vision-bnn-benchmarks-hf
/
checkpoints
/shallow010_naslarge_2b8b_wSAM
/statistics_hardware_checkpoint
Top: | |
epoch | |
extras | |
state_dict | |
arch | |
------------------------------------- | |
arch: ai85nascifarnet | |
------------------------------------- | |
extras: {'best epoch': 123456789, 'best_top1': 66.38000011444092, 'clipping_method': 'MAX_BIT_SHIFT', 'current_top1': 66.38000011444092} | |
------------------------------------- | |
state_dict: | |
conv1_1 | |
output_shift: [-1.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [8.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 128 , [128] | |
# of unique elements: 126 | |
min, max, mean: -3721.0 , 3012.0 , 187.64062 | |
weight | |
total # of elements, shape: 3456 , [128, 3, 3, 3] | |
# of unique elements: 243 | |
min, max, mean: -128.0 , 127.0 , -0.21961805 | |
conv1_2 | |
output_shift: [-1.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 128 , [128] | |
# of unique elements: 77 | |
min, max, mean: -211.0 , 155.0 , 60.53125 | |
weight | |
total # of elements, shape: 16384 , [128, 128, 1, 1] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.06359863 | |
conv1_3 | |
output_shift: [-3.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 256 , [256] | |
# of unique elements: 119 | |
min, max, mean: -256.0 , 255.0 , 70.70703 | |
weight | |
total # of elements, shape: 294912 , [256, 128, 3, 3] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.04927911 | |
conv2_1 | |
output_shift: [-4.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 128 , [128] | |
# of unique elements: 29 | |
min, max, mean: -256.0 , 255.0 , 91.296875 | |
weight | |
total # of elements, shape: 294912 , [128, 256, 3, 3] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.016855875 | |
conv2_2 | |
output_shift: [-1.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 128 , [128] | |
# of unique elements: 107 | |
min, max, mean: -256.0 , 255.0 , 44.96875 | |
weight | |
total # of elements, shape: 16384 , [128, 128, 1, 1] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.095703125 | |
conv3_1 | |
output_shift: [-4.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 64 , [64] | |
# of unique elements: 7 | |
min, max, mean: -256.0 , 255.0 , 6.1875 | |
weight | |
total # of elements, shape: 73728 , [64, 128, 3, 3] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.0012207031 | |
conv3_2 | |
output_shift: [-1.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 256 , [256] | |
# of unique elements: 168 | |
min, max, mean: -174.0 , 226.0 , 39.132812 | |
weight | |
total # of elements, shape: 16384 , [256, 64, 1, 1] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.14996338 | |
conv4_1 | |
output_shift: [-4.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 128 , [128] | |
# of unique elements: 21 | |
min, max, mean: -256.0 , 255.0 , 20.890625 | |
weight | |
total # of elements, shape: 294912 , [128, 256, 3, 3] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.021979438 | |
conv4_2 | |
output_shift: [-3.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 64 , [64] | |
# of unique elements: 32 | |
min, max, mean: -256.0 , 255.0 , 128.625 | |
weight | |
total # of elements, shape: 73728 , [64, 128, 3, 3] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.06121148 | |
conv5_1 | |
output_shift: [-1.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [2.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 128 , [128] | |
# of unique elements: 104 | |
min, max, mean: -144.0 , 226.0 , 44.359375 | |
weight | |
total # of elements, shape: 8192 , [128, 64, 1, 1] | |
# of unique elements: 4 | |
min, max, mean: -2.0 , 1.0 , -0.03479004 | |
fc | |
output_shift: [1.] | |
adjust_output_shift: [0.] | |
quantize_activation: [1.] | |
shift_quantile: [0.985] | |
weight bits: [8.] | |
bias_bits: [8.] | |
bias | |
total # of elements, shape: 100 , [100] | |
# of unique elements: 100 | |
min, max, mean: -2166.0 , 2597.0 , -23.7 | |
weight | |
total # of elements, shape: 51200 , [100, 512] | |
# of unique elements: 241 | |
min, max, mean: -128.0 , 125.0 , -14.603789 | |