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ResNeXt
Farley Lai edited this page Apr 30, 2021
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Validation of backbone deployment with TensorRT Validation.
Test: [ 0/196] Time 9.232 ( 9.232) Loss 4.4442e-01 (4.4442e-01) Acc@1 89.84 ( 89.84) Acc@5 98.83 ( 98.83)
Test: [ 10/196] Time 1.395 ( 2.111) Loss 8.7335e-01 (6.0189e-01) Acc@1 81.25 ( 86.19) Acc@5 95.70 ( 97.80)
Test: [ 20/196] Time 1.403 ( 1.776) Loss 5.9951e-01 (6.1734e-01) Acc@1 91.80 ( 86.01) Acc@5 97.66 ( 97.73)
Test: [ 30/196] Time 1.405 ( 1.658) Loss 7.0111e-01 (5.8449e-01) Acc@1 86.33 ( 87.24) Acc@5 96.48 ( 97.90)
Test: [ 40/196] Time 1.410 ( 1.598) Loss 6.3284e-01 (6.3505e-01) Acc@1 84.77 ( 86.41) Acc@5 97.27 ( 97.72)
Test: [ 50/196] Time 1.436 ( 1.563) Loss 2.9359e-01 (6.3548e-01) Acc@1 91.80 ( 86.39) Acc@5 98.44 ( 97.81)
Test: [ 60/196] Time 1.415 ( 1.539) Loss 7.9863e-01 (6.6132e-01) Acc@1 83.20 ( 85.89) Acc@5 98.44 ( 97.81)
Test: [ 70/196] Time 1.415 ( 1.523) Loss 5.2815e-01 (6.4469e-01) Acc@1 84.38 ( 86.20) Acc@5 98.83 ( 97.97)
Test: [ 80/196] Time 1.436 ( 1.510) Loss 1.5031e+00 (6.7234e-01) Acc@1 70.31 ( 85.81) Acc@5 95.31 ( 97.79)
Test: [ 90/196] Time 1.437 ( 1.500) Loss 1.9102e+00 (7.1119e-01) Acc@1 63.28 ( 85.15) Acc@5 92.19 ( 97.57)
Test: [100/196] Time 1.417 ( 1.492) Loss 7.8826e-01 (7.4896e-01) Acc@1 81.64 ( 84.46) Acc@5 98.44 ( 97.34)
Test: [110/196] Time 1.437 ( 1.486) Loss 6.5294e-01 (7.6261e-01) Acc@1 88.67 ( 84.22) Acc@5 98.05 ( 97.21)
Test: [120/196] Time 1.417 ( 1.481) Loss 1.3365e+00 (7.7342e-01) Acc@1 79.30 ( 84.19) Acc@5 92.19 ( 97.10)
Test: [130/196] Time 1.418 ( 1.477) Loss 2.7800e-01 (7.9937e-01) Acc@1 92.19 ( 83.66) Acc@5 99.22 ( 96.93)
Test: [140/196] Time 1.421 ( 1.473) Loss 8.9998e-01 (8.1730e-01) Acc@1 81.64 ( 83.38) Acc@5 97.66 ( 96.88)
Test: [150/196] Time 1.440 ( 1.470) Loss 8.8850e-01 (8.3202e-01) Acc@1 85.55 ( 83.09) Acc@5 94.92 ( 96.74)
Test: [160/196] Time 1.419 ( 1.467) Loss 3.4630e-01 (8.3839e-01) Acc@1 92.97 ( 82.96) Acc@5 98.44 ( 96.68)
Test: [170/196] Time 1.441 ( 1.465) Loss 3.5175e-01 (8.5224e-01) Acc@1 89.06 ( 82.66) Acc@5 98.83 ( 96.60)
Test: [180/196] Time 1.421 ( 1.463) Loss 1.3991e+00 (8.6809e-01) Acc@1 73.05 ( 82.38) Acc@5 94.53 ( 96.51)
