Created by: L-lei

问题：请问我怎样可以导出推理模型呢？

下面列出一些版本与错误信息 python版本：3.5 paddleslim版本: 1.1.1 paddlepaddle版本：1.8.3.post107

使用模型deeplabv3p_xception65_optic剪裁训练输出 epoch=100 step=4760 lr=0.00004 loss=0.0572 step/sec=6.184 | ETA 00:00:06 epoch=100 step=4770 lr=0.00004 loss=0.0587 step/sec=6.321 | ETA 00:00:04 epoch=100 step=4780 lr=0.00004 loss=0.0563 step/sec=6.432 | ETA 00:00:03 epoch=100 step=4790 lr=0.00003 loss=0.0652 step/sec=6.317 | ETA 00:00:01 epoch=100 step=4800 lr=0.00003 loss=0.0633 step/sec=6.357 | ETA 00:00:00 最后得到params文件大小4.9M 直接用pdseg下面export_model.py导出中间也没报错，在推理的时候报错 InvalidArgumentError: The number of input's channels should be equal to filter's channels * groups for Op(Conv). But received: the input's channels is 6, the input's shape is [1, 6, 256, 256]; the filter's channels is 1, the filter's shape is [6, 1, 3, 3]; the groups is 64, the data_format is NCHW. The error may come from wrong data_format setting. [Hint: Expected input_channels == filter_dims[1] * groups, but received input_channels:6 != filter_dims[1] * groups:64.] at (/paddle/paddle/fluid/operators/conv_op.cc:94) [operator < depthwise_conv2d > error]

后来我尝试修改export_model.py文件在pruner.prune中报错 InvalidArgumentError: The number of input's channels should be equal to filter's channels * groups for Op(Conv). But received: the input's channels is 6, the input's shape is [-1, 6, 256, 256]; the filter's channels is 1, the filter's shape is [-52, 1, 3, 3]; the groups is -52, the data_format is NCHW. The error may come from wrong data_format setting. [Hint: Expected input_channels == filter_dims[1] * groups, but received input_channels:6 != filter_dims[1] * groups:-52.] at (/paddle/paddle/fluid/operators/conv_op.cc:94) [operator < depthwise_conv2d > error] 是在执行infer_shape中的[xception_65/entry_flow/block1/separable_conv1/depthwise/weights, relu_2.tmp_0]出现

下面是选择裁剪的卷积处理 pruned_params = [] pruned_ratios = [] for x in infer_prog.list_vars(): if isinstance(x, fluid.framework.Parameter): k=x.name if 'weights' in k: if 'conv1/weights' in k or 'conv2/weights' in k or 'entry_flow' in k or 'middle_flow' in k or 'exit_flow' in k \ : pruned_params.append(k) if 'shortcut' in k: pruned_ratios.append(0.2) else: pruned_ratios.append(0.9)

附带所有卷积参数： xception_65/entry_flow/conv1/weights (32, 3, 3, 3) xception_65/entry_flow/conv1/BatchNorm/gamma (32,) xception_65/entry_flow/conv1/BatchNorm/beta (32,) xception_65/entry_flow/conv1/BatchNorm/moving_mean (32,) xception_65/entry_flow/conv1/BatchNorm/moving_variance (32,) xception_65/entry_flow/conv2/weights (64, 32, 3, 3) xception_65/entry_flow/conv2/BatchNorm/gamma (64,) xception_65/entry_flow/conv2/BatchNorm/beta (64,) xception_65/entry_flow/conv2/BatchNorm/moving_mean (64,) xception_65/entry_flow/conv2/BatchNorm/moving_variance (64,) xception_65/entry_flow/block1/separable_conv1/depthwise/weights (64, 1, 3, 3) xception_65/entry_flow/block1/separable_conv1/depthwise/BatchNorm/gamma (64,) xception_65/entry_flow/block1/separable_conv1/depthwise/BatchNorm/beta (64,) xception_65/entry_flow/block1/separable_conv1/depthwise/BatchNorm/moving_mean (64,) xception_65/entry_flow/block1/separable_conv1/depthwise/BatchNorm/moving_variance (64,) xception_65/entry_flow/block1/separable_conv1/pointwise/weights (128, 64, 1, 1) xception_65/entry_flow/block1/separable_conv1/pointwise/BatchNorm/gamma (128,) xception_65/entry_flow/block1/separable_conv1/pointwise/BatchNorm/beta (128,) xception_65/entry_flow/block1/separable_conv1/pointwise/BatchNorm/moving_mean (128,) xception_65/entry_flow/block1/separable_conv1/pointwise/BatchNorm/moving_variance (128,) xception_65/entry_flow/block1/separable_conv2/depthwise/weights (128, 1, 3, 3) xception_65/entry_flow/block1/separable_conv2/depthwise/BatchNorm/gamma (128,) xception_65/entry_flow/block1/separable_conv2/depthwise/BatchNorm/beta (128,) xception_65/entry_flow/block1/separable_conv2/depthwise/BatchNorm/moving_mean (128,) xception_65/entry_flow/block1/separable_conv2/depthwise/BatchNorm/moving_variance (128,) xception_65/entry_flow/block1/separable_conv2/pointwise/weights (128, 128, 1, 1) xception_65/entry_flow/block1/separable_conv2/pointwise/BatchNorm/gamma (128,) xception_65/entry_flow/block1/separable_conv2/pointwise/BatchNorm/beta (128,) xception_65/entry_flow/block1/separable_conv2/pointwise/BatchNorm/moving_mean (128,) xception_65/entry_flow/block1/separable_conv2/pointwise/BatchNorm/moving_variance (128,) xception_65/entry_flow/block1/separable_conv3/depthwise/weights (128, 1, 3, 3) xception_65/entry_flow/block1/separable_conv3/depthwise/BatchNorm/gamma (128,) xception_65/entry_flow/block1/separable_conv3/depthwise/BatchNorm/beta (128,) xception_65/entry_flow/block1/separable_conv3/depthwise/BatchNorm/moving_mean (128,) xception_65/entry_flow/block1/separable_conv3/depthwise/BatchNorm/moving_variance (128,) xception_65/entry_flow/block1/separable_conv3/pointwise/weights (128, 128, 1, 1) xception_65/entry_flow/block1/separable_conv3/pointwise/BatchNorm/gamma (128,) xception_65/entry_flow/block1/separable_conv3/pointwise/BatchNorm/beta (128,) xception_65/entry_flow/block1/separable_conv3/pointwise/BatchNorm/moving_mean (128,) xception_65/entry_flow/block1/separable_conv3/pointwise/BatchNorm/moving_variance (128,) xception_65/entry_flow/block1/shortcut/weights (128, 64, 1, 