openai-clip-vit-base-patch32


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openai-clip-vit-base-patch32 Model Summary Plots

openai-clip-vit-base-patch32 Model Selected Details
  layer_type N M Q alpha D alpha-hat log_SN % Rand num_traps num_fingers rank_loss
layer_id                        
3 EMBEDDING 49408 512 96.50 5.54 0.05 10.08 1.82 89.34 0 0 0
4 EMBEDDING 512 77 6.65 1.28 0.12 -0.15 -0.11 45.41 18 1 0
9 DENSE 512 512 1.00 8.60 0.11 1.49 0.17 89.38 0 3 4
10 DENSE 512 512 1.00 15.63 0.11 -11.24 -0.72 86.79 0 1 1
11 DENSE 512 512 1.00 13.13 0.07 2.22 0.17 91.88 0 0 3
12 DENSE 512 512 1.00 4.80 0.05 -2.15 -0.45 88.87 0 0 2
16 DENSE 2048 512 4.00 3.47 0.06 7.13 2.06 67.37 15 0 0
17 DENSE 2048 512 4.00 5.66 0.03 0.29 0.05 94.27 0 0 0
21 DENSE 512 512 1.00 4.02 0.13 1.39 0.35 90.83 0 6 5
22 DENSE 512 512 1.00 5.52 0.07 -2.03 -0.37 95.17 0 0 2
23 DENSE 512 512 1.00 3.82 0.12 1.34 0.35 91.10 0 4 4
24 DENSE 512 512 1.00 4.72 0.09 -1.87 -0.40 94.35 0 0 2
28 DENSE 2048 512 4.00 4.78 0.03 4.57 0.96 90.67 0 0 0
29 DENSE 2048 512 4.00 4.78 0.06 0.19 0.04 93.15 0 0 0
33 DENSE 512 512 1.00 4.77 0.06 1.08 0.23 93.62 0 0 4
34 DENSE 512 512 1.00 5.11 0.13 -1.94 -0.38 97.11 0 4 1
35 DENSE 512 512 1.00 5.10 0.06 1.70 0.33 90.92 0 0 4
36 DENSE 512 512 1.00 4.38 0.12 -1.59 -0.36 96.25 0 4 2
40 DENSE 2048 512 4.00 4.98 0.03 4.90 0.98 90.65 0 0 0
41 DENSE 2048 512 4.00 4.41 0.07 0.02 0.00 93.66 0 0 0
45 DENSE 512 512 1.00 3.66 0.06 1.02 0.28 90.39 0 0 3
46 DENSE 512 512 1.00 4.37 0.13 -1.53 -0.35 97.56 0 7 1
47 DENSE 512 512 1.00 2.92 0.10 1.03 0.35 87.31 0 1 2
48 DENSE 512 512 1.00 4.38 0.13 -1.75 -0.40 97.77 0 7 1
52 DENSE 2048 512 4.00 5.17 0.04 5.23 1.01 90.15 0 0 0
53 DENSE 2048 512 4.00 5.18 0.09 -0.30 -0.06 94.96 0 1 0
57 DENSE 512 512 1.00 4.88 0.07 1.10 0.23 93.19 0 0 0
58 DENSE 512 512 1.00 5.04 0.10 -1.70 -0.34 97.44 0 1 2
59 DENSE 512 512 1.00 3.14 0.12 0.89 0.28 88.66 0 5 1
60 DENSE 512 512 1.00 4.66 0.12 -1.90 -0.41 97.05 0 1 1
64 DENSE 2048 512 4.00 5.32 0.05 5.33 1.00 90.22 0 0 0
65 DENSE 2048 512 4.00 5.91 0.08 -0.21 -0.04 95.07 0 0 0
69 DENSE 512 512 1.00 4.78 0.07 0.54 0.11 94.39 0 0 2
70 DENSE 512 512 1.00 6.17 0.12 -2.41 -0.39 99.19 0 1 2
71 DENSE 512 512 1.00 3.60 0.13 1.01 0.28 90.36 0 6 2
72 DENSE 512 512 1.00 5.20 0.11 -1.82 -0.35 96.74 0 1 2
76 DENSE 2048 512 4.00 5.53 0.07 5.69 1.03 89.89 0 0 0
77 DENSE 2048 512 4.00 6.74 0.10 0.06 0.01 95.42 0 1 0
81 DENSE 512 512 1.00 5.48 0.06 0.92 0.17 93.21 0 0 1
82 DENSE 512 512 1.00 7.38 0.10 -2.82 -0.38 97.53 0 0 2
83 DENSE 512 512 1.00 2.64 0.12 0.80 0.30 87.83 0 3 3
84 DENSE 512 512 1.00 4.29 0.13 -1.49 -0.35 96.20 0 1 2
88 DENSE 2048 512 4.00 5.61 0.05 5.45 0.97 90.52 0 0 0
89 DENSE 2048 512 4.00 7.89 0.10 0.40 0.05 96.15 0 1 0
93 DENSE 512 512 1.00 5.43 0.05 0.73 0.13 94.68 0 0 2
94 DENSE 512 512 1.00 4.48 0.14 -1.60 -0.36 98.40 0 6 1
95 DENSE 512 512 1.00 5.21 0.04 1.69 0.32 91.79 0 0 1
