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NumNodes: 2708 NumEdges: 10556 NumFeats: 1433 NumClasses: 7 NumTrainingSamples: 140 NumValidationSamples: 500 NumTestSamples: 1000 Done loading data from cached files. /Users/haihaosun/anaconda3/envs/gnnip/lib/python3.10/site-packages/dgl/heterograph.py:92: DGLWarning: Recommend creating graphs by `dgl.graph(data)` instead of `dgl.DGLGraph(data)`. dgl_warning( 1408 1408 /Users/haihaosun/anaconda3/envs/gnnip/lib/python3.10/site-packages/numpy/_core/fromnumeric.py:3596: RuntimeWarning: Mean of empty slice. return _methods._mean(a, axis=axis, dtype=dtype, /Users/haihaosun/anaconda3/envs/gnnip/lib/python3.10/site-packages/numpy/_core/_methods.py:138: RuntimeWarning: invalid value encountered in scalar divide ret = ret.dtype.type(ret / rcount) Epoch 00000 | Loss 1.9444 | Test Acc 0.2978 | Time(s) nan Epoch 00001 | Loss 1.9011 | Test Acc 0.2978 | Time(s) nan Epoch 00002 | Loss 1.8574 | Test Acc 0.2978 | Time(s) nan Epoch 00003 | Loss 1.8118 | Test Acc 0.2978 | Time(s) 0.0032 Epoch 00004 | Loss 1.7641 | Test Acc 0.2978 | Time(s) 0.0034 Epoch 00005 | Loss 1.7143 | Test Acc 0.2978 | Time(s) 0.0038 Epoch 00006 | Loss 1.6623 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00007 | Loss 1.6077 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00008 | Loss 1.5502 | Test Acc 0.2978 | Time(s) 0.0038 Epoch 00009 | Loss 1.4879 | Test Acc 0.2978 | Time(s) 0.0037 Epoch 00010 | Loss 1.4220 | Test Acc 0.2978 | Time(s) 0.0036 Epoch 00011 | Loss 1.3526 | Test Acc 0.2978 | Time(s) 0.0070 Epoch 00012 | Loss 1.2801 | Test Acc 0.2978 | Time(s) 0.0066 Epoch 00013 | Loss 1.2047 | Test Acc 0.2978 | Time(s) 0.0064 Epoch 00014 | Loss 1.1268 | Test Acc 0.2978 | Time(s) 0.0062 Epoch 00015 | Loss 1.0468 | Test Acc 0.2978 | Time(s) 0.0059 Epoch 00016 | Loss 0.9655 | Test Acc 0.2978 | Time(s) 0.0058 Epoch 00017 | Loss 0.8835 | Test Acc 0.2978 | Time(s) 0.0056 Epoch 00018 | Loss 0.8018 | Test Acc 0.2978 | Time(s) 0.0055 Epoch 00019 | Loss 0.7211 | Test Acc 0.2978 | Time(s) 0.0055 Epoch 00020 | Loss 0.6425 | Test Acc 0.2978 | Time(s) 0.0053 Epoch 00021 | Loss 0.5670 | Test Acc 0.2978 | Time(s) 0.0052 Epoch 00022 | Loss 0.4955 | Test Acc 0.2978 | Time(s) 0.0051 Epoch 00023 | Loss 0.4290 | Test Acc 0.2978 | Time(s) 0.0050 Epoch 00024 | Loss 0.3679 | Test Acc 0.2978 | Time(s) 0.0051 Epoch 00025 | Loss 0.3129 | Test Acc 0.2978 | Time(s) 0.0050 Epoch 00026 | Loss 0.2641 | Test Acc 0.2978 | Time(s) 0.0049 Epoch 00027 | Loss 0.2215 | Test Acc 0.2978 | Time(s) 0.0049 Epoch 00028 | Loss 0.1848 | Test Acc 0.2978 | Time(s) 0.0049 Epoch 00029 | Loss 0.1537 | Test Acc 0.2978 | Time(s) 0.0049 Epoch 00030 | Loss 0.1276 | Test Acc 0.2978 | Time(s) 0.0048 Epoch 00031 | Loss 0.1059 | Test Acc 0.2978 | Time(s) 0.0049 Epoch 00032 | Loss 0.0880 | Test Acc 0.2978 | Time(s) 0.0049 Epoch 00033 | Loss 0.0733 | Test Acc 0.2978 | Time(s) 0.0048 Epoch 00034 | Loss 0.0613 | Test Acc 0.2978 | Time(s) 0.0048 Epoch 00035 | Loss 0.0515 | Test Acc 0.2978 | Time(s) 0.0048 Epoch 00036 | Loss 0.0435 | Test Acc 0.2978 | Time(s) 0.0047 Epoch 00037 | Loss 0.0369 | Test Acc 0.2978 | Time(s) 0.0047 Epoch 00038 | Loss 0.0316 | Test Acc 0.2978 | Time(s) 0.0046 Epoch 00039 | Loss 0.0272 | Test Acc 0.2978 | Time(s) 0.0046 Epoch 00040 | Loss 0.0236 | Test Acc 0.2978 | Time(s) 0.0046 Epoch 00041 | Loss 0.0206 | Test Acc 0.2978 | Time(s) 0.0046 Epoch 00042 | Loss 0.0182 | Test Acc 0.2978 | Time(s) 0.0046 Epoch 00043 | Loss 0.0161 | Test Acc 0.2978 | Time(s) 0.0046 Epoch 00044 | Loss 0.0144 | Test Acc 0.2978 | Time(s) 0.0045 Epoch 00045 | Loss 0.0129 | Test Acc 0.2978 | Time(s) 0.0045 Epoch 00046 | Loss 0.0117 | Test Acc 0.2978 | Time(s) 0.0045 Epoch 00047 | Loss 0.0107 | Test Acc 0.2978 | Time(s) 0.0045 Epoch 00048 | Loss 0.0098 | Test Acc 0.2978 | Time(s) 0.0044 Epoch 00049 | Loss 0.0090 | Test Acc 0.2978 | Time(s) 0.0044 Epoch 00050 | Loss 0.0083 | Test Acc 0.2978 | Time(s) 0.0044 Epoch 00051 | Loss 0.0078 | Test Acc 0.2978 | Time(s) 0.0044 Epoch 00052 | Loss 0.0073 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00053 | Loss 0.0068 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00054 | Loss 0.0065 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00055 | Loss 0.0061 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00056 | Loss 0.0058 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00057 | Loss 0.0056 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00058 | Loss 0.0053 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00059 | Loss 0.0051 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00060 | Loss 0.0049 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00061 | Loss 0.0048 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00062 | Loss 0.0046 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00063 | Loss 0.0045 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00064 | Loss 0.0044 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00065 | Loss 0.0043 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00066 | Loss 0.0042 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00067 | Loss 0.0041 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00068 | Loss 0.0040 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00069 | Loss 0.0039 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00070 | Loss 0.0038 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00071 | Loss 0.0038 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00072 | Loss 0.0037 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00073 | Loss 0.0037 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00074 | Loss 0.0036 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00075 | Loss 0.0036 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00076 | Loss 0.0035 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00077 | Loss 0.0035 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00078 | Loss 0.0034 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00079 | Loss 0.0034 | Test Acc 0.2978 | Time(s) 0.0043 Epoch 00080 | Loss 0.0034 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00081 | Loss 0.0034 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00082 | Loss 0.0033 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00083 | Loss 0.0033 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00084 | Loss 0.0033 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00085 | Loss 0.0033 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00086 | Loss 0.0032 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00087 | Loss 0.0032 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00088 | Loss 0.0032 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00089 | Loss 0.0032 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00090 | Loss 0.0032 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00091 | Loss 0.0031 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00092 | Loss 0.0031 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00093 | Loss 0.0031 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00094 | Loss 0.0031 | Test Acc 0.2978 | Time(s) 0.0042 Epoch 00095 | Loss 0.0031 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00096 | Loss 0.0031 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00097 | Loss 0.0031 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00098 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00099 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00100 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00101 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00102 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00103 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00104 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00105 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00106 | Loss 0.0030 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00107 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00108 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00109 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00110 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00111 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00112 