1) xception_65/entry_flow/block1/shortcut/BatchNorm/gamma (128,) xception_65/entry_flow/block1/shortcut/BatchNorm/beta (128,) xception_65/entry_flow/block1/shortcut/BatchNorm/moving_mean (128,) xception_65/entry_flow/block1/shortcut/BatchNorm/moving_variance (128,) xception_65/entry_flow/block2/separable_conv1/depthwise/weights (128, 1, 3, 3) xception_65/entry_flow/block2/separable_conv1/depthwise/BatchNorm/gamma (128,) xception_65/entry_flow/block2/separable_conv1/depthwise/BatchNorm/beta (128,) xception_65/entry_flow/block2/separable_conv1/depthwise/BatchNorm/moving_mean (128,) xception_65/entry_flow/block2/separable_conv1/depthwise/BatchNorm/moving_variance (128,) xception_65/entry_flow/block2/separable_conv1/pointwise/weights (256, 128, 1, 1) xception_65/entry_flow/block2/separable_conv1/pointwise/BatchNorm/gamma (256,) xception_65/entry_flow/block2/separable_conv1/pointwise/BatchNorm/beta (256,) xception_65/entry_flow/block2/separable_conv1/pointwise/BatchNorm/moving_mean (256,) xception_65/entry_flow/block2/separable_conv1/pointwise/BatchNorm/moving_variance (256,) xception_65/entry_flow/block2/separable_conv2/depthwise/weights (256, 1, 3, 3) xception_65/entry_flow/block2/separable_conv2/depthwise/BatchNorm/gamma (256,) xception_65/entry_flow/block2/separable_conv2/depthwise/BatchNorm/beta (256,) xception_65/entry_flow/block2/separable_conv2/depthwise/BatchNorm/moving_mean (256,) xception_65/entry_flow/block2/separable_conv2/depthwise/BatchNorm/moving_variance (256,) xception_65/entry_flow/block2/separable_conv2/pointwise/weights (256, 256, 1, 1) xception_65/entry_flow/block2/separable_conv2/pointwise/BatchNorm/gamma (256,) xception_65/entry_flow/block2/separable_conv2/pointwise/BatchNorm/beta (256,) xception_65/entry_flow/block2/separable_conv2/pointwise/BatchNorm/moving_mean (256,) xception_65/entry_flow/block2/separable_conv2/pointwise/BatchNorm/moving_variance (256,) xception_65/entry_flow/block2/separable_conv3/depthwise/weights (256, 1, 3, 3) xception_65/entry_flow/block2/separable_conv3/depthwise/BatchNorm/gamma (256,) xception_65/entry_flow/block2/separable_conv3/depthwise/BatchNorm/beta (256,) xception_65/entry_flow/block2/separable_conv3/depthwise/BatchNorm/moving_mean (256,) xception_65/entry_flow/block2/separable_conv3/depthwise/BatchNorm/moving_variance (256,) xception_65/entry_flow/block2/separable_conv3/pointwise/weights (256, 256, 1, 1) xception_65/entry_flow/block2/separable_conv3/pointwise/BatchNorm/gamma (256,) xception_65/entry_flow/block2/separable_conv3/pointwise/BatchNorm/beta (256,) xception_65/entry_flow/block2/separable_conv3/pointwise/BatchNorm/moving_mean (256,) xception_65/entry_flow/block2/separable_conv3/pointwise/BatchNorm/moving_variance (256,) xception_65/entry_flow/block2/shortcut/weights (256, 128, 1, 1) xception_65/entry_flow/block2/shortcut/BatchNorm/gamma (256,) xception_65/entry_flow/block2/shortcut/BatchNorm/beta (256,) xception_65/entry_flow/block2/shortcut/BatchNorm/moving_mean (256,) xception_65/entry_flow/block2/shortcut/BatchNorm/moving_variance (256,) xception_65/entry_flow/block3/separable_conv1/depthwise/weights (256, 1, 3, 3) xception_65/entry_flow/block3/separable_conv1/depthwise/BatchNorm/gamma (256,) xception_65/entry_flow/block3/separable_conv1/depthwise/BatchNorm/beta (256,) xception_65/entry_flow/block3/separable_conv1/depthwise/BatchNorm/moving_mean (256,) xception_65/entry_flow/block3/separable_conv1/depthwise/BatchNorm/moving_variance (256,) xception_65/entry_flow/block3/separable_conv1/pointwise/weights (728, 256, 1, 1) xception_65/entry_flow/block3/separable_conv1/pointwise/BatchNorm/gamma (728,) xception_65/entry_flow/block3/separable_conv1/pointwise/BatchNorm/beta (728,) xception_65/entry_flow/block3/separable_conv1/pointwise/BatchNorm/moving_mean (728,) xception_65/entry_flow/block3/separable_conv1/pointwise/BatchNorm/moving_variance (728,) xception_65/entry_flow/block3/separable_conv2/depthwise/weights (728, 1, 3, 3) xception_65/entry_flow/block3/separable_conv2/depthwise/BatchNorm/gamma (728,) xception_65/entry_flow/block3/separable_conv2/depthwise/BatchNorm/beta (728,) xception_65/entry_flow/block3/separable_conv2/depthwise/BatchNorm/moving_mean (728,) xception_65/entry_flow/block3/separable_conv2/depthwise/BatchNorm/moving_variance (728,) xception_65/entry_flow/block3/separable_conv2/pointwise/weights (728, 728, 1, 1) xception_65/entry_flow/block3/separable_conv2/pointwise/BatchNorm/gamma (728,) xception_65/entry_flow/block3/separable_conv2/pointwise/BatchNorm/beta (728,) xception_65/entry_flow/block3/separable_conv2/pointwise/BatchNorm/moving_mean (728,) xception_65/entry_flow/block3/separable_conv2/pointwise/BatchNorm/moving_variance (728,) xception_65/entry_flow/block3/separable_conv3/depthwise/weights (728, 1, 3, 3) xception_65/entry_flow/block3/separable_conv3/depthwise/BatchNorm/gamma (728,) xception_65/entry_flow/block3/separable_conv3/depthwise/BatchNorm/beta (728,) xception_65/entry_flow/block3/separable_conv3/depthwise/BatchNorm/moving_mean (728,) xception_65/entry_flow/block3/separable_conv3/depthwise/BatchNorm/moving_variance (728,) xception_65/entry_flow/block3/separable_conv3/pointwise/weights (728, 728, 1, 1) xception_65/entry_flow/block3/separable_conv3/pointwise/BatchNorm/gamma (728,) xception_65/entry_flow/block3/separable_conv3/pointwise/BatchNorm/beta (728,) xception_65/entry_flow/block3/separable_conv3/pointwise/BatchNorm/moving_mean (728,) xception_65/entry_flow/block3/separable_conv3/pointwise/BatchNorm/moving_variance (728,) xception_65/entry_flow/block3/shortcut/weights (728, 256, 1, 1) xception_65/entry_flow/block3/shortcut/BatchNorm/gamma (728,) xception_65/entry_flow/block3/shortcut/BatchNorm/beta (728,) xception_65/entry_flow/block3/shortcut/BatchNorm/moving_mean (728,) xception_65/entry_flow/block3/shortcut/BatchNorm/moving_variance (728,) xception_65/middle_flow/block1/separable_conv1/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block1/separable_conv1/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block1/separable_conv1/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block1/separable_conv1/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block1/separable_conv1/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block1/separable_conv1/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block1/separable_conv1/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block1/separable_conv1/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block1/separable_conv1/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block1/separable_conv1/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block1/separable_conv2/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block1/separable_conv2/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block1/separable_conv2/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block1/separable_conv2/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block1/separable_conv2/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block1/separable_conv2/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block1/separable_conv2/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block1/separable_conv2/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block1/separable_conv2/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block1/separable_conv2/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block1/separable_conv3/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block1/separable_conv3/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block1/separable_conv3/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block1/separable_conv3/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block1/separable_conv3/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block1/separable_conv3/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block1/separable_conv3/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block1/separable_conv3/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block1/separable_conv3/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block1/separable_conv3/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block2/separable_conv1/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block2/separable_conv1/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block2/separable_conv1/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block2/separable_conv1/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block2/separable_conv1/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block2/separable_conv1/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block2/separable_conv1/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block2/separable_conv1/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block2/separable_conv1/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block2/separable_conv1/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block2/separable_conv2/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block2/separable_conv2/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block2/separable_conv2/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block2/separable_conv2/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block2/separable_conv2/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block2/separable_conv2/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block2/separable_conv2/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block2/separable_conv2/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block2/separable_conv2/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block2/separable_conv2/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block2/separable_conv3/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block2/separable_conv3/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block2/separable_conv3/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block2/separable_conv3/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block2/separable_conv3/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block2/separable_conv3/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block2/separable_conv3/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block2/separable_conv3/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block2/separable_conv3/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block2/separable_conv3/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block3/separable_conv1/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block3/separable_conv1/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block3/separable_conv1/