Test: [190/196] Time 1.419 ( 1.461) Loss 1.3609e+00 (8.8242e-01) Acc@1 67.97 ( 82.33) Acc@5 97.66 ( 96.53)
* Acc@1 82.436 Acc@5 96.552
Test: [ 0/196] Time 3.477 ( 3.477) Loss 4.7527e-01 (4.7527e-01) Acc@1 89.45 ( 89.45) Acc@5 98.44 ( 98.44)
Test: [ 10/196] Time 0.682 ( 0.956) Loss 8.9261e-01 (6.3254e-01) Acc@1 80.86 ( 86.04) Acc@5 95.70 ( 97.23)
Test: [ 20/196] Time 0.684 ( 0.826) Loss 6.7233e-01 (6.5074e-01) Acc@1 90.23 ( 85.49) Acc@5 97.66 ( 97.21)
Test: [ 30/196] Time 0.686 ( 0.781) Loss 8.1874e-01 (6.2646e-01) Acc@1 85.55 ( 86.61) Acc@5 95.70 ( 97.33)
Test: [ 40/196] Time 0.689 ( 0.758) Loss 7.6912e-01 (6.8436e-01) Acc@1 81.64 ( 85.57) Acc@5 95.70 ( 97.14)
Test: [ 50/196] Time 0.691 ( 0.745) Loss 3.4114e-01 (6.8707e-01) Acc@1 91.41 ( 85.45) Acc@5 98.05 ( 97.27)
Test: [ 60/196] Time 0.693 ( 0.736) Loss 9.4137e-01 (7.1020e-01) Acc@1 81.25 ( 84.91) Acc@5 97.27 ( 97.29)
Test: [ 70/196] Time 0.694 ( 0.730) Loss 5.4116e-01 (6.8780e-01) Acc@1 83.59 ( 85.30) Acc@5 99.22 ( 97.51)
Test: [ 80/196] Time 0.697 ( 0.726) Loss 1.6142e+00 (7.1319e-01) Acc@1 72.27 ( 84.97) Acc@5 95.31 ( 97.32)
Test: [ 90/196] Time 0.696 ( 0.723) Loss 1.9795e+00 (7.5153e-01) Acc@1 62.50 ( 84.30) Acc@5 92.97 ( 97.13)
Test: [100/196] Time 0.699 ( 0.720) Loss 8.1100e-01 (7.9187e-01) Acc@1 80.86 ( 83.53) Acc@5 96.88 ( 96.87)
Test: [110/196] Time 0.700 ( 0.718) Loss 6.6544e-01 (8.0488e-01) Acc@1 87.50 ( 83.33) Acc@5 97.27 ( 96.78)
Test: [120/196] Time 0.702 ( 0.717) Loss 1.3923e+00 (8.1680e-01) Acc@1 76.95 ( 83.23) Acc@5 91.41 ( 96.66)
Test: [130/196] Time 0.703 ( 0.716) Loss 2.8728e-01 (8.4375e-01) Acc@1 91.02 ( 82.70) Acc@5 99.61 ( 96.49)
Test: [140/196] Time 0.702 ( 0.715) Loss 9.3971e-01 (8.6305e-01) Acc@1 81.64 ( 82.41) Acc@5 97.27 ( 96.42)
Test: [150/196] Time 0.704 ( 0.714) Loss 8.9077e-01 (8.7604e-01) Acc@1 85.16 ( 82.15) Acc@5 94.14 ( 96.29)
Test: [160/196] Time 0.704 ( 0.713) Loss 3.3352e-01 (8.8050e-01) Acc@1 91.41 ( 82.04) Acc@5 98.44 ( 96.25)
Test: [170/196] Time 0.705 ( 0.713) Loss 4.2732e-01 (8.9533e-01) Acc@1 89.06 ( 81.75) Acc@5 98.44 ( 96.17)
Test: [180/196] Time 0.705 ( 0.712) Loss 1.2044e+00 (9.1001e-01) Acc@1 75.39 ( 81.47) Acc@5 96.09 ( 96.09)