96 DENSE 512 512 1.00 8.53 0.09 -3.25 -0.38 98.82 0 0 2
100 DENSE 2048 512 4.00 5.22 0.08 4.89 0.94 90.84 0 0 0
101 DENSE 2048 512 4.00 6.93 0.12 0.82 0.12 96.24 0 2 0
105 DENSE 512 512 1.00 4.44 0.07 0.49 0.11 94.41 0 0 1
106 DENSE 512 512 1.00 5.29 0.13 -1.93 -0.36 98.31 0 2 1
107 DENSE 512 512 1.00 5.38 0.05 2.11 0.39 92.15 0 0 2
108 DENSE 512 512 1.00 7.31 0.12 -2.94 -0.40 98.61 0 1 1
112 DENSE 2048 512 4.00 5.85 0.06 4.99 0.85 91.66 0 0 0
113 DENSE 2048 512 4.00 6.32 0.13 1.56 0.25 95.90 0 6 0
117 DENSE 512 512 1.00 5.37 0.06 0.40 0.07 94.66 0 0 1
118 DENSE 512 512 1.00 7.17 0.08 -1.64 -0.23 98.23 0 0 1
119 DENSE 512 512 1.00 5.19 0.04 1.69 0.33 92.52 0 0 1
120 DENSE 512 512 1.00 8.71 0.05 -0.92 -0.11 97.02 0 0 1
124 DENSE 2048 512 4.00 5.78 0.05 4.55 0.79 92.12 0 0 0
125 DENSE 2048 512 4.00 8.25 0.04 2.58 0.31 94.71 0 0 0
129 DENSE 512 512 1.00 2.79 0.09 0.33 0.12 90.22 0 1 1
130 DENSE 512 512 1.00 4.53 0.14 -1.22 -0.27 97.42 0 0 1
131 DENSE 512 512 1.00 3.26 0.11 1.38 0.42 87.52 0 1 1
132 DENSE 512 512 1.00 12.53 0.12 -4.06 -0.32 95.82 0 0 2
136 DENSE 2048 512 4.00 5.57 0.05 3.82 0.69 91.92 0 0 0
137 DENSE 2048 512 4.00 4.17 0.11 1.60 0.38 94.16 0 3 0
141 DENSE 512 512 1.00 3.84 0.07 0.28 0.07 88.66 0 0 2
142 DENSE 512 512 1.00 3.07 0.11 0.01 0.00 98.09 0 1 2
143 DENSE 512 512 1.00 3.46 0.06 0.29 0.08 88.77 0 0 2
144 DENSE 512 512 1.00 7.62 0.11 -0.72 -0.09 94.79 0 1 2
148 DENSE 2048 512 4.00 4.40 0.04 3.11 0.71 91.23 0 0 0
149 DENSE 2048 512 4.00 4.62 0.03 3.09 0.67 91.33 0 0 0
155 EMBEDDING 768 50 15.36 1.41 0.10 2.09 1.48 46.64 5 1 0
161 DENSE 768 768 1.00 3.59 0.04 4.40 1.23 68.57 0 0 96
162 DENSE 768 768 1.00 3.70 0.04 3.34 0.90 82.74 0 0 14
163 DENSE 768 768 1.00 3.52 0.04 4.92 1.40 67.25 0 0 96
164 DENSE 768 768 1.00 3.96 0.05 0.23 0.06 91.92 0 0 3
168 DENSE 3072 768 4.00 2.78 0.05 5.39 1.94 62.37 0 0 0
169 DENSE 3072 768 4.00 2.69 0.02 2.98 1.11 71.86 0 0 0
173 DENSE 768 768 1.00 2.53 0.04 1.98 0.78 79.16 0 0 27
174 DENSE 768 768 1.00 4.80 0.03 -0.42 -0.09 86.71 0 0 3
175 DENSE 768 768 1.00 2.59 0.04 2.09 0.80 78.80 0 0 26
176 DENSE 768 768 1.00 4.20 0.03 0.77 0.18 85.70 0 0 2
180 DENSE 3072 768 4.00 3.11 0.02 3.51 1.13 87.06 0 0 0
181 DENSE 3072 768 4.00 5.73 0.03 1.01 0.18 91.23 0 0 0
185 DENSE 768 768 1.00 3.18 0.07 2.01 0.63 73.55 0 0 25
186 DENSE 768 768 1.00 4.54 0.07 0.14 0.03 93.53 0 0 2
187 DENSE 768 768 1.00 2.56 0.08 1.46 0.57 74.14 0 0 24
188 DENSE 768 768 1.00 4.12 0.03 0.08 0.02 92.51 0 0 4
192 DENSE 3072 768 4.00 5.75 0.04 3.60 0.63 87.37 0 0 0
193 DENSE 3072 768 4.00 4.91 0.05 1.20 0.25 89.93 0 0 0
197 DENSE 768 768 1.00 1.93 0.11 1.03 0.53 75.86 0 3 17
198 DENSE 768 768 1.00 4.50 0.04 0.34 0.08 90.69 0 0 2
199 DENSE 768 768 1.00 3.32 0.08 1.48 0.45 81.22 0 0 19
200 DENSE 768 768 1.00 4.54 0.04 -0.20 -0.04 93.67 0 0 3
204 DENSE 3072 768 4.00 4.28 0.02 2.68 0.63 91.36 0 0 0
205 DENSE 3072 768 4.00 6.11 0.04 1.59 0.26 91.77 0 0 0
209 DENSE 768 768 1.00 3.45 0.06 1.52 0.44 82.84 0 0 10