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00113 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00114 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00115 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00116 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00117 | Loss 0.0029 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00118 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00119 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00120 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00121 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00122 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00123 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00124 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00125 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00126 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00127 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00128 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00129 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00130 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00131 | Loss 0.0028 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00132 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00133 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00134 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00135 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00136 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00137 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00138 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00139 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00140 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00141 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00142 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00143 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00144 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00145 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00146 | Loss 0.0027 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00147 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00148 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00149 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00150 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00151 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00152 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00153 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00154 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00155 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00156 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00157 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0041 Epoch 00158 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00159 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00160 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00161 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00162 | Loss 0.0026 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00163 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00164 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00165 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00166 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00167 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00168 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00169 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00170 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00171 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00172 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00173 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00174 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00175 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00176 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00177 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00178 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00179 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00180 | Loss 0.0025 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00181 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00182 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00183 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00184 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00185 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00186 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00187 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00188 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00189 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00190 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00191 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00192 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00193 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00194 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00195 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00196 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00197 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00198 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00199 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00200 | Loss 0.0024 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00201 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00202 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00203 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00204 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00205 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00206 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00207 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00208 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00209 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00210 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00211 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00212 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00213 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00214 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00215 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00216 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00217 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00218 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00219 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00220 | Loss 0.0023 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00221 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00222 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00223 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00224 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00225 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00226 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00227 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00228 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00229 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00230 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00231 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00232 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00233 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00234 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00235 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00236 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00237 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00238 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00239 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00240 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00241 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00242 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00243 | Loss 0.0022 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00244 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00245 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0040 Epoch 00246 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00247 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00248 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00249 