Test: [190/196] Time 0.705 ( 0.712) Loss 1.4610e+00 (9.2504e-01) Acc@1 69.92 ( 81.40) Acc@5 96.48 ( 96.08)
* Acc@1 81.520 Acc@5 96.112
Test: [ 0/196] Time 2.972 ( 2.972) Loss 4.5834e-01 (4.5834e-01) Acc@1 91.41 ( 91.41) Acc@5 98.44 ( 98.44)
Test: [ 10/196] Time 0.194 ( 0.427) Loss 8.8206e-01 (6.2900e-01) Acc@1 80.08 ( 85.90) Acc@5 95.70 ( 97.30)
Test: [ 20/196] Time 0.291 ( 0.304) Loss 6.7802e-01 (6.4754e-01) Acc@1 90.23 ( 85.29) Acc@5 97.66 ( 97.21)
Test: [ 30/196] Time 0.144 ( 0.263) Loss 7.9438e-01 (6.2259e-01) Acc@1 85.94 ( 86.37) Acc@5 96.09 ( 97.38)
Test: [ 40/196] Time 0.263 ( 0.245) Loss 7.5554e-01 (6.8037e-01) Acc@1 82.42 ( 85.38) Acc@5 95.70 ( 97.17)
Test: [ 50/196] Time 0.145 ( 0.232) Loss 3.3836e-01 (6.8349e-01) Acc@1 91.41 ( 85.31) Acc@5 98.05 ( 97.30)
Test: [ 60/196] Time 0.258 ( 0.224) Loss 9.2939e-01 (7.0596e-01) Acc@1 81.25 ( 84.82) Acc@5 97.27 ( 97.32)
Test: [ 70/196] Time 0.147 ( 0.218) Loss 5.3358e-01 (6.8394e-01) Acc@1 83.59 ( 85.20) Acc@5 99.22 ( 97.55)
Test: [ 80/196] Time 0.300 ( 0.215) Loss 1.5985e+00 (7.0912e-01) Acc@1 71.48 ( 84.89) Acc@5 94.92 ( 97.36)
Test: [ 90/196] Time 0.165 ( 0.211) Loss 1.9600e+00 (7.4698e-01) Acc@1 62.89 ( 84.22) Acc@5 92.19 ( 97.16)
Test: [100/196] Time 0.258 ( 0.207) Loss 7.9871e-01 (7.8669e-01) Acc@1 80.86 ( 83.47) Acc@5 96.48 ( 96.87)
Test: [110/196] Time 0.163 ( 0.205) Loss 6.5883e-01 (8.0050e-01) Acc@1 87.50 ( 83.26) Acc@5 97.27 ( 96.78)
Test: [120/196] Time 0.203 ( 0.202) Loss 1.3898e+00 (8.1222e-01) Acc@1 75.78 ( 83.15) Acc@5 91.41 ( 96.65)
Test: [130/196] Time 0.146 ( 0.200) Loss 2.8764e-01 (8.3857e-01) Acc@1 91.02 ( 82.62) Acc@5 99.61 ( 96.49)
Test: [140/196] Time 0.190 ( 0.198) Loss 9.1512e-01 (8.5743e-01) Acc@1 81.64 ( 82.34) Acc@5 97.66 ( 96.43)
Test: [150/196] Time 0.189 ( 0.196) Loss 8.7663e-01 (8.6981e-01) Acc@1 85.55 ( 82.07) Acc@5 94.53 ( 96.31)
Test: [160/196] Time 0.192 ( 0.195) Loss 3.4019e-01 (8.7450e-01) Acc@1 91.41 ( 81.95) Acc@5 98.05 ( 96.27)
Test: [170/196] Time 0.145 ( 0.194) Loss 4.2087e-01 (8.8943e-01) Acc@1 89.06 ( 81.67) Acc@5 98.44 ( 96.17)
Test: [180/196] Time 0.146 ( 0.193) Loss 1.2045e+00 (9.0383e-01) Acc@1 74.61 ( 81.38) Acc@5 96.09 ( 96.10)
Test: [190/196] Time 0.146 ( 0.193) Loss 1.4455e+00 (9.1888e-01) Acc@1 69.53 ( 81.32) Acc@5 96.48 ( 96.09)
* Acc@1 81.440 Acc@5 96.122
Test: [ 0/196] Time 1.438 ( 1.438) Loss 3.9788e-01 (3.9788e-01) Acc@1 92.19 ( 92.19) Acc@5 98.83 ( 98.83)
Test: [ 10/196] Time 0.088 ( 0.262) Loss 8.6129e-01 (5.9844e-01) Acc@1 81.25 ( 85.97) Acc@5 94.92 ( 97.34)
Test: [ 20/196] Time 0.394 ( 0.234) Loss 5.8548e-01 (6.1092e-01) Acc@1 90.62 ( 85.42) Acc@5 97.66 ( 97.34)
Test: [ 30/196] Time 0.088 ( 0.212) Loss 6.8727e-01 (5.7613e-01) Acc@1 85.55 ( 86.61) Acc@5 96.09 ( 97.51)
Test: [ 40/196] Time 0.486 ( 0.210) Loss 6.5767e-01 (6.1504e-01) Acc@1 83.98 ( 85.58) Acc@5 96.09 ( 97.39)
Test: [ 50/196] Time 0.091 ( 0.201) Loss 3.5150e-01 (6.0748e-01) Acc@1 91.41 ( 85.67) Acc@5 98.05 ( 97.48)
Test: [ 60/196] Time 0.385 ( 0.199) Loss 7.6129e-01 (6.3103e-01) Acc@1 81.25 ( 85.07) Acc@5 96.88 ( 97.49)
Test: [ 70/196] Time 0.089 ( 0.195) Loss 5.5690e-01 (6.1278e-01) Acc@1 83.98 ( 85.45) Acc@5 99.22 ( 97.67)
Test: [ 80/196] Time 0.464 ( 0.195) Loss 1.2981e+00 (6.3479e-01) Acc@1 71.88 ( 85.16) Acc@5 94.14 ( 97.48)
Test: [ 90/196] Time 0.089 ( 0.192) Loss 1.6582e+00 (6.6830e-01) Acc@1 62.89 ( 84.46) Acc@5 93.75 ( 97.25)
Test: [100/196] Time 0.429 ( 0.192) Loss 6.8045e-01 (7.0026e-01) Acc@1 81.25 ( 83.71) Acc@5 96.88 ( 96.99)
Test: [110/196] Time 0.089 ( 0.190) Loss 5.5815e-01 (7.1266e-01) Acc@1 89.06 ( 83.53) Acc@5 96.88 ( 96.86)
Test: [120/196] Time 0.341 ( 0.190) Loss 1.2023e+00 (7.2295e-01) Acc@1 75.78 ( 83.45) Acc@5 92.19 ( 96.75)
Test: [130/196] Time 0.110 ( 0.189) Loss 2.7903e-01 (7.4513e-01) Acc@1 89.84 ( 82.93) Acc@5 99.22 ( 96.60)
Test: [140/196] Time 0.183 ( 0.188) Loss 8.0833e-01 (7.5996e-01) Acc@1 80.47 ( 82.70) Acc@5 97.27 ( 96.53)
Test: [150/196] Time 0.089 ( 0.187) Loss 8.3221e-01 (7.7488e-01) Acc@1 83.98 ( 82.39) Acc@5 94.14 ( 96.35)
Test: [160/196] Time 0.379 ( 0.187) Loss 3.9124e-01 (7.8135e-01) Acc@1 90.62 ( 82.26) Acc@5 97.27 ( 96.30)
Test: [170/196] Time 0.103 ( 0.187) Loss 4.3080e-01 (7.9498e-01) Acc@1 89.06 ( 81.98) Acc@5 98.44 ( 96.21)
Test: [180/196] Time 0.135 ( 0.186) Loss 9.4216e-01 (8.0894e-01) Acc@1 76.95 ( 81.67) Acc@5 96.88 ( 96.14)
Test: [190/196] Time 0.088 ( 0.186) Loss 1.2157e+00 (8.1549e-01) Acc@1 69.53 ( 81.61) Acc@5 97.27 ( 96.13)