210 DENSE 768 768 1.00 5.17 0.07 -0.25 -0.05 93.55 0 0 2
211 DENSE 768 768 1.00 2.34 0.07 1.05 0.45 79.02 0 0 11
212 DENSE 768 768 1.00 5.24 0.06 -0.51 -0.10 94.43 0 0 3
216 DENSE 3072 768 4.00 4.52 0.02 3.06 0.68 91.23 0 0 0
217 DENSE 3072 768 4.00 5.65 0.04 1.52 0.27 93.79 0 0 0
221 DENSE 768 768 1.00 4.78 0.07 1.76 0.37 87.21 0 0 3
222 DENSE 768 768 1.00 3.12 0.09 -0.02 -0.01 93.58 0 0 2
223 DENSE 768 768 1.00 2.59 0.08 1.12 0.43 82.58 0 0 2
224 DENSE 768 768 1.00 6.04 0.08 -0.62 -0.10 94.88 0 0 1
228 DENSE 3072 768 4.00 4.78 0.02 3.90 0.81 91.16 0 0 0
229 DENSE 3072 768 4.00 4.80 0.06 1.50 0.31 94.21 0 0 0
233 DENSE 768 768 1.00 4.46 0.06 1.91 0.43 89.34 0 0 2
234 DENSE 768 768 1.00 4.10 0.09 -0.23 -0.06 91.68 0 0 2
235 DENSE 768 768 1.00 3.30 0.09 1.28 0.39 87.15 0 1 2
236 DENSE 768 768 1.00 4.04 0.10 -0.24 -0.06 94.17 0 3 2
240 DENSE 3072 768 4.00 4.87 0.02 5.04 1.04 90.81 0 0 0
241 DENSE 3072 768 4.00 5.37 0.06 2.03 0.38 93.95 0 0 0
245 DENSE 768 768 1.00 3.32 0.07 1.61 0.48 87.80 0 0 2
246 DENSE 768 768 1.00 4.46 0.10 -0.16 -0.04 93.72 0 1 2
247 DENSE 768 768 1.00 2.82 0.09 1.05 0.37 87.38 0 0 2
248 DENSE 768 768 1.00 4.92 0.04 0.11 0.02 94.88 0 0 3
252 DENSE 3072 768 4.00 4.94 0.03 5.46 1.10 90.69 0 0 0
253 DENSE 3072 768 4.00 5.99 0.06 2.18 0.36 95.77 0 0 0
257 DENSE 768 768 1.00 4.09 0.05 1.53 0.37 89.75 0 0 2
258 DENSE 768 768 1.00 9.17 0.10 -1.35 -0.15 94.69 0 0 2
259 DENSE 768 768 1.00 3.16 0.10 1.21 0.38 87.71 0 0 1
260 DENSE 768 768 1.00 6.23 0.04 0.60 0.10 96.24 0 0 2
264 DENSE 3072 768 4.00 5.24 0.03 6.24 1.19 89.97 0 0 0
265 DENSE 3072 768 4.00 6.72 0.10 3.57 0.53 96.14 0 6 0
269 DENSE 768 768 1.00 5.22 0.05 1.67 0.32 93.47 0 0 1
270 DENSE 768 768 1.00 6.91 0.12 -0.80 -0.12 97.65 0 1 2
271 DENSE 768 768 1.00 3.81 0.10 1.10 0.29 91.99 0 1 2
272 DENSE 768 768 1.00 6.07 0.11 0.72 0.12 96.57 0 7 2
276 DENSE 3072 768 4.00 5.09 0.05 7.60 1.49 86.94 0 0 0
277 DENSE 3072 768 4.00 7.23 0.10 3.44 0.48 96.23 0 1 0
281 DENSE 768 768 1.00 7.06 0.04 2.32 0.33 96.63 0 0 1
282 DENSE 768 768 1.00 6.61 0.12 1.10 0.17 97.12 0 4 1
283 DENSE 768 768 1.00 4.59 0.08 1.19 0.26 94.64 0 0 1
284 DENSE 768 768 1.00 5.43 0.05 0.28 0.05 96.37 0 0 1
288 DENSE 3072 768 4.00 5.61 0.07 7.51 1.34 89.64 0 0 0
289 DENSE 3072 768 4.00 6.29 0.03 4.37 0.70 92.24 0 0 0
293 DENSE 768 768 1.00 3.65 0.06 0.94 0.26 90.07 0 0 0
294 DENSE 768 768 1.00 9.94 0.11 0.62 0.06 97.30 0 2 1
295 DENSE 768 768 1.00 3.61 0.08 1.21 0.34 88.13 0 0 2
296 DENSE 768 768 1.00 7.10 0.08 3.17 0.45 92.58 0 0 3
300 DENSE 3072 768 4.00 4.33 0.03 4.88 1.13 87.93 0 0 0
301 DENSE 3072 768 4.00 3.42 0.04 2.65 0.78 74.18 0 0 0
304 DENSE 768 512 1.50 4.74 0.04 -0.14 -0.03 82.34 0 0 1
305 DENSE 512 512 1.00 7.70 0.06 -1.60 -0.21 73.78 0 0 1
openai-clip-vit-base-patch32 Layer Plots
Layer 3
   Layer=3  |  N=49408  |  M=512  |  Q=96.50  |  alpha=5.54  |  D_ks=0.05  |  alpha-hat=10.08  |  num traps=0