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00250 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00251 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00252 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00253 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00254 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00255 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00256 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00257 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00258 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00259 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00260 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00261 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00262 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00263 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00264 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00265 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00266 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00267 | Loss 0.0021 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00268 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00269 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00270 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00271 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00272 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00273 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00274 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00275 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00276 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00277 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00278 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00279 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00280 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00281 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00282 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00283 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00284 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00285 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00286 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00287 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00288 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00289 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00290 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00291 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00292 | Loss 0.0020 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00293 | Loss 0.0019 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00294 | Loss 0.0019 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00295 | Loss 0.0019 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00296 | Loss 0.0019 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00297 | Loss 0.0019 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00298 | Loss 0.0019 | Test Acc 0.2978 | Time(s) 0.0039 Epoch 00299 | Loss 0.0019 | Test Acc 0.2978 | Time(s) 0.0039 ===============0=========================================== 0.29783393501805056 fedility: 0.1055956678700361 ~/De/f/g/GNNIP on main !2 ?1 python3 examples/examples.py ok took 5s % gnnip py NumNodes: 2708 NumEdges: 10556 NumFeats: 1433 NumClasses: 7 NumTrainingSamples: 140 NumValidationSamples: 500 NumTestSamples: 1000 Done loading data from cached files. /Users/haihaosun/anaconda3/envs/gnnip/lib/python3.10/site-packages/dgl/heterograph.py:92: DGLWarning: Recommend creating graphs by `dgl.graph(data)` instead of `dgl.DGLGraph(data)`. dgl_warning( 1408 1408 /Users/haihaosun/anaconda3/envs/gnnip/lib/python3.10/site-packages/numpy/_core/fromnumeric.py:3596: RuntimeWarning: Mean of empty slice. return _methods._mean(a, axis=axis, dtype=dtype, /Users/haihaosun/anaconda3/envs/gnnip/lib/python3.10/site-packages/numpy/_core/_methods.py:138: RuntimeWarning: invalid value encountered in scalar divide ret = ret.dtype.type(ret / rcount) Epoch 00000 | Loss 1.9457 | Test Acc 0.1255 | Test Fid 0.0063 | Time(s) nan Epoch 00001 | Loss 1.9032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) nan Epoch 00002 | Loss 1.8637 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) nan Epoch 00003 | Loss 1.8213 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0033 Epoch 00004 | Loss 1.7734 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0036 Epoch 00005 | Loss 1.7215 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00006 | Loss 1.6661 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00007 | Loss 1.6073 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00008 | Loss 1.5454 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00009 | Loss 1.4800 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00010 | Loss 1.4118 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00011 | Loss 1.3409 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00012 | Loss 1.2675 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00013 | Loss 1.1922 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00014 | Loss 1.1152 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00015 | Loss 1.0370 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00016 | Loss 0.9584 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0036 Epoch 00017 | Loss 0.8798 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0036 Epoch 00018 | Loss 0.8021 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0036 Epoch 00019 | Loss 0.7260 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00020 | Loss 0.6523 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00021 | Loss 0.5816 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00022 | Loss 0.5148 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0036 Epoch 00023 | Loss 0.4523 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0036 Epoch 00024 | Loss 0.3948 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00025 | Loss 0.3424 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00026 | Loss 0.2953 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00027 | Loss 0.2536 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00028 | Loss 0.2170 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00029 | Loss 0.1853 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00030 | Loss 0.1580 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00031 | Loss 0.1348 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00032 | Loss 0.1150 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00033 | Loss 0.0984 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00034 | Loss 0.0844 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0037 Epoch 00035 | Loss 0.0727 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00036 | Loss 0.0629 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00037 | Loss 0.0547 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00038 | Loss 0.0478 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00039 | Loss 0.0419 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00040 | Loss 0.0371 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00041 | Loss 0.0329 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00042 | Loss 0.0294 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00043 | Loss 0.0264 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0038 Epoch 00044 | Loss 0.0239 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00045 | Loss 0.0217 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00046 | Loss 0.0199 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00047 | Loss 0.0182 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00048 | Loss 0.0168 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00049 | Loss 0.0156 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00050 | Loss 0.0145 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00051 | Loss 0.0136 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00052 | Loss 0.0128 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00053 | Loss 0.0121 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00054 | Loss 0.0114 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00055 | Loss 