* Acc@1 81.702 Acc@5 96.162
Test: [ 0/196] Time 1.415 ( 1.415) Loss 3.8323e-01 (3.8323e-01) Acc@1 90.23 ( 90.23) Acc@5 99.22 ( 99.22)
Test: [ 10/196] Time 0.089 ( 0.264) Loss 8.6448e-01 (5.9739e-01) Acc@1 81.25 ( 85.55) Acc@5 95.31 ( 97.30)
Test: [ 20/196] Time 0.416 ( 0.234) Loss 5.8879e-01 (6.1027e-01) Acc@1 90.23 ( 85.29) Acc@5 97.66 ( 97.43)
Test: [ 30/196] Time 0.088 ( 0.212) Loss 6.9124e-01 (5.7561e-01) Acc@1 86.72 ( 86.59) Acc@5 96.48 ( 97.51)
Test: [ 40/196] Time 0.449 ( 0.209) Loss 6.8183e-01 (6.1648e-01) Acc@1 83.59 ( 85.64) Acc@5 96.88 ( 97.38)
Test: [ 50/196] Time 0.088 ( 0.200) Loss 3.3351e-01 (6.0927e-01) Acc@1 92.19 ( 85.73) Acc@5 98.05 ( 97.46)
Test: [ 60/196] Time 0.409 ( 0.198) Loss 7.8129e-01 (6.3201e-01) Acc@1 81.25 ( 85.09) Acc@5 97.27 ( 97.47)
Test: [ 70/196] Time 0.089 ( 0.194) Loss 5.5974e-01 (6.1395e-01) Acc@1 84.38 ( 85.43) Acc@5 98.44 ( 97.63)
Test: [ 80/196] Time 0.469 ( 0.194) Loss 1.3128e+00 (6.3612e-01) Acc@1 73.05 ( 85.19) Acc@5 94.14 ( 97.44)
Test: [ 90/196] Time 0.088 ( 0.190) Loss 1.6791e+00 (6.7023e-01) Acc@1 64.45 ( 84.50) Acc@5 93.75 ( 97.24)
Test: [100/196] Time 0.294 ( 0.189) Loss 6.9019e-01 (7.0364e-01) Acc@1 80.08 ( 83.70) Acc@5 97.27 ( 96.94)
Test: [110/196] Time 0.090 ( 0.188) Loss 5.6252e-01 (7.1695e-01) Acc@1 86.72 ( 83.52) Acc@5 96.88 ( 96.80)
Test: [120/196] Time 0.203 ( 0.188) Loss 1.2245e+00 (7.2648e-01) Acc@1 75.78 ( 83.46) Acc@5 92.58 ( 96.70)
Test: [130/196] Time 0.108 ( 0.187) Loss 2.5387e-01 (7.4811e-01) Acc@1 91.41 ( 82.97) Acc@5 99.61 ( 96.56)
Test: [140/196] Time 0.139 ( 0.186) Loss 7.8910e-01 (7.6274e-01) Acc@1 81.25 ( 82.71) Acc@5 97.27 ( 96.52)
Test: [150/196] Time 0.088 ( 0.185) Loss 8.2756e-01 (7.7762e-01) Acc@1 82.81 ( 82.41) Acc@5 94.53 ( 96.37)
Test: [160/196] Time 0.291 ( 0.184) Loss 3.6995e-01 (7.8373e-01) Acc@1 90.23 ( 82.28) Acc@5 97.27 ( 96.31)
Test: [170/196] Time 0.089 ( 0.184) Loss 4.0839e-01 (7.9688e-01) Acc@1 89.45 ( 82.01) Acc@5 98.44 ( 96.22)
Test: [180/196] Time 0.220 ( 0.183) Loss 9.3844e-01 (8.1054e-01) Acc@1 76.17 ( 81.72) Acc@5 96.88 ( 96.14)
Test: [190/196] Time 0.089 ( 0.183) Loss 1.2494e+00 (8.1682e-01) Acc@1 69.14 ( 81.65) Acc@5 96.88 ( 96.13)