Layer 4
   Layer=4  |  N=512  |  M=77  |  Q=6.65  |  alpha=1.28  |  D_ks=0.12  |  alpha-hat=-0.15  |  num traps=18





Layer 9
   Layer=9  |  N=512  |  M=512  |  Q=1.00  |  alpha=8.60  |  D_ks=0.11  |  alpha-hat=1.49  |  num traps=0





Layer 10
   Layer=10  |  N=512  |  M=512  |  Q=1.00  |  alpha=15.63  |  D_ks=0.11  |  alpha-hat=-11.24  |  num traps=0





Layer 11
   Layer=11  |  N=512  |  M=512  |  Q=1.00  |  alpha=13.13  |  D_ks=0.07  |  alpha-hat=2.22  |  num traps=0





Layer 12
   Layer=12  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.80  |  D_ks=0.05  |  alpha-hat=-2.15  |  num traps=0





Layer 16
   Layer=16  |  N=2048  |  M=512  |  Q=4.00  |  alpha=3.47  |  D_ks=0.06  |  alpha-hat=7.13  |  num traps=15





Layer 17
   Layer=17  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.66  |  D_ks=0.03  |  alpha-hat=0.29  |  num traps=0





Layer 21
   Layer=21  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.02  |  D_ks=0.13  |  alpha-hat=1.39  |  num traps=0





Layer 22
   Layer=22  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.52  |  D_ks=0.07  |  alpha-hat=-2.03  |  num traps=0





Layer 23
   Layer=23  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.82  |  D_ks=0.12  |  alpha-hat=1.34  |  num traps=0





Layer 24
   Layer=24  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.72  |  D_ks=0.09  |  alpha-hat=-1.87  |  num traps=0





Layer 28
   Layer=28  |  N=2048  |  M=512  |  Q=4.00  |  alpha=4.78  |  D_ks=0.03  |  alpha-hat=4.57  |  num traps=0





Layer 29
   Layer=29  |  N=2048  |  M=512  |  Q=4.00  |  alpha=4.78  |  D_ks=0.06  |  alpha-hat=0.19  |  num traps=0





Layer 33
   Layer=33  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.77  |  D_ks=0.06  |  alpha-hat=1.08  |  num traps=0





Layer 34
   Layer=34  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.11  |  D_ks=0.13  |  alpha-hat=-1.94  |  num traps=0





Layer 35
   Layer=35  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.10  |  D_ks=0.06  |  alpha-hat=1.70  |  num traps=0





Layer 36
   Layer=36  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.38  |  D_ks=0.12  |  alpha-hat=-1.59  |  num traps=0





Layer 40
   Layer=40  |  N=2048  |  M=512  |  Q=4.00  |  alpha=4.98  |  D_ks=0.03  |  alpha-hat=4.90  |  num traps=0





Layer 41
   Layer=41  |  N=2048  |  M=512  |  Q=4.00  |  alpha=4.41  |  D_ks=0.07  |  alpha-hat=0.02  |  num traps=0





Layer 45
   Layer=45  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.66  |  D_ks=0.06  |  alpha-hat=1.02  |  num traps=0





Layer 46
   Layer=46  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.37  |  D_ks=0.13  |  alpha-hat=-1.53  |  num traps=0





Layer 47
   Layer=47  |  N=512  |  M=512  |  Q=1.00  |  alpha=2.92  |  D_ks=0.10  |  alpha-hat=1.03  |  num traps=0





