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@soumith
Created February 25, 2015 21:50
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overfeat-small full log
overfeat schedule
=================
LR=0.01,epochNumber=1,weightDecay=5e-4
LR=0.005,epochNumber=20,weightDecay=5e-4
LR=0.001,epochNumber=33,weightDecay=0
LR=0.0005,epochNumber=48,weightDecay=0
Run till epoch 76
Epoch logs
=============
Epoch: [1][TESTING SUMMARY] Total Time(s): 2209.43 average loss (per batch): 4.92 accuracy [Center](%): top-1 10.97 top-5 27.75 [10crop](%): top-1 11.37 top-5 28.62
Epoch: [2][TESTING SUMMARY] Total Time(s): 2196.04 average loss (per batch): 3.97 accuracy [Center](%): top-1 24.05 top-5 47.64 [10crop](%): top-1 24.67 top-5 48.96
Epoch: [3][TESTING SUMMARY] Total Time(s): 2189.01 average loss (per batch): 3.58 accuracy [Center](%): top-1 30.23 top-5 55.69 [10crop](%): top-1 30.98 top-5 57.00
Epoch: [4][TESTING SUMMARY] Total Time(s): 2198.46 average loss (per batch): 3.36 accuracy [Center](%): top-1 33.77 top-5 59.55 [10crop](%): top-1 35.20 top-5 61.33
Epoch: [5][TESTING SUMMARY] Total Time(s): 2204.05 average loss (per batch): 3.21 accuracy [Center](%): top-1 36.41 top-5 62.48 [10crop](%): top-1 37.76 top-5 64.26
Epoch: [6][TESTING SUMMARY] Total Time(s): 2199.23 average loss (per batch): 3.14 accuracy [Center](%): top-1 38.13 top-5 64.18 [10crop](%): top-1 39.21 top-5 65.80
Epoch: [7][TESTING SUMMARY] Total Time(s): 2206.23 average loss (per batch): 3.05 accuracy [Center](%): top-1 39.13 top-5 65.78 [10crop](%): top-1 40.61 top-5 67.29
Epoch: [8][TESTING SUMMARY] Total Time(s): 2195.68 average loss (per batch): 3.02 accuracy [Center](%): top-1 40.09 top-5 66.16 [10crop](%): top-1 41.30 top-5 68.12
Epoch: [9][TESTING SUMMARY] Total Time(s): 2205.72 average loss (per batch): 2.94 accuracy [Center](%): top-1 41.10 top-5 67.33 [10crop](%): top-1 42.75 top-5 69.37
Epoch: [10][TESTING SUMMARY] Total Time(s): 2212.99 average loss (per batch): 2.94 accuracy [Center](%): top-1 41.22 top-5 67.46 [10crop](%): top-1 42.67 top-5 69.17
Epoch: [11][TESTING SUMMARY] Total Time(s): 2194.55 average loss (per batch): 2.94 accuracy [Center](%): top-1 41.72 top-5 67.55 [10crop](%): top-1 42.88 top-5 69.28
Epoch: [12][TESTING SUMMARY] Total Time(s): 2159.40 average loss (per batch): 2.94 accuracy [Center](%): top-1 41.88 top-5 67.98 [10crop](%): top-1 43.18 top-5 69.66
Epoch: [13][TESTING SUMMARY] Total Time(s): 2178.30 average loss (per batch): 2.85 accuracy [Center](%): top-1 42.63 top-5 68.73 [10crop](%): top-1 44.14 top-5 70.49
Epoch: [14][TESTING SUMMARY] Total Time(s): 2162.63 average loss (per batch): 2.85 accuracy [Center](%): top-1 43.16 top-5 69.32 [10crop](%): top-1 44.56 top-5 70.94
Epoch: [15][TESTING SUMMARY] Total Time(s): 2177.37 average loss (per batch): 2.88 accuracy [Center](%): top-1 42.65 top-5 68.42 [10crop](%): top-1 43.98 top-5 70.26
Epoch: [16][TESTING SUMMARY] Total Time(s): 2182.85 average loss (per batch): 2.86 accuracy [Center](%): top-1 42.79 top-5 68.77 [10crop](%): top-1 44.54 top-5 70.59
Epoch: [17][TESTING SUMMARY] Total Time(s): 2180.06 average loss (per batch): 2.85 accuracy [Center](%): top-1 43.03 top-5 68.91 [10crop](%): top-1 44.35 top-5 70.58
