diff options
Diffstat (limited to 'results/snapshot_evolution_v2/run_s456.log')
| -rw-r--r-- | results/snapshot_evolution_v2/run_s456.log | 210 |
1 files changed, 210 insertions, 0 deletions
diff --git a/results/snapshot_evolution_v2/run_s456.log b/results/snapshot_evolution_v2/run_s456.log new file mode 100644 index 0000000..4ccb115 --- /dev/null +++ b/results/snapshot_evolution_v2/run_s456.log @@ -0,0 +1,210 @@ +device=cuda:0, depth=4, d_hidden=256, epochs=100, seed=456 +eval buffer: torch.Size([1024, 3072]) + +=== BP training === + [BP] Ep 0: ||h||_med=[8.696551322937012, 8.737784385681152, 8.813130378723145, 8.844642639160156, 8.889528274536133] ||g||_med=[0.0010079912608489394, 0.0010035138111561537, 0.0009970925748348236, 0.0009936393471434712, 0.000986678060144186] acc=0.0928 + [BP] Ep 1: ||h_L||=9.917e+01 ||g_2||=5.310e-05 acc=0.4004 + [BP] Ep 2: ||h_L||=1.152e+02 ||g_2||=4.300e-05 acc=0.4600 + [BP] Ep 3: ||h_L||=1.251e+02 ||g_2||=4.203e-05 acc=0.4932 + [BP] Ep 4: ||h_L||=1.367e+02 ||g_2||=4.196e-05 acc=0.4902 + [BP] Ep 5: ||h_L||=1.479e+02 ||g_2||=3.941e-05 acc=0.5039 + [BP] Ep 6: ||h_L||=1.583e+02 ||g_2||=3.835e-05 acc=0.5166 + [BP] Ep 7: ||h_L||=1.656e+02 ||g_2||=3.787e-05 acc=0.5283 + [BP] Ep 8: ||h_L||=1.764e+02 ||g_2||=3.733e-05 acc=0.5293 + [BP] Ep 9: ||h_L||=1.842e+02 ||g_2||=3.600e-05 acc=0.5391 + [BP] Ep 10: ||h_L||=1.915e+02 ||g_2||=3.614e-05 acc=0.5537 + [BP] Ep 11: ||h_L||=1.981e+02 ||g_2||=3.464e-05 acc=0.5449 + [BP] Ep 12: ||h_L||=2.000e+02 ||g_2||=3.492e-05 acc=0.5439 + [BP] Ep 13: ||h_L||=2.067e+02 ||g_2||=3.524e-05 acc=0.5518 + [BP] Ep 14: ||h_L||=2.096e+02 ||g_2||=3.480e-05 acc=0.5479 + [BP] Ep 15: ||h_L||=2.130e+02 ||g_2||=3.509e-05 acc=0.5693 + [BP] Ep 16: ||h_L||=2.143e+02 ||g_2||=3.710e-05 acc=0.5508 + [BP] Ep 17: ||h_L||=2.198e+02 ||g_2||=3.612e-05 acc=0.5840 + [BP] Ep 18: ||h_L||=2.220e+02 ||g_2||=3.491e-05 acc=0.5752 + [BP] Ep 19: ||h_L||=2.260e+02 ||g_2||=3.519e-05 acc=0.5674 + [BP] Ep 20: ||h_L||=2.310e+02 ||g_2||=3.526e-05 acc=0.5664 + [BP] Ep 21: ||h_L||=2.293e+02 ||g_2||=3.503e-05 acc=0.5957 + [BP] Ep 22: ||h_L||=2.355e+02 ||g_2||=3.525e-05 acc=0.5762 + [BP] Ep 23: ||h_L||=2.381e+02 ||g_2||=3.591e-05 acc=0.5684 + [BP] Ep 24: ||h_L||=2.411e+02 ||g_2||=3.563e-05 acc=0.5889 + [BP] Ep 25: ||h_L||=2.405e+02 ||g_2||=3.554e-05 acc=0.5820 + [BP] Ep 26: ||h_L||=2.425e+02 ||g_2||=3.670e-05 acc=0.6025 + [BP] Ep 27: ||h_L||=2.436e+02 ||g_2||=3.618e-05 acc=0.5762 + [BP] Ep 28: ||h_L||=2.474e+02 ||g_2||=3.597e-05 acc=0.5879 + [BP] Ep 29: ||h_L||=2.489e+02 ||g_2||=3.712e-05 acc=0.5938 + [BP] Ep 30: ||h_L||=2.480e+02 ||g_2||=3.656e-05 acc=0.5889 + [BP] Ep 31: ||h_L||=2.501e+02 ||g_2||=3.727e-05 acc=0.5674 + [BP] Ep 32: ||h_L||=2.484e+02 ||g_2||=3.738e-05 acc=0.5986 + [BP] Ep 33: ||h_L||=2.528e+02 ||g_2||=3.573e-05 acc=0.5898 + [BP] Ep 34: ||h_L||=2.496e+02 ||g_2||=3.846e-05 acc=0.5928 + [BP] Ep 35: ||h_L||=2.481e+02 ||g_2||=3.687e-05 acc=0.6152 + [BP] Ep 36: ||h_L||=2.507e+02 ||g_2||=3.670e-05 acc=0.6016 + [BP] Ep 37: ||h_L||=2.485e+02 ||g_2||=3.572e-05 acc=0.5996 + [BP] Ep 38: ||h_L||=2.492e+02 ||g_2||=3.780e-05 acc=0.5908 + [BP] Ep 39: ||h_L||=2.507e+02 ||g_2||=3.791e-05 acc=0.6152 + [BP] Ep 40: ||h_L||=2.484e+02 ||g_2||=3.952e-05 acc=0.6104 + [BP] Ep 41: ||h_L||=2.478e+02 ||g_2||=3.848e-05 acc=0.6084 + [BP] Ep 42: ||h_L||=2.470e+02 ||g_2||=3.780e-05 acc=0.6143 + [BP] Ep 43: ||h_L||=2.466e+02 ||g_2||=3.813e-05 acc=0.6211 + [BP] Ep 44: ||h_L||=2.432e+02 ||g_2||=3.922e-05 acc=0.6182 + [BP] Ep 45: ||h_L||=2.431e+02 ||g_2||=4.048e-05 acc=0.6133 + [BP] Ep 46: ||h_L||=2.431e+02 ||g_2||=3.831e-05 acc=0.6113 + [BP] Ep 47: ||h_L||=2.413e+02 ||g_2||=4.016e-05 acc=0.6133 + [BP] Ep 48: ||h_L||=2.407e+02 ||g_2||=3.886e-05 acc=0.6162 + [BP] Ep 49: ||h_L||=2.395e+02 ||g_2||=4.190e-05 acc=0.6104 + [BP] Ep 50: ||h_L||=2.385e+02 ||g_2||=4.175e-05 acc=0.6152 + [BP] Ep 51: ||h_L||=2.367e+02 ||g_2||=4.073e-05 acc=0.6191 + [BP] Ep 52: ||h_L||=2.373e+02 ||g_2||=4.066e-05 acc=0.6172 + [BP] Ep 53: ||h_L||=2.351e+02 ||g_2||=4.393e-05 acc=0.6104 + [BP] Ep 54: ||h_L||=2.338e+02 ||g_2||=4.099e-05 acc=0.6230 + [BP] Ep 55: ||h_L||=2.329e+02 ||g_2||=4.365e-05 acc=0.6270 + [BP] Ep 56: ||h_L||=2.333e+02 ||g_2||=4.267e-05 acc=0.6309 + [BP] Ep 57: ||h_L||=2.305e+02 ||g_2||=4.151e-05 acc=0.6309 + [BP] Ep 58: ||h_L||=2.282e+02 ||g_2||=4.239e-05 acc=0.6416 + [BP] Ep 59: ||h_L||=2.257e+02 ||g_2||=4.316e-05 acc=0.6279 + [BP] Ep 60: ||h_L||=2.256e+02 ||g_2||=4.490e-05 acc=0.6240 + [BP] Ep 61: ||h_L||=2.244e+02 ||g_2||=4.582e-05 acc=0.6289 + [BP] Ep 62: ||h_L||=2.224e+02 ||g_2||=4.648e-05 acc=0.6270 + [BP] Ep 63: ||h_L||=2.206e+02 ||g_2||=4.636e-05 acc=0.6211 + [BP] Ep 64: ||h_L||=2.205e+02 ||g_2||=4.671e-05 acc=0.6250 + [BP] Ep 65: ||h_L||=2.196e+02 ||g_2||=4.449e-05 acc=0.6270 + [BP] Ep 66: ||h_L||=2.172e+02 ||g_2||=4.745e-05 acc=0.6377 + [BP] Ep 67: ||h_L||=2.152e+02 ||g_2||=4.708e-05 acc=0.6367 + [BP] Ep 68: ||h_L||=2.151e+02 ||g_2||=4.813e-05 acc=0.6289 + [BP] Ep 69: ||h_L||=2.136e+02 ||g_2||=4.880e-05 acc=0.6328 + [BP] Ep 70: ||h_L||=2.124e+02 ||g_2||=4.823e-05 acc=0.6270 + [BP] Ep 71: ||h_L||=2.107e+02 ||g_2||=4.963e-05 acc=0.6230 + [BP] Ep 72: ||h_L||=2.113e+02 ||g_2||=4.797e-05 acc=0.6133 + [BP] Ep 73: ||h_L||=2.090e+02 ||g_2||=4.736e-05 acc=0.6318 + [BP] Ep 74: ||h_L||=2.096e+02 ||g_2||=4.832e-05 acc=0.6270 + [BP] Ep 75: ||h_L||=2.081e+02 ||g_2||=4.982e-05 acc=0.6240 + [BP] Ep 76: ||h_L||=2.075e+02 ||g_2||=4.877e-05 acc=0.6260 + [BP] Ep 77: ||h_L||=2.060e+02 ||g_2||=4.900e-05 acc=0.6221 + [BP] Ep 78: ||h_L||=2.052e+02 ||g_2||=4.906e-05 acc=0.6279 + [BP] Ep 79: ||h_L||=2.050e+02 ||g_2||=5.181e-05 acc=0.6211 + [BP] Ep 80: ||h_L||=2.045e+02 ||g_2||=4.986e-05 acc=0.6260 + [BP] Ep 81: ||h_L||=2.039e+02 ||g_2||=5.293e-05 acc=0.6289 + [BP] Ep 82: ||h_L||=2.032e+02 ||g_2||=5.169e-05 acc=0.6191 + [BP] Ep 83: ||h_L||=2.025e+02 ||g_2||=5.152e-05 acc=0.6260 + [BP] Ep 84: ||h_L||=2.019e+02 ||g_2||=5.158e-05 acc=0.6250 + [BP] Ep 85: ||h_L||=2.018e+02 ||g_2||=5.156e-05 acc=0.6250 + [BP] Ep 86: ||h_L||=2.015e+02 ||g_2||=5.196e-05 acc=0.6309 + [BP] Ep 87: ||h_L||=2.015e+02 ||g_2||=5.104e-05 acc=0.6289 + [BP] Ep 88: ||h_L||=2.017e+02 ||g_2||=5.253e-05 acc=0.6270 + [BP] Ep 89: ||h_L||=2.011e+02 ||g_2||=5.326e-05 acc=0.6299 + [BP] Ep 90: ||h_L||=2.005e+02 ||g_2||=5.368e-05 acc=0.6279 + [BP] Ep 91: ||h_L||=2.000e+02 ||g_2||=5.282e-05 acc=0.6289 + [BP] Ep 92: ||h_L||=1.999e+02 ||g_2||=5.349e-05 acc=0.6270 + [BP] Ep 93: ||h_L||=1.998e+02 ||g_2||=5.212e-05 acc=0.6289 + [BP] Ep 94: ||h_L||=1.993e+02 ||g_2||=5.377e-05 acc=0.6299 + [BP] Ep 95: ||h_L||=1.994e+02 ||g_2||=5.352e-05 acc=0.6309 + [BP] Ep 96: ||h_L||=1.994e+02 ||g_2||=5.367e-05 acc=0.6289 + [BP] Ep 97: ||h_L||=1.994e+02 ||g_2||=5.366e-05 acc=0.6289 + [BP] Ep 98: ||h_L||=1.993e+02 ||g_2||=5.374e-05 acc=0.6289 + [BP] Ep 99: ||h_L||=1.994e+02 ||g_2||=5.385e-05 acc=0.6289 + [BP] Ep 100: ||h_L||=1.994e+02 ||g_2||=5.381e-05 acc=0.6279 + +=== DFA training === + [DFA] Ep 0: ||h||_med=[8.696551322937012, 8.737784385681152, 8.813130378723145, 8.844642639160156, 8.889528274536133] ||g||_med=[0.0010079912608489394, 0.0010035138111561537, 0.0009970925748348236, 0.0009936393471434712, 0.000986678060144186] acc=0.0928 + [DFA] Ep 1: ||h_L||=1.347e+04 ||g_2||=7.784e-07 acc=0.2861 gamma_dfa=0.1029 + [DFA] Ep 2: ||h_L||=7.387e+04 ||g_2||=1.706e-07 acc=0.2988 gamma_dfa=0.0959 + [DFA] Ep 3: ||h_L||=2.014e+05 ||g_2||=7.528e-08 acc=0.2900 gamma_dfa=0.0944 + [DFA] Ep 4: ||h_L||=4.167e+05 ||g_2||=4.114e-08 acc=0.2988 gamma_dfa=0.0917 + [DFA] Ep 5: ||h_L||=7.642e+05 ||g_2||=2.491e-08 acc=0.2900 gamma_dfa=0.0899 + [DFA] Ep 6: ||h_L||=1.235e+06 ||g_2||=1.726e-08 acc=0.3057 gamma_dfa=0.0875 + [DFA] Ep 7: ||h_L||=1.913e+06 ||g_2||=1.233e-08 acc=0.2920 gamma_dfa=0.0888 + [DFA] Ep 8: ||h_L||=2.850e+06 ||g_2||=9.213e-09 acc=0.3115 gamma_dfa=0.0877 + [DFA] Ep 9: ||h_L||=4.005e+06 ||g_2||=7.223e-09 acc=0.2900 gamma_dfa=0.0894 + [DFA] Ep 10: ||h_L||=5.501e+06 ||g_2||=5.828e-09 acc=0.2979 gamma_dfa=0.0913 + [DFA] Ep 11: ||h_L||=7.181e+06 ||g_2||=4.814e-09 acc=0.2822 gamma_dfa=0.0899 + [DFA] Ep 12: ||h_L||=9.249e+06 ||g_2||=4.032e-09 acc=0.2998 gamma_dfa=0.0917 + [DFA] Ep 13: ||h_L||=1.180e+07 ||g_2||=3.444e-09 acc=0.3135 gamma_dfa=0.0932 + [DFA] Ep 14: ||h_L||=1.461e+07 ||g_2||=3.012e-09 acc=0.2861 gamma_dfa=0.0934 + [DFA] Ep 15: ||h_L||=1.793e+07 ||g_2||=2.598e-09 acc=0.2979 gamma_dfa=0.0936 + [DFA] Ep 16: ||h_L||=2.168e+07 ||g_2||=2.271e-09 acc=0.3086 gamma_dfa=0.0933 + [DFA] Ep 17: ||h_L||=2.591e+07 ||g_2||=2.026e-09 acc=0.2969 gamma_dfa=0.0945 + [DFA] Ep 18: ||h_L||=3.070e+07 ||g_2||=1.802e-09 acc=0.3086 gamma_dfa=0.0939 + [DFA] Ep 19: ||h_L||=3.588e+07 ||g_2||=1.638e-09 acc=0.3027 