Layer 48
   Layer=48  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.38  |  D_ks=0.13  |  alpha-hat=-1.75  |  num traps=0





Layer 52
   Layer=52  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.17  |  D_ks=0.04  |  alpha-hat=5.23  |  num traps=0





Layer 53
   Layer=53  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.18  |  D_ks=0.09  |  alpha-hat=-0.30  |  num traps=0





Layer 57
   Layer=57  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.88  |  D_ks=0.07  |  alpha-hat=1.10  |  num traps=0





Layer 58
   Layer=58  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.04  |  D_ks=0.10  |  alpha-hat=-1.70  |  num traps=0





Layer 59
   Layer=59  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.14  |  D_ks=0.12  |  alpha-hat=0.89  |  num traps=0





Layer 60
   Layer=60  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.66  |  D_ks=0.12  |  alpha-hat=-1.90  |  num traps=0





Layer 64
   Layer=64  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.32  |  D_ks=0.05  |  alpha-hat=5.33  |  num traps=0





Layer 65
   Layer=65  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.91  |  D_ks=0.08  |  alpha-hat=-0.21  |  num traps=0





Layer 69
   Layer=69  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.78  |  D_ks=0.07  |  alpha-hat=0.54  |  num traps=0





Layer 70
   Layer=70  |  N=512  |  M=512  |  Q=1.00  |  alpha=6.17  |  D_ks=0.12  |  alpha-hat=-2.41  |  num traps=0





Layer 71
   Layer=71  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.60  |  D_ks=0.13  |  alpha-hat=1.01  |  num traps=0





Layer 72
   Layer=72  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.20  |  D_ks=0.11  |  alpha-hat=-1.82  |  num traps=0





Layer 76
   Layer=76  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.53  |  D_ks=0.07  |  alpha-hat=5.69  |  num traps=0





Layer 77
   Layer=77  |  N=2048  |  M=512  |  Q=4.00  |  alpha=6.74  |  D_ks=0.10  |  alpha-hat=0.06  |  num traps=0





Layer 81
   Layer=81  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.48  |  D_ks=0.06  |  alpha-hat=0.92  |  num traps=0





Layer 82
   Layer=82  |  N=512  |  M=512  |  Q=1.00  |  alpha=7.38  |  D_ks=0.10  |  alpha-hat=-2.82  |  num traps=0





Layer 83
   Layer=83  |  N=512  |  M=512  |  Q=1.00  |  alpha=2.64  |  D_ks=0.12  |  alpha-hat=0.80  |  num traps=0





Layer 84
   Layer=84  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.29  |  D_ks=0.13  |  alpha-hat=-1.49  |  num traps=0





Layer 88
   Layer=88  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.61  |  D_ks=0.05  |  alpha-hat=5.45  |  num traps=0





Layer 89
   Layer=89  |  N=2048  |  M=512  |  Q=4.00  |  alpha=7.89  |  D_ks=0.10  |  alpha-hat=0.40  |  num traps=0





Layer 93
   Layer=93  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.43  |  D_ks=0.05  |  alpha-hat=0.73  |  num traps=0





Layer 94
   Layer=94  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.48  |  D_ks=0.14  |  alpha-hat=-1.60  |  num traps=0





Layer 95
   Layer=95  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.21  |  D_ks=0.04  |  alpha-hat=1.69  |  num traps=0





Layer 96
   Layer=96  |  N=512  |  M=512  |  Q=1.00  |  alpha=8.53  |  D_ks=0.09  |  alpha-hat=-3.25  |  num traps=0





Layer 100
   Layer=100  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.22  |  D_ks=0.08  |  alpha-hat=4.89  |  num traps=0





Layer 101
   Layer=101  |  N=2048  |  M=512  |  Q=4.00  |  alpha=6.93  |  D_ks=0.12  |  alpha-hat=0.82  |  num traps=0





Layer 105
   Layer=105  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.44  |  D_ks=0.07  |  alpha-hat=0.49  |  num traps=0





Layer 106
   Layer=106  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.29  |  D_ks=0.13  |  alpha-hat=-1.93  |  num traps=0





Layer 107
   Layer=107  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.38  |  D_ks=0.05  |  alpha-hat=2.11  |  num traps=0





Layer 108
   Layer=108  |  N=512  |  M=512  |  Q=1.00  |  alpha=7.31  |  D_ks=0.12  |  alpha-hat=-2.94  |  num traps=0





Layer 112
   Layer=112  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.85  |  D_ks=0.06  |  alpha-hat=4.99  |  num traps=0





Layer 113
   Layer=113  |  N=2048  |  M=512  |  Q=4.00  |  alpha=6.32  |  D_ks=0.13  |  alpha-hat=1.56  |  num traps=0





Layer 117
   Layer=117  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.37  |  D_ks=0.06  |  alpha-hat=0.40  |  num traps=0