Epoch: [18][TESTING SUMMARY] Total Time(s): 2168.32 average loss (per batch): 2.85 accuracy [Center](%): top-1 43.18 top-5 69.06 [10crop](%): top-1 44.55 top-5 70.85
Epoch: [19][TESTING SUMMARY] Total Time(s): 2170.29 average loss (per batch): 2.86 accuracy [Center](%): top-1 43.03 top-5 68.69 [10crop](%): top-1 44.56 top-5 70.47
Epoch: [20][TESTING SUMMARY] Total Time(s): 2167.67 average loss (per batch): 2.47 accuracy [Center](%): top-1 49.73 top-5 74.71 [10crop](%): top-1 51.41 top-5 76.34
Epoch: [21][TESTING SUMMARY] Total Time(s): 2190.08 average loss (per batch): 2.48 accuracy [Center](%): top-1 49.42 top-5 74.46 [10crop](%): top-1 51.05 top-5 76.03
Epoch: [22][TESTING SUMMARY] Total Time(s): 2209.67 average loss (per batch): 2.48 accuracy [Center](%): top-1 49.70 top-5 74.64 [10crop](%): top-1 51.11 top-5 76.05
Epoch: [23][TESTING SUMMARY] Total Time(s): 2198.65 average loss (per batch): 2.51 accuracy [Center](%): top-1 49.19 top-5 74.32 [10crop](%): top-1 50.33 top-5 75.82
Epoch: [24][TESTING SUMMARY] Total Time(s): 2174.30 average loss (per batch): 2.46 accuracy [Center](%): top-1 49.80 top-5 74.97 [10crop](%): top-1 51.44 top-5 76.68
Epoch: [25][TESTING SUMMARY] Total Time(s): 2185.87 average loss (per batch): 2.47 accuracy [Center](%): top-1 49.48 top-5 74.64 [10crop](%): top-1 51.40 top-5 76.37
Epoch: [26][TESTING SUMMARY] Total Time(s): 2188.48 average loss (per batch): 2.48 accuracy [Center](%): top-1 49.62 top-5 74.71 [10crop](%): top-1 51.10 top-5 76.40
Epoch: [27][TESTING SUMMARY] Total Time(s): 2190.13 average loss (per batch): 2.52 accuracy [Center](%): top-1 49.09 top-5 73.97 [10crop](%): top-1 50.84 top-5 75.80
Epoch: [28][TESTING SUMMARY] Total Time(s): 2189.24 average loss (per batch): 2.48 accuracy [Center](%): top-1 49.70 top-5 74.53 [10crop](%): top-1 51.27 top-5 76.19
Epoch: [29][TESTING SUMMARY] Total Time(s): 2189.09 average loss (per batch): 2.51 accuracy [Center](%): top-1 49.66 top-5 74.52 [10crop](%): top-1 51.23 top-5 76.42
Epoch: [30][TESTING SUMMARY] Total Time(s): 2187.65 average loss (per batch): 2.46 accuracy [Center](%): top-1 49.86 top-5 74.96 [10crop](%): top-1 51.60 top-5 76.63
Epoch: [31][TESTING SUMMARY] Total Time(s): 2188.50 average loss (per batch): 2.51 accuracy [Center](%): top-1 49.04 top-5 74.52 [10crop](%): top-1 50.63 top-5 76.08
Epoch: [32][TESTING SUMMARY] Total Time(s): 2187.88 average loss (per batch): 2.46 accuracy [Center](%): top-1 50.00 top-5 74.99 [10crop](%): top-1 51.70 top-5 76.65
Epoch: [33][TESTING SUMMARY] Total Time(s): 2181.94 average loss (per batch): 2.10 accuracy [Center](%): top-1 56.91 top-5 80.05 [10crop](%): top-1 59.05 top-5 81.73
Epoch: [34][TESTING SUMMARY] Total Time(s): 2188.87 average loss (per batch): 2.06 accuracy [Center](%): top-1 57.48 top-5 80.36 [10crop](%): top-1 59.67 top-5 82.23
Epoch: [35][TESTING SUMMARY] Total Time(s): 2193.64 average loss (per batch): 2.06 accuracy [Center](%): top-1 57.86 top-5 80.51 [10crop](%): top-1 59.92 top-5 82.26
Epoch: [36][TESTING SUMMARY] Total Time(s): 2187.40 average loss (per batch): 2.04 accuracy [Center](%): top-1 57.85 top-5 80.82 [10crop](%): top-1 60.20 top-5 82.59
Epoch: [37][TESTING SUMMARY] Total Time(s): 2164.81 average loss (per batch): 2.03 accuracy [Center](%): top-1 58.22 top-5 80.92 [10crop](%): top-1 60.54 top-5 82.83