* Acc@1 81.748 Acc@5 96.166
Test: [ 0/196] Time 1.330 ( 1.330) Loss 3.9969e-01 (3.9969e-01) Acc@1 91.02 ( 91.02) Acc@5 99.22 ( 99.22)
Test: [ 10/196] Time 0.090 ( 0.269) Loss 8.5212e-01 (5.9335e-01) Acc@1 81.25 ( 86.01) Acc@5 95.31 ( 97.37)
Test: [ 20/196] Time 0.406 ( 0.239) Loss 5.6507e-01 (6.0948e-01) Acc@1 90.62 ( 85.40) Acc@5 97.27 ( 97.36)
Test: [ 30/196] Time 0.089 ( 0.214) Loss 6.9770e-01 (5.7714e-01) Acc@1 85.16 ( 86.53) Acc@5 96.09 ( 97.45)
Test: [ 40/196] Time 0.446 ( 0.211) Loss 6.9912e-01 (6.1686e-01) Acc@1 83.20 ( 85.59) Acc@5 96.48 ( 97.31)
Test: [ 50/196] Time 0.109 ( 0.203) Loss 3.3754e-01 (6.0866e-01) Acc@1 92.19 ( 85.71) Acc@5 98.05 ( 97.42)
Test: [ 60/196] Time 0.381 ( 0.200) Loss 7.5044e-01 (6.3092e-01) Acc@1 81.64 ( 85.12) Acc@5 97.66 ( 97.46)
Test: [ 70/196] Time 0.091 ( 0.196) Loss 5.6149e-01 (6.1246e-01) Acc@1 83.20 ( 85.42) Acc@5 98.83 ( 97.66)
Test: [ 80/196] Time 0.413 ( 0.196) Loss 1.3271e+00 (6.3436e-01) Acc@1 71.09 ( 85.10) Acc@5 94.92 ( 97.50)
Test: [ 90/196] Time 0.110 ( 0.192) Loss 1.6551e+00 (6.6904e-01) Acc@1 64.45 ( 84.43) Acc@5 94.53 ( 97.29)
Test: [100/196] Time 0.407 ( 0.191) Loss 6.9790e-01 (7.0235e-01) Acc@1 80.08 ( 83.61) Acc@5 97.27 ( 97.03)
Test: [110/196] Time 0.090 ( 0.189) Loss 5.5995e-01 (7.1473e-01) Acc@1 86.72 ( 83.44) Acc@5 97.27 ( 96.90)
Test: [120/196] Time 0.333 ( 0.188) Loss 1.2059e+00 (7.2535e-01) Acc@1 76.17 ( 83.35) Acc@5 91.80 ( 96.77)
Test: [130/196] Time 0.089 ( 0.186) Loss 2.8905e-01 (7.4758e-01) Acc@1 89.45 ( 82.80) Acc@5 99.22 ( 96.60)
Test: [140/196] Time 0.362 ( 0.186) Loss 8.0112e-01 (7.6202e-01) Acc@1 80.47 ( 82.57) Acc@5 97.27 ( 96.53)
Test: [150/196] Time 0.090 ( 0.185) Loss 8.3108e-01 (7.7691e-01) Acc@1 83.98 ( 82.28) Acc@5 94.53 ( 96.38)
Test: [160/196] Time 0.397 ( 0.185) Loss 3.7156e-01 (7.8349e-01) Acc@1 89.84 ( 82.12) Acc@5 97.27 ( 96.32)
Test: [170/196] Time 0.089 ( 0.184) Loss 4.0384e-01 (7.9690e-01) Acc@1 89.45 ( 81.86) Acc@5 98.44 ( 96.22)
Test: [180/196] Time 0.307 ( 0.184) Loss 9.6889e-01 (8.1081e-01) Acc@1 77.73 ( 81.58) Acc@5 95.70 ( 96.14)
Test: [190/196] Time 0.089 ( 0.184) Loss 1.2080e+00 (8.1757e-01) Acc@1 70.31 ( 81.52) Acc@5 96.48 ( 96.13)
* Acc@1 81.610 Acc@5 96.160