Layer 118
   Layer=118  |  N=512  |  M=512  |  Q=1.00  |  alpha=7.17  |  D_ks=0.08  |  alpha-hat=-1.64  |  num traps=0





Layer 119
   Layer=119  |  N=512  |  M=512  |  Q=1.00  |  alpha=5.19  |  D_ks=0.04  |  alpha-hat=1.69  |  num traps=0





Layer 120
   Layer=120  |  N=512  |  M=512  |  Q=1.00  |  alpha=8.71  |  D_ks=0.05  |  alpha-hat=-0.92  |  num traps=0





Layer 124
   Layer=124  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.78  |  D_ks=0.05  |  alpha-hat=4.55  |  num traps=0





Layer 125
   Layer=125  |  N=2048  |  M=512  |  Q=4.00  |  alpha=8.25  |  D_ks=0.04  |  alpha-hat=2.58  |  num traps=0





Layer 129
   Layer=129  |  N=512  |  M=512  |  Q=1.00  |  alpha=2.79  |  D_ks=0.09  |  alpha-hat=0.33  |  num traps=0





Layer 130
   Layer=130  |  N=512  |  M=512  |  Q=1.00  |  alpha=4.53  |  D_ks=0.14  |  alpha-hat=-1.22  |  num traps=0





Layer 131
   Layer=131  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.26  |  D_ks=0.11  |  alpha-hat=1.38  |  num traps=0





Layer 132
   Layer=132  |  N=512  |  M=512  |  Q=1.00  |  alpha=12.53  |  D_ks=0.12  |  alpha-hat=-4.06  |  num traps=0





Layer 136
   Layer=136  |  N=2048  |  M=512  |  Q=4.00  |  alpha=5.57  |  D_ks=0.05  |  alpha-hat=3.82  |  num traps=0





Layer 137
   Layer=137  |  N=2048  |  M=512  |  Q=4.00  |  alpha=4.17  |  D_ks=0.11  |  alpha-hat=1.60  |  num traps=0





Layer 141
   Layer=141  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.84  |  D_ks=0.07  |  alpha-hat=0.28  |  num traps=0





Layer 142
   Layer=142  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.07  |  D_ks=0.11  |  alpha-hat=0.01  |  num traps=0





Layer 143
   Layer=143  |  N=512  |  M=512  |  Q=1.00  |  alpha=3.46  |  D_ks=0.06  |  alpha-hat=0.29  |  num traps=0





Layer 144
   Layer=144  |  N=512  |  M=512  |  Q=1.00  |  alpha=7.62  |  D_ks=0.11  |  alpha-hat=-0.72  |  num traps=0





Layer 148
   Layer=148  |  N=2048  |  M=512  |  Q=4.00  |  alpha=4.40  |  D_ks=0.04  |  alpha-hat=3.11  |  num traps=0





Layer 149
   Layer=149  |  N=2048  |  M=512  |  Q=4.00  |  alpha=4.62  |  D_ks=0.03  |  alpha-hat=3.09  |  num traps=0





Layer 155
   Layer=155  |  N=768  |  M=50  |  Q=15.36  |  alpha=1.41  |  D_ks=0.10  |  alpha-hat=2.09  |  num traps=5





Layer 161
   Layer=161  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.59  |  D_ks=0.04  |  alpha-hat=4.40  |  num traps=0





Layer 162
   Layer=162  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.70  |  D_ks=0.04  |  alpha-hat=3.34  |  num traps=0





Layer 163
   Layer=163  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.52  |  D_ks=0.04  |  alpha-hat=4.92  |  num traps=0





Layer 164
   Layer=164  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.96  |  D_ks=0.05  |  alpha-hat=0.23  |  num traps=0





Layer 168
   Layer=168  |  N=3072  |  M=768  |  Q=4.00  |  alpha=2.78  |  D_ks=0.05  |  alpha-hat=5.39  |  num traps=0





Layer 169
   Layer=169  |  N=3072  |  M=768  |  Q=4.00  |  alpha=2.69  |  D_ks=0.02  |  alpha-hat=2.98  |  num traps=0





Layer 173
   Layer=173  |  N=768  |  M=768  |  Q=1.00  |  alpha=2.53  |  D_ks=0.04  |  alpha-hat=1.98  |  num traps=0





Layer 174
   Layer=174  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.80  |  D_ks=0.03  |  alpha-hat=-0.42  |  num traps=0





Layer 175
   Layer=175  |  N=768  |  M=768  |  Q=1.00  |  alpha=2.59  |  D_ks=0.04  |  alpha-hat=2.09  |  num traps=0





Layer 176
   Layer=176  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.20  |  D_ks=0.03  |  alpha-hat=0.77  |  num traps=0





Layer 180
   Layer=180  |  N=3072  |  M=768  |  Q=4.00  |  alpha=3.11  |  D_ks=0.02  |  alpha-hat=3.51  |  num traps=0





