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  • tensorflow查看ckpt各节点名称

    from tensorflow.python import pywrap_tensorflow
    import os

    checkpoint_path=os.path.join('output/res101/voc_2007_trainval+voc_2012_trainval/default/res101_faster_rcnn_iter_110000.ckpt')
    reader=pywrap_tensorflow.NewCheckpointReader(checkpoint_path)
    var_to_shape_map=reader.get_variable_to_shape_map()
    for key in var_to_shape_map:
    print ('tensor_name: ',key)

    ==================================================================

    tensor_name:  resnet_v1_101/rpn_conv/3x3/weights/Momentum
    tensor_name:  resnet_v1_101/rpn_cls_score/weights/Momentum
    tensor_name:  resnet_v1_101/rpn_bbox_pred/weights/Momentum
    tensor_name:  resnet_v1_101/rpn_bbox_pred/biases/Momentum
    tensor_name:  resnet_v1_101/rpn_bbox_pred/biases
    tensor_name:  resnet_v1_101/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/cls_score/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/shortcut/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/shortcut/weights
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/shortcut/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/shortcut/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/rpn_cls_score/biases
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/rpn_cls_score/weights
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/rpn_conv/3x3/biases
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_6/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block3/unit_8/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/cls_score/biases/Momentum
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_3/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_23/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_22/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block1/unit_1/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block2/unit_1/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/cls_score/weights
    tensor_name:  resnet_v1_101/block3/unit_10/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_10/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_10/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_2/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_17/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_16/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_4/bottleneck_v1/conv3/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block1/unit_3/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_10/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_15/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_2/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_14/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_2/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_10/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_22/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block2/unit_4/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_20/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv2/weights
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block2/unit_4/bottleneck_v1/conv3/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_14/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block1/unit_1/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block2/unit_4/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block4/unit_1/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block2/unit_4/bottleneck_v1/conv2/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_15/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_16/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block2/unit_3/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block2/unit_4/bottleneck_v1/conv1/weights
    tensor_name:  resnet_v1_101/block2/unit_4/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_16/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_18/bottleneck_v1/conv1/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv1/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_16/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv2/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_3/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv1/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block2/unit_4/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_5/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block2/unit_3/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block3/unit_11/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block3/unit_1/bottleneck_v1/conv3/BatchNorm/moving_mean
    tensor_name:  resnet_v1_101/block3/unit_20/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv2/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block3/unit_7/bottleneck_v1/conv1/weights/Momentum
    tensor_name:  resnet_v1_101/block2/unit_3/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/bbox_pred/biases/Momentum
    tensor_name:  resnet_v1_101/block3/unit_9/bottleneck_v1/conv3/BatchNorm/moving_variance
    tensor_name:  resnet_v1_101/block2/unit_3/bottleneck_v1/conv2/weights/Momentum
    tensor_name:  resnet_v1_101/block2/unit_3/bottleneck_v1/conv2/BatchNorm/gamma
    tensor_name:  resnet_v1_101/block2/unit_3/bottleneck_v1/conv1/BatchNorm/beta
    tensor_name:  resnet_v1_101/block3/unit_21/bottleneck_v1/conv3/weights/Momentum
    tensor_name:  resnet_v1_101/block3/unit_10/bottleneck_v1/conv3/weights
    tensor_name:  resnet_v1_101/block3/unit_12/bottleneck_v1/conv2/BatchNorm/moving_variance
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  • 原文地址:https://www.cnblogs.com/herd/p/10875539.html
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