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block3/separable_conv1/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block3/separable_conv1/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block3/separable_conv1/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block3/separable_conv1/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block3/separable_conv1/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block3/separable_conv1/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block3/separable_conv1/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block3/separable_conv2/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block3/separable_conv2/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block3/separable_conv2/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block3/separable_conv2/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block3/separable_conv2/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block3/separable_conv2/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block3/separable_conv2/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block3/separable_conv2/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block3/separable_conv2/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block3/separable_conv2/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block3/separable_conv3/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block3/separable_conv3/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block3/separable_conv3/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block3/separable_conv3/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block3/separable_conv3/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block3/separable_conv3/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block3/separable_conv3/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block3/separable_conv3/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block3/separable_conv3/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block3/separable_conv3/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block4/separable_conv1/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block4/separable_conv1/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block4/separable_conv1/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block4/separable_conv1/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block4/separable_conv1/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block4/separable_conv1/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block4/separable_conv1/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block4/separable_conv1/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block4/separable_conv1/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block4/separable_conv1/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block4/separable_conv2/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block4/separable_conv2/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block4/separable_conv2/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block4/separable_conv2/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block4/separable_conv2/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block4/separable_conv2/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block4/separable_conv2/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block4/separable_conv2/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block4/separable_conv2/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block4/separable_conv2/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block4/separable_conv3/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block4/separable_conv3/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block4/separable_conv3/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block4/separable_conv3/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block4/separable_conv3/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block4/separable_conv3/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block4/separable_conv3/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block4/separable_conv3/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block4/separable_conv3/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block4/separable_conv3/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block5/separable_conv1/depthwise/weights (728, 1, 3, 3) xception_65/middle_flow/block5/separable_conv1/depthwise/BatchNorm/gamma (728,) xception_65/middle_flow/block5/separable_conv1/depthwise/BatchNorm/beta (728,) xception_65/middle_flow/block5/separable_conv1/depthwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block5/separable_conv1/depthwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block5/separable_conv1/pointwise/weights (728, 728, 1, 1) xception_65/middle_flow/block5/separable_conv1/pointwise/BatchNorm/gamma (728,) xception_65/middle_flow/block5/separable_conv1/pointwise/BatchNorm/beta (728,) xception_65/middle_flow/block5/separable_conv1/pointwise/BatchNorm/moving_mean (728,) xception_65/middle_flow/block5/separable_conv1/pointwise/BatchNorm/moving_variance (728,) xception_65/middle_flow/block5/separable_conv2/depthwise/weights (728, 1, 3, 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