Layer 181
   Layer=181  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.73  |  D_ks=0.03  |  alpha-hat=1.01  |  num traps=0





Layer 185
   Layer=185  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.18  |  D_ks=0.07  |  alpha-hat=2.01  |  num traps=0





Layer 186
   Layer=186  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.54  |  D_ks=0.07  |  alpha-hat=0.14  |  num traps=0





Layer 187
   Layer=187  |  N=768  |  M=768  |  Q=1.00  |  alpha=2.56  |  D_ks=0.08  |  alpha-hat=1.46  |  num traps=0





Layer 188
   Layer=188  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.12  |  D_ks=0.03  |  alpha-hat=0.08  |  num traps=0





Layer 192
   Layer=192  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.75  |  D_ks=0.04  |  alpha-hat=3.60  |  num traps=0





Layer 193
   Layer=193  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.91  |  D_ks=0.05  |  alpha-hat=1.20  |  num traps=0





Layer 197
   Layer=197  |  N=768  |  M=768  |  Q=1.00  |  alpha=1.93  |  D_ks=0.11  |  alpha-hat=1.03  |  num traps=0





Layer 198
   Layer=198  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.50  |  D_ks=0.04  |  alpha-hat=0.34  |  num traps=0





Layer 199
   Layer=199  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.32  |  D_ks=0.08  |  alpha-hat=1.48  |  num traps=0





Layer 200
   Layer=200  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.54  |  D_ks=0.04  |  alpha-hat=-0.20  |  num traps=0





Layer 204
   Layer=204  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.28  |  D_ks=0.02  |  alpha-hat=2.68  |  num traps=0





Layer 205
   Layer=205  |  N=3072  |  M=768  |  Q=4.00  |  alpha=6.11  |  D_ks=0.04  |  alpha-hat=1.59  |  num traps=0





Layer 209
   Layer=209  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.45  |  D_ks=0.06  |  alpha-hat=1.52  |  num traps=0





Layer 210
   Layer=210  |  N=768  |  M=768  |  Q=1.00  |  alpha=5.17  |  D_ks=0.07  |  alpha-hat=-0.25  |  num traps=0





Layer 211
   Layer=211  |  N=768  |  M=768  |  Q=1.00  |  alpha=2.34  |  D_ks=0.07  |  alpha-hat=1.05  |  num traps=0





Layer 212
   Layer=212  |  N=768  |  M=768  |  Q=1.00  |  alpha=5.24  |  D_ks=0.06  |  alpha-hat=-0.51  |  num traps=0





Layer 216
   Layer=216  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.52  |  D_ks=0.02  |  alpha-hat=3.06  |  num traps=0





Layer 217
   Layer=217  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.65  |  D_ks=0.04  |  alpha-hat=1.52  |  num traps=0





Layer 221
   Layer=221  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.78  |  D_ks=0.07  |  alpha-hat=1.76  |  num traps=0





Layer 222
   Layer=222  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.12  |  D_ks=0.09  |  alpha-hat=-0.02  |  num traps=0





Layer 223
   Layer=223  |  N=768  |  M=768  |  Q=1.00  |  alpha=2.59  |  D_ks=0.08  |  alpha-hat=1.12  |  num traps=0





Layer 224
   Layer=224  |  N=768  |  M=768  |  Q=1.00  |  alpha=6.04  |  D_ks=0.08  |  alpha-hat=-0.62  |  num traps=0





Layer 228
   Layer=228  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.78  |  D_ks=0.02  |  alpha-hat=3.90  |  num traps=0





Layer 229
   Layer=229  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.80  |  D_ks=0.06  |  alpha-hat=1.50  |  num traps=0





Layer 233
   Layer=233  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.46  |  D_ks=0.06  |  alpha-hat=1.91  |  num traps=0





Layer 234
   Layer=234  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.10  |  D_ks=0.09  |  alpha-hat=-0.23  |  num traps=0





Layer 235
   Layer=235  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.30  |  D_ks=0.09  |  alpha-hat=1.28  |  num traps=0





Layer 236
   Layer=236  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.04  |  D_ks=0.10  |  alpha-hat=-0.24  |  num traps=0





Layer 240
   Layer=240  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.87  |  D_ks=0.02  |  alpha-hat=5.04  |  num traps=0





Layer 241
   Layer=241  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.37  |  D_ks=0.06  |  alpha-hat=2.03  |  num traps=0





Layer 245
   Layer=245  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.32  |  D_ks=0.07  |  alpha-hat=1.61  |  num traps=0





Layer 246
   Layer=246  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.46  |  D_ks=0.10  |  alpha-hat=-0.16  |  num traps=0





Layer 247
   Layer=247  |  N=768  |  M=768  |  Q=1.00  |  alpha=2.82  |  D_ks=0.09  |  alpha-hat=1.05  |  num traps=0