Epoch: [38][TESTING SUMMARY] Total Time(s): 2178.31 average loss (per batch): 2.03 accuracy [Center](%): top-1 58.51 top-5 81.09 [10crop](%): top-1 61.01 top-5 82.93
Epoch: [39][TESTING SUMMARY] Total Time(s): 2174.21 average loss (per batch): 2.05 accuracy [Center](%): top-1 58.56 top-5 81.08 [10crop](%): top-1 60.89 top-5 82.88
Epoch: [40][TESTING SUMMARY] Total Time(s): 2188.10 average loss (per batch): 2.05 accuracy [Center](%): top-1 58.55 top-5 81.02 [10crop](%): top-1 60.78 top-5 82.93
Epoch: [41][TESTING SUMMARY] Total Time(s): 2172.66 average loss (per batch): 2.05 accuracy [Center](%): top-1 58.45 top-5 81.15 [10crop](%): top-1 61.01 top-5 83.12
Epoch: [42][TESTING SUMMARY] Total Time(s): 2190.00 average loss (per batch): 2.06 accuracy [Center](%): top-1 58.62 top-5 81.04 [10crop](%): top-1 61.13 top-5 82.96
Epoch: [43][TESTING SUMMARY] Total Time(s): 2185.78 average loss (per batch): 2.06 accuracy [Center](%): top-1 58.69 top-5 81.06 [10crop](%): top-1 61.12 top-5 83.06
Epoch: [44][TESTING SUMMARY] Total Time(s): 2170.21 average loss (per batch): 2.09 accuracy [Center](%): top-1 58.64 top-5 80.97 [10crop](%): top-1 61.14 top-5 82.85
Epoch: [45][TESTING SUMMARY] Total Time(s): 2173.64 average loss (per batch): 2.11 accuracy [Center](%): top-1 58.57 top-5 80.93 [10crop](%): top-1 61.32 top-5 82.95
Epoch: [46][TESTING SUMMARY] Total Time(s): 2173.37 average loss (per batch): 2.08 accuracy [Center](%): top-1 58.79 top-5 81.24 [10crop](%): top-1 61.24 top-5 83.22
Epoch: [47][TESTING SUMMARY] Total Time(s): 2179.58 average loss (per batch): 2.10 accuracy [Center](%): top-1 58.63 top-5 81.16 [10crop](%): top-1 61.28 top-5 83.14
Epoch: [48][TESTING SUMMARY] Total Time(s): 2196.18 average loss (per batch): 2.06 accuracy [Center](%): top-1 59.73 top-5 81.74 [10crop](%): top-1 62.23 top-5 83.74
Epoch: [49][TESTING SUMMARY] Total Time(s): 2200.62 average loss (per batch): 2.08 accuracy [Center](%): top-1 59.80 top-5 81.89 [10crop](%): top-1 62.43 top-5 83.79
Epoch: [50][TESTING SUMMARY] Total Time(s): 2200.62 average loss (per batch): 2.08 accuracy [Center](%): top-1 59.58 top-5 81.70 [10crop](%): top-1 62.31 top-5 83.55
Epoch: [51][TESTING SUMMARY] Total Time(s): 2201.03 average loss (per batch): 2.12 accuracy [Center](%): top-1 59.50 top-5 81.69 [10crop](%): top-1 62.09 top-5 83.68
Epoch: [52][TESTING SUMMARY] Total Time(s): 2212.59 average loss (per batch): 2.09 accuracy [Center](%): top-1 59.45 top-5 81.47 [10crop](%): top-1 62.13 top-5 83.65
Epoch: [53][TESTING SUMMARY] Total Time(s): 2210.84 average loss (per batch): 2.13 accuracy [Center](%): top-1 59.59 top-5 81.49 [10crop](%): top-1 62.36 top-5 83.58
Epoch: [54][TESTING SUMMARY] Total Time(s): 2186.09 average loss (per batch): 2.12 accuracy [Center](%): top-1 59.36 top-5 81.40 [10crop](%): top-1 62.07 top-5 83.51
Epoch: [55][TESTING SUMMARY] Total Time(s): 2194.80 average loss (per batch): 2.13 accuracy [Center](%): top-1 59.64 top-5 81.64 [10crop](%): top-1 62.29 top-5 83.79
Epoch: [56][TESTING SUMMARY] Total Time(s): 2215.42 average loss (per batch): 2.16 accuracy [Center](%): top-1 59.35 top-5 81.63 [10crop](%): top-1 62.21 top-5 83.50
Epoch: [57][TESTING SUMMARY] Total Time(s): 2196.18 average loss (per batch): 2.18 accuracy [Center](%): top-1 59.65 top-5 81.53 [10crop](%): top-1 62.41 top-5 83.70
Epoch: [58][TESTING SUMMARY] Total Time(s): 2205.40 average loss (per batch): 2.17 accuracy [Center](%): top-1 59.52 top-5 81.56 [10crop](%): top-1 62.20 top-5 83.60
Epoch: [59][TESTING SUMMARY] Total Time(s): 2200.18 average loss (per batch): 2.17 accuracy [Center](%): top-1 59.42 top-5 81.39 [10crop](%): top-1 62.17 top-5 83.50
Epoch: [60][TESTING SUMMARY] Total Time(s): 2197.59 average loss (per batch): 2.21 accuracy [Center](%): top-1 59.31 top-5 81.39 [10crop](%): top-1 62.15 top-5 83.55
Epoch: [61][TESTING SUMMARY] Total Time(s): 2185.10 average loss (per batch): 2.17 accuracy [Center](%): top-1 59.62 top-5 81.61 [10crop](%): top-1 62.30 top-5 83.74
Epoch: [62][TESTING SUMMARY] Total Time(s): 2195.93 average loss (per batch): 2.16 accuracy [Center](%): top-1 59.29 top-5 81.36 [10crop](%): top-1 62.00 top-5 83.52
Epoch: [63][TESTING SUMMARY] Total Time(s): 2165.81 average loss (per batch): 2.15 accuracy [Center](%): top-1 59.52 top-5 81.57 [10crop](%): top-1 62.34 top-5 83.67
Epoch: [64][TESTING SUMMARY] Total Time(s): 2162.65 average loss (per batch): 2.15 accuracy [Center](%): top-1 59.43 top-5 81.47 [10crop](%): top-1 62.25 top-5 83.60
Epoch: [65][TESTING SUMMARY] Total Time(s): 2178.27 average loss (per batch): 2.18 accuracy [Center](%): top-1 59.38 top-5 81.54 [10crop](%): top-1 62.29 top-5 83.63
Epoch: [66][TESTING SUMMARY] Total Time(s): 2166.75 average loss (per batch): 2.16 accuracy [Center](%): top-1 59.51 top-5 81.62 [10crop](%): top-1 62.14 top-5 83.71
Epoch: [67][TESTING SUMMARY] Total Time(s): 2162.90 average loss (per batch): 2.19 accuracy [Center](%): top-1 59.46 top-5 81.40 [10crop](%): top-1 62.25 top-5 83.63
Epoch: [68][TESTING SUMMARY] Total Time(s): 2162.50 average loss (per batch): 2.21 accuracy [Center](%): top-1 59.58 top-5 81.52 [10crop](%): top-1 62.38 top-5 83.58
Epoch: [69][TESTING SUMMARY] Total Time(s): 2163.54 average loss (per batch): 2.20 accuracy [Center](%): top-1 59.47 top-5 81.57 [10crop](%): top-1 62.20 top-5 83.60
Epoch: [70][TESTING SUMMARY] Total Time(s): 2151.99 average loss (per batch): 2.21 accuracy [Center](%): top-1 59.64 top-5 81.46 [10crop](%): top-1 62.27 top-5 83.56
Epoch: [71][TESTING SUMMARY] Total Time(s): 2195.98 average loss (per batch): 2.23 accuracy [Center](%): top-1 59.25 top-5 81.31 [10crop](%): top-1 62.13 top-5 83.54
Epoch: [72][TESTING SUMMARY] Total Time(s): 2176.35 average loss (per batch): 2.22 accuracy [Center](%): top-1 59.53 top-5 81.45 [10crop](%): top-1 62.42 top-5 83.64
Epoch: [73][TESTING SUMMARY] Total Time(s): 2160.26 average loss (per batch): 2.21 accuracy [Center](%): top-1 59.54 top-5 81.35 [10crop](%): top-1 62.32 top-5 83.53
Epoch: [74][TESTING SUMMARY] Total Time(s): 2185.36 average loss (per batch): 2.22 accuracy [Center](%): top-1 59.52 top-5 81.37 [10crop](%): top-1 62.41 top-5 83.59
Epoch: [75][TESTING SUMMARY] Total Time(s): 2159.13 average loss (per batch): 2.22 accuracy [Center](%): top-1 59.42 top-5 81.38 [10crop](%): top-1 62.20 top-5 83.57
Epoch: [76][TESTING SUMMARY] Total Time(s): 2150.85 average loss (per batch): 2.23 accuracy [Center](%): top-1 59.43 top-5 81.39 [10crop](%): top-1 62.32 top-5 83.60
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