gamma_dfa=0.0952 + [DFA] Ep 20: ||h_L||=4.144e+07 ||g_2||=1.484e-09 acc=0.2959 gamma_dfa=0.0941 + [DFA] Ep 21: ||h_L||=4.772e+07 ||g_2||=1.368e-09 acc=0.2959 gamma_dfa=0.0949 + [DFA] Ep 22: ||h_L||=5.457e+07 ||g_2||=1.246e-09 acc=0.2900 gamma_dfa=0.0948 + [DFA] Ep 23: ||h_L||=6.201e+07 ||g_2||=1.159e-09 acc=0.2939 gamma_dfa=0.0947 + [DFA] Ep 24: ||h_L||=6.970e+07 ||g_2||=1.067e-09 acc=0.2969 gamma_dfa=0.0951 + [DFA] Ep 25: ||h_L||=7.780e+07 ||g_2||=9.980e-10 acc=0.2861 gamma_dfa=0.0948 + [DFA] Ep 26: ||h_L||=8.627e+07 ||g_2||=9.362e-10 acc=0.2979 gamma_dfa=0.0951 + [DFA] Ep 27: ||h_L||=9.569e+07 ||g_2||=8.744e-10 acc=0.2842 gamma_dfa=0.0955 + [DFA] Ep 28: ||h_L||=1.058e+08 ||g_2||=8.262e-10 acc=0.2891 gamma_dfa=0.0953 + [DFA] Ep 29: ||h_L||=1.159e+08 ||g_2||=7.846e-10 acc=0.2920 gamma_dfa=0.0960 + [DFA] Ep 30: ||h_L||=1.267e+08 ||g_2||=7.353e-10 acc=0.2959 gamma_dfa=0.0951 + [DFA] Ep 31: ||h_L||=1.380e+08 ||g_2||=6.977e-10 acc=0.3086 gamma_dfa=0.0952 + [DFA] Ep 32: ||h_L||=1.493e+08 ||g_2||=6.666e-10 acc=0.2949 gamma_dfa=0.0953 + [DFA] Ep 33: ||h_L||=1.617e+08 ||g_2||=6.391e-10 acc=0.2881 gamma_dfa=0.0947 + [DFA] Ep 34: ||h_L||=1.738e+08 ||g_2||=6.205e-10 acc=0.2822 gamma_dfa=0.0956 + [DFA] Ep 35: ||h_L||=1.866e+08 ||g_2||=5.893e-10 acc=0.2988 gamma_dfa=0.0959 + [DFA] Ep 36: ||h_L||=1.990e+08 ||g_2||=5.731e-10 acc=0.2949 gamma_dfa=0.0956 + [DFA] Ep 37: ||h_L||=2.125e+08 ||g_2||=5.475e-10 acc=0.3027 gamma_dfa=0.0953 + [DFA] Ep 38: ||h_L||=2.263e+08 ||g_2||=5.326e-10 acc=0.2891 gamma_dfa=0.0949 + [DFA] Ep 39: ||h_L||=2.401e+08 ||g_2||=5.206e-10 acc=0.3027 gamma_dfa=0.0958 + [DFA] Ep 40: ||h_L||=2.549e+08 ||g_2||=4.933e-10 acc=0.2959 gamma_dfa=0.0952 + [DFA] Ep 41: ||h_L||=2.702e+08 ||g_2||=4.775e-10 acc=0.3086 gamma_dfa=0.0962 + [DFA] Ep 42: ||h_L||=2.844e+08 ||g_2||=4.679e-10 acc=0.2871 gamma_dfa=0.0957 + [DFA] Ep 43: ||h_L||=2.990e+08 ||g_2||=4.493e-10 acc=0.3066 gamma_dfa=0.0961 + [DFA] Ep 44: ||h_L||=3.144e+08 ||g_2||=4.412e-10 acc=0.2900 gamma_dfa=0.0955 + [DFA] Ep 45: ||h_L||=3.282e+08 ||g_2||=4.348e-10 acc=0.2998 gamma_dfa=0.0961 + [DFA] Ep 46: ||h_L||=3.423e+08 ||g_2||=4.229e-10 acc=0.3018 gamma_dfa=0.0956 + [DFA] Ep 47: ||h_L||=3.566e+08 ||g_2||=4.139e-10 acc=0.2969 gamma_dfa=0.0957 + [DFA] Ep 48: ||h_L||=3.713e+08 ||g_2||=4.000e-10 acc=0.3027 gamma_dfa=0.0961 + [DFA] Ep 49: ||h_L||=3.859e+08 ||g_2||=3.904e-10 acc=0.3105 gamma_dfa=0.0957 + [DFA] Ep 50: ||h_L||=4.007e+08 ||g_2||=3.812e-10 acc=0.3008 gamma_dfa=0.0961 + [DFA] Ep 51: ||h_L||=4.150e+08 ||g_2||=3.752e-10 acc=0.3047 gamma_dfa=0.0957 + [DFA] Ep 52: ||h_L||=4.302e+08 ||g_2||=3.718e-10 acc=0.2910 gamma_dfa=0.0954 + [DFA] Ep 53: ||h_L||=4.447e+08 ||g_2||=3.651e-10 acc=0.2881 gamma_dfa=0.0957 + [DFA] Ep 54: ||h_L||=4.586e+08 ||g_2||=3.605e-10 acc=0.2998 gamma_dfa=0.0961 + [DFA] Ep 55: ||h_L||=4.722e+08 ||g_2||=3.467e-10 acc=0.3018 gamma_dfa=0.0963 + [DFA] Ep 56: ||h_L||=4.857e+08 ||g_2||=3.460e-10 acc=0.3047 gamma_dfa=0.0954 + [DFA] Ep 57: ||h_L||=4.994e+08 ||g_2||=3.379e-10 acc=0.2949 gamma_dfa=0.0962 + [DFA] Ep 58: ||h_L||=5.127e+08 ||g_2||=3.307e-10 acc=0.3018 gamma_dfa=0.0962 + [DFA] Ep 59: ||h_L||=5.255e+08 ||g_2||=3.281e-10 acc=0.3008 gamma_dfa=0.0960 + [DFA] Ep 60: ||h_L||=5.379e+08 ||g_2||=3.225e-10 acc=0.2988 gamma_dfa=0.0961 + [DFA] Ep 61: ||h_L||=5.493e+08 ||g_2||=3.184e-10 acc=0.3047 gamma_dfa=0.0962 + [DFA] Ep 62: ||h_L||=5.612e+08 ||g_2||=3.170e-10 acc=0.3027 gamma_dfa=0.0955 + [DFA] Ep 63: ||h_L||=5.725e+08 ||g_2||=3.109e-10 acc=0.2939 gamma_dfa=0.0960 + [DFA] Ep 64: ||h_L||=5.833e+08 ||g_2||=3.055e-10 acc=0.3076 gamma_dfa=0.0956 + [DFA] Ep 65: ||h_L||=5.946e+08 ||g_2||=3.044e-10 acc=0.2979 gamma_dfa=0.0959 + [DFA] Ep 66: ||h_L||=6.045e+08 ||g_2||=2.993e-10 acc=0.3008 gamma_dfa=0.0963 + [DFA] Ep 67: ||h_L||=6.137e+08 ||g_2||=2.988e-10 acc=0.3105 gamma_dfa=0.0961 + [DFA] Ep 68: ||h_L||=6.227e+08 ||g_2||=2.978e-10 acc=0.2939 gamma_dfa=0.0962 + [DFA] Ep 69: ||h_L||=6.309e+08 ||g_2||=2.942e-10 acc=0.2979 gamma_dfa=0.0964 + [DFA] Ep 70: ||h_L||=6.393e+08 ||g_2||=2.940e-10 acc=0.2930 gamma_dfa=0.0964 + [DFA] Ep 71: ||h_L||=6.472e+08 ||g_2||=2.872e-10 acc=0.3018 gamma_dfa=0.0963 + [DFA] Ep 72: ||h_L||=6.547e+08 ||g_2||=2.899e-10 acc=0.2959 gamma_dfa=0.0961 + [DFA] Ep 73: ||h_L||=6.618e+08 ||g_2||=2.843e-10 acc=0.2959 gamma_dfa=0.0962 + [DFA] Ep 74: ||h_L||=6.688e+08 ||g_2||=2.825e-10 acc=0.2998 gamma_dfa=0.0962 + [DFA] Ep 75: ||h_L||=6.755e+08 ||g_2||=2.794e-10 acc=0.3066 gamma_dfa=0.0963 + [DFA] Ep 76: ||h_L||=6.812e+08 ||g_2||=2.790e-10 acc=0.2959 gamma_dfa=0.0962 + [DFA] Ep 77: ||h_L||=6.867e+08 ||g_2||=2.792e-10 acc=0.3066 gamma_dfa=0.0958 + [DFA] Ep 78: ||h_L||=6.919e+08 ||g_2||=2.797e-10 acc=0.2988 gamma_dfa=0.0960 + [DFA] Ep 79: ||h_L||=6.969e+08 ||g_2||=2.750e-10 acc=0.3037 gamma_dfa=0.0959 + [DFA] Ep 80: ||h_L||=7.010e+08 ||g_2||=2.738e-10 acc=0.3066 gamma_dfa=0.0961 + [DFA] Ep 81: ||h_L||=7.049e+08 ||g_2||=2.723e-10 acc=0.3008 gamma_dfa=0.0961 + [DFA] Ep 82: ||h_L||=7.085e+08 ||g_2||=2.722e-10 acc=0.3018 gamma_dfa=0.0960 + [DFA] Ep 83: ||h_L||=7.118e+08 ||g_2||=2.707e-10 acc=0.3018 gamma_dfa=0.0962 + [DFA] Ep 84: ||h_L||=7.148e+08 ||g_2||=2.702e-10 acc=0.3027 gamma_dfa=0.0962 + [DFA] Ep 85: ||h_L||=7.174e+08 ||g_2||=2.683e-10 acc=0.3096 gamma_dfa=0.0961 + [DFA] Ep 86: ||h_L||=7.197e+08 ||g_2||=2.699e-10 acc=0.2969 gamma_dfa=0.0962 + [DFA] Ep 87: ||h_L||=7.218e+08 ||g_2||=2.699e-10 acc=0.2998 gamma_dfa=0.0960 + [DFA] Ep 88: ||h_L||=7.235e+08 ||g_2||=2.703e-10 acc=0.2979 gamma_dfa=0.0960 + [DFA] Ep 89: ||h_L||=7.250e+08 ||g_2||=2.679e-10 acc=0.3018 gamma_dfa=0.0962 + [DFA] Ep 90: ||h_L||=7.262e+08 ||g_2||=2.680e-10 acc=0.2998 gamma_dfa=0.0960 + [DFA] Ep 91: ||h_L||=7.273e+08 ||g_2||=2.691e-10 acc=0.2969 gamma_dfa=0.0960 + [DFA] Ep 92: ||h_L||=7.281e+08 ||g_2||=2.671e-10 acc=0.3018 gamma_dfa=0.0961 + [DFA] Ep 93: ||h_L||=7.288e+08 ||g_2||=2.677e-10 acc=0.3008 gamma_dfa=0.0961 + [DFA] Ep 94: ||h_L||=7.293e+08 ||g_2||=2.685e-10 acc=0.2979 gamma_dfa=0.0961 + [DFA] Ep 95: ||h_L||=7.297e+08 ||g_2||=2.670e-10 acc=0.2998 gamma_dfa=0.0961 + [DFA] Ep 96: ||h_L||=7.299e+08 ||g_2||=2.674e-10 acc=0.2998 gamma_dfa=0.0961 + [DFA] Ep 97: ||h_L||=7.300e+08 ||g_2||=2.671e-10 acc=0.2988 gamma_dfa=0.0961 + [DFA] Ep 98: ||h_L||=7.301e+08 ||g_2||=2.672e-10 acc=0.2998 gamma_dfa=0.0961 + [DFA] Ep 99: ||h_L||=7.302e+08 ||g_2||=2.671e-10 acc=0.2998 gamma_dfa=0.0961 + [DFA] Ep 100: ||h_L||=7.302e+08 ||g_2||=2.672e-10 acc=0.2998 gamma_dfa=0.0961 + +Saved results/snapshot_evolution_v2/snapshot_evolution_s456.json |