Layer 248
   Layer=248  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.92  |  D_ks=0.04  |  alpha-hat=0.11  |  num traps=0





Layer 252
   Layer=252  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.94  |  D_ks=0.03  |  alpha-hat=5.46  |  num traps=0





Layer 253
   Layer=253  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.99  |  D_ks=0.06  |  alpha-hat=2.18  |  num traps=0





Layer 257
   Layer=257  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.09  |  D_ks=0.05  |  alpha-hat=1.53  |  num traps=0





Layer 258
   Layer=258  |  N=768  |  M=768  |  Q=1.00  |  alpha=9.17  |  D_ks=0.10  |  alpha-hat=-1.35  |  num traps=0





Layer 259
   Layer=259  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.16  |  D_ks=0.10  |  alpha-hat=1.21  |  num traps=0





Layer 260
   Layer=260  |  N=768  |  M=768  |  Q=1.00  |  alpha=6.23  |  D_ks=0.04  |  alpha-hat=0.60  |  num traps=0





Layer 264
   Layer=264  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.24  |  D_ks=0.03  |  alpha-hat=6.24  |  num traps=0





Layer 265
   Layer=265  |  N=3072  |  M=768  |  Q=4.00  |  alpha=6.72  |  D_ks=0.10  |  alpha-hat=3.57  |  num traps=0





Layer 269
   Layer=269  |  N=768  |  M=768  |  Q=1.00  |  alpha=5.22  |  D_ks=0.05  |  alpha-hat=1.67  |  num traps=0





Layer 270
   Layer=270  |  N=768  |  M=768  |  Q=1.00  |  alpha=6.91  |  D_ks=0.12  |  alpha-hat=-0.80  |  num traps=0





Layer 271
   Layer=271  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.81  |  D_ks=0.10  |  alpha-hat=1.10  |  num traps=0





Layer 272
   Layer=272  |  N=768  |  M=768  |  Q=1.00  |  alpha=6.07  |  D_ks=0.11  |  alpha-hat=0.72  |  num traps=0





Layer 276
   Layer=276  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.09  |  D_ks=0.05  |  alpha-hat=7.60  |  num traps=0





Layer 277
   Layer=277  |  N=3072  |  M=768  |  Q=4.00  |  alpha=7.23  |  D_ks=0.10  |  alpha-hat=3.44  |  num traps=0





Layer 281
   Layer=281  |  N=768  |  M=768  |  Q=1.00  |  alpha=7.06  |  D_ks=0.04  |  alpha-hat=2.32  |  num traps=0





Layer 282
   Layer=282  |  N=768  |  M=768  |  Q=1.00  |  alpha=6.61  |  D_ks=0.12  |  alpha-hat=1.10  |  num traps=0





Layer 283
   Layer=283  |  N=768  |  M=768  |  Q=1.00  |  alpha=4.59  |  D_ks=0.08  |  alpha-hat=1.19  |  num traps=0





Layer 284
   Layer=284  |  N=768  |  M=768  |  Q=1.00  |  alpha=5.43  |  D_ks=0.05  |  alpha-hat=0.28  |  num traps=0





Layer 288
   Layer=288  |  N=3072  |  M=768  |  Q=4.00  |  alpha=5.61  |  D_ks=0.07  |  alpha-hat=7.51  |  num traps=0





Layer 289
   Layer=289  |  N=3072  |  M=768  |  Q=4.00  |  alpha=6.29  |  D_ks=0.03  |  alpha-hat=4.37  |  num traps=0





Layer 293
   Layer=293  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.65  |  D_ks=0.06  |  alpha-hat=0.94  |  num traps=0





Layer 294
   Layer=294  |  N=768  |  M=768  |  Q=1.00  |  alpha=9.94  |  D_ks=0.11  |  alpha-hat=0.62  |  num traps=0





Layer 295
   Layer=295  |  N=768  |  M=768  |  Q=1.00  |  alpha=3.61  |  D_ks=0.08  |  alpha-hat=1.21  |  num traps=0





Layer 296
   Layer=296  |  N=768  |  M=768  |  Q=1.00  |  alpha=7.10  |  D_ks=0.08  |  alpha-hat=3.17  |  num traps=0





Layer 300
   Layer=300  |  N=3072  |  M=768  |  Q=4.00  |  alpha=4.33  |  D_ks=0.03  |  alpha-hat=4.88  |  num traps=0





Layer 301
   Layer=301  |  N=3072  |  M=768  |  Q=4.00  |  alpha=3.42  |  D_ks=0.04  |  alpha-hat=2.65  |  num traps=0





Layer 304
   Layer=304  |  N=768  |  M=512  |  Q=1.50  |  alpha=4.74  |  D_ks=0.04  |  alpha-hat=-0.14  |  num traps=0





Layer 305
   Layer=305  |  N=512  |  M=512  |  Q=1.00  |  alpha=7.70  |  D_ks=0.06  |  alpha-hat=-1.60  |  num traps=0