0.0108 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00056 | Loss 0.0103 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00057 | Loss 0.0099 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00058 | Loss 0.0095 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00059 | Loss 0.0091 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00060 | Loss 0.0088 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00061 | Loss 0.0085 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00062 | Loss 0.0082 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00063 | Loss 0.0079 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00064 | Loss 0.0077 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00065 | Loss 0.0075 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00066 | Loss 0.0073 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00067 | Loss 0.0071 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00068 | Loss 0.0070 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00069 | Loss 0.0068 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00070 | Loss 0.0067 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00071 | Loss 0.0065 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00072 | Loss 0.0064 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00073 | Loss 0.0063 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00074 | Loss 0.0062 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00075 | Loss 0.0061 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00076 | Loss 0.0060 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00077 | Loss 0.0059 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00078 | Loss 0.0058 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00079 | Loss 0.0058 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00080 | Loss 0.0057 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00081 | Loss 0.0056 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00082 | Loss 0.0056 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00083 | Loss 0.0055 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00084 | Loss 0.0054 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00085 | Loss 0.0054 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00086 | Loss 0.0053 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00087 | Loss 0.0053 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00088 | Loss 0.0052 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00089 | Loss 0.0052 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00090 | Loss 0.0051 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00091 | Loss 0.0051 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00092 | Loss 0.0050 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00093 | Loss 0.0050 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00094 | Loss 0.0050 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00095 | Loss 0.0049 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00096 | Loss 0.0049 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00097 | Loss 0.0048 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00098 | Loss 0.0048 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00099 | Loss 0.0048 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00100 | Loss 0.0047 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00101 | Loss 0.0047 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00102 | Loss 0.0047 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00103 | Loss 0.0046 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00104 | Loss 0.0046 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00105 | Loss 0.0046 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00106 | Loss 0.0046 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00107 | Loss 0.0045 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00108 | Loss 0.0045 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0042 Epoch 00109 | Loss 0.0045 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0042 Epoch 00110 | Loss 0.0044 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0042 Epoch 00111 | Loss 0.0044 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0042 Epoch 00112 | Loss 0.0044 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0042 Epoch 00113 | Loss 0.0044 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0042 Epoch 00114 | Loss 0.0043 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00115 | Loss 0.0043 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0042 Epoch 00116 | Loss 0.0043 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00117 | Loss 0.0043 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00118 | Loss 0.0042 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00119 | Loss 0.0042 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00120 | Loss 0.0042 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00121 | Loss 0.0042 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00122 | Loss 0.0041 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00123 | Loss 0.0041 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00124 | Loss 0.0041 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00125 | Loss 0.0041 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00126 | Loss 0.0041 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00127 | Loss 0.0040 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00128 | Loss 0.0040 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00129 | Loss 0.0040 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00130 | Loss 0.0040 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00131 | Loss 0.0040 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00132 | Loss 0.0039 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00133 | Loss 0.0039 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00134 | Loss 0.0039 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00135 | Loss 0.0039 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00136 | Loss 0.0039 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00137 | Loss 0.0038 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00138 | Loss 0.0038 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00139 | Loss 0.0038 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00140 | Loss 0.0038 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00141 | Loss 0.0038 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00142 | Loss 0.0038 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00143 | Loss 0.0037 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00144 | Loss 0.0037 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00145 | Loss 0.0037 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00146 | Loss 0.0037 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00147 | Loss 0.0037 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00148 | Loss 0.0037 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00149 | Loss 0.0036 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00150 | Loss 0.0036 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00151 | Loss 0.0036 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00152 | Loss 0.0036 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00153 | Loss 0.0036 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00154 | Loss 0.0036 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00155 | Loss 0.0035 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00156 | Loss 0.0035 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0041 Epoch 00157 | Loss 0.0035 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00158 | Loss 0.0035 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00159 | Loss 0.0035 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00160 | Loss 0.0035 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00161 | Loss 0.0035 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00162 | Loss 0.0034 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00163 | Loss 0.0034 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00164 | Loss 0.0034 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00165 | Loss 0.0034 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00166 | Loss 0.0034 