batchnorm.py

import tensorflow as tf
from tensorflow.python import control_flow_ops

# from http://stackoverflow.com/a/34634291
def batch_norm(x, n_out, phase_train, scope='bn', affine=True):
    """
    Batch normalization on convolutional maps.
    Args:
        x:           Tensor, 4D BHWD input maps
        n_out:       integer, depth of input maps
        phase_train: boolean tf.Variable, true indicates training phase
        scope:       string, variable scope
        affine:      whether to affine-transform outputs
    Return:
        normed:      batch-normalized maps
    """
    with tf.variable_scope(scope):
        beta = tf.Variable(tf.constant(0.0, shape=[n_out]),
                           name='beta', trainable=True)
        gamma = tf.Variable(tf.constant(1.0, shape=[n_out]),
                            name='gamma', trainable=affine)

        batch_mean, batch_var = tf.nn.moments(x, [0, 1, 2], name='moments')
        ema = tf.train.ExponentialMovingAverage(decay=0.99)
        ema_apply_op = ema.apply([batch_mean, batch_var])
        ema_mean, ema_var = ema.average(batch_mean), ema.average(batch_var)

        def mean_var_with_update():
            with tf.control_dependencies([ema_apply_op]):
                return tf.identity(batch_mean), tf.identity(batch_var)

        mean, var = control_flow_ops.cond(phase_train,
                                          mean_var_with_update,
                                          lambda: (ema_mean, ema_var))

        normed = tf.nn.batch_norm_with_global_normalization(x, mean, var,
                                                            beta, gamma, 1e-3, affine)
    return normed

clipopt.py

import tensorflow as tf


class ClippedGDOptimizer(tf.train.MomentumOptimizer):
    def compute_gradients(self, *args, **kwargs):
        # Get unclipped gradients from the base class.
        # `grads_and_vars` will be a list of (Tensor, Variable) pairs.
        grads_and_vars = super(ClippedGDOptimizer, self).compute_gradients(
            *args, **kwargs)

        # Return the gradients clipped to [0, \infty).
        with tf.variable_scope("clipper"):
            return [(tf.clip_by_value(g, -1.0, 1.0), v)
                    for g, v in grads_and_vars]

full_trace.txt

thouis@gpu1:/data/Ray/policy_network/gpu$ sh train.sh
I tensorflow/stream_executor/dso_loader.cc:108] successfully opened CUDA library libcublