhhx4nr9XJfZfZX49hkcpZRSSimlFPj2VByllFJKKaWUmxb2SimllFJKFQBa2CullFJKKVUAaGGvlFJKKaVUAaCFvVJKKaWUUgWAFvZKKaWUUkoVAFrYK6WUUkopVQD8P4QFXCv+/U0mAAAAAElFTkSuQmCC\n", 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" ] @@ -202,16 +202,16 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, @@ -253,7 +253,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -280,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -293,16 +293,16 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, @@ -330,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -356,7 +356,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 36, "metadata": { "colab": {}, "colab_type": "code", @@ -383,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -413,7 +413,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 38, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -429,16 +429,16 @@ "output_type": "stream", "text": [ "start training ... \n", - "Pass:0,Cost:849.63049\n", - "Pass:50,Cost:17.27243\n", - "Pass:100,Cost:28.23683\n", - "Pass:150,Cost:24.01741\n", - "Pass:200,Cost:22.79668\n", - "Pass:250,Cost:11.14902\n", - "Pass:300,Cost:47.42613\n", - "Pass:350,Cost:57.36282\n", - "Pass:400,Cost:19.96343\n", - "Pass:450,Cost:20.38827\n" + "Pass:0,Cost:642.37836\n", + "Pass:50,Cost:80.09798\n", + "Pass:100,Cost:24.53981\n", + "Pass:150,Cost:45.43977\n", + "Pass:200,Cost:29.34225\n", + "Pass:250,Cost:58.18873\n", + "Pass:300,Cost:11.38395\n", + "Pass:350,Cost:48.47935\n", + "Pass:400,Cost:23.04504\n", + "Pass:450,Cost:19.02773\n" ] } ], @@ -488,12 +488,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -529,24 +529,24 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "No.0: infer result is 11.96,ground truth is 8.50\n", - "No.10: infer result is 5.40,ground truth is 7.00\n", - "No.20: infer result is 14.73,ground truth is 11.70\n", - "No.30: infer result is 16.35,ground truth is 11.70\n", - "No.40: infer result is 13.48,ground truth is 10.80\n", - "No.50: infer result is 15.82,ground truth is 14.90\n", - "No.60: infer result is 18.69,ground truth is 21.40\n", - "No.70: infer result is 15.39,ground truth is 13.80\n", - "No.80: infer result is 18.14,ground truth is 20.60\n", - "No.90: infer result is 21.38,ground truth is 24.50\n", - "Mean loss is: [12.4613495]\n" + "No.0: infer result is 11.87,ground truth is 8.50\n", + "No.10: infer result is 4.91,ground truth is 7.00\n", + "No.20: infer result is 14.10,ground truth is 11.70\n", + "No.30: infer result is 15.86,ground truth is 11.70\n", + "No.40: infer result is 13.21,ground truth is 10.80\n", + "No.50: infer result is 15.26,ground truth is 14.90\n", + "No.60: infer result is 18.65,ground truth is 21.40\n", + "No.70: infer result is 15.36,ground truth is 13.80\n", + "No.80: infer result is 18.03,ground truth is 20.60\n", + "No.90: infer result is 21.29,ground truth is 24.50\n", + "Mean loss is: [11.895574]\n" ] } ], @@ -575,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -591,12 +591,12 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -628,37 +628,43 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "The loss value printed in the log is the current step, and the metric is the average value of previous step.\n", "Epoch 1/5\n", - "step 51/51 [==============================] - loss: 600.1409 - 1ms/step \n", + "step 51/51 [==============================] - loss: 619.0201 - 2ms/step \n", "Eval begin...\n", - "step 13/13 [==============================] - loss: 403.3546 - 853us/step \n", + "The loss value printed in the log is the current batch, and the metric is the average value of previous step.\n", + "step 13/13 [==============================] - loss: 407.2717 - 1ms/step \n", "Eval samples: 102\n", "Epoch 2/5\n", - "step 51/51 [==============================] - loss: 409.8211 - 1ms/step \n", + "step 51/51 [==============================] - loss: 421.7720 - 2ms/step \n", "Eval begin...\n", - "step 13/13 [==============================] - loss: 400.7605 - 833us/step \n", + "The loss value printed in the log is the current batch, and the metric is the average value of previous step.\n", + "step 13/13 [==============================] - loss: 404.6681 - 2ms/step \n", "Eval samples: 102\n", "Epoch 3/5\n", - "step 51/51 [==============================] - loss: 416.0571 - 1ms/step \n", + "step 51/51 [==============================] - loss: 419.6642 - 3ms/step \n", "Eval begin...\n", - "step 13/13 [==============================] - loss: 398.2093 - 781us/step \n", + "The loss value printed in the log is the current batch, and the metric is the average value of previous step.\n", + "step 13/13 [==============================] - loss: 402.1082 - 2ms/step \n", "Eval samples: 102\n", "Epoch 4/5\n", - "step 51/51 [==============================] - loss: 436.1567 - 1ms/step \n", + "step 51/51 [==============================] - loss: 429.8277 - 2ms/step \n", "Eval begin...\n", - "step 13/13 [==============================] - loss: 395.6739 - 973us/step \n", + "The loss value printed in the log is the current batch, and the metric is the average value of previous step.\n", + "step 13/13 [==============================] - loss: 399.5636 - 2ms/step \n", "Eval samples: 102\n", "Epoch 5/5\n", - "step 51/51 [==============================] - loss: 445.6322 - 1ms/step \n", + "step 51/51 [==============================] - loss: 457.2235 - 2ms/step \n", "Eval begin...\n", - "step 13/13 [==============================] - loss: 393.1199 - 798us/step \n", + "The loss value printed in the log is the current batch, and the metric is the average value of previous step.\n", + "step 13/13 [==============================] - loss: 397.0019 - 3ms/step \n", "Eval samples: 102\n" ] } @@ -712,7 +718,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.2" + "version": "3.7.6" } }, "nbformat": 4,