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00167 | Loss 0.0034 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00168 | Loss 0.0034 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00169 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00170 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00171 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00172 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00173 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00174 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00175 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00176 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00177 | Loss 0.0033 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00178 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00179 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00180 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00181 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00182 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00183 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00184 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00185 | Loss 0.0032 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00186 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00187 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00188 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00189 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00190 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00191 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00192 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00193 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00194 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00195 | Loss 0.0031 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00196 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00197 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00198 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00199 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00200 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00201 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00202 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00203 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00204 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00205 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00206 | Loss 0.0030 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00207 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00208 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00209 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00210 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00211 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00212 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00213 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00214 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00215 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00216 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00217 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00218 | Loss 0.0029 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00219 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00220 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00221 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00222 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00223 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00224 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0040 Epoch 00225 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00226 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00227 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00228 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00229 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00230 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00231 | Loss 0.0028 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00232 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00233 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00234 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00235 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00236 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00237 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00238 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00239 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00240 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00241 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00242 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00243 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00244 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00245 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00246 | Loss 0.0027 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00247 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00248 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00249 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00250 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00251 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00252 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00253 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00254 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00255 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00256 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00257 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00258 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00259 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00260 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00261 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00262 | Loss 0.0026 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00263 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00264 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00265 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00266 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00267 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00268 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00269 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00270 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00271 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00272 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00273 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00274 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00275 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00276 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00277 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00278 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00279 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00280 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00281 | Loss 0.0025 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00282 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00283 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00284 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00285 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00286 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00287 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00288 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00289 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00290 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00291 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00292 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00293 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00294 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00295 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00296 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00297 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00298 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Epoch 00299 | Loss 0.0024 | Test Acc 0.1245 | Test Fid 0.0063 | Time(s) 0.0039 Fidelity: 0.00631768953068592, Accuracy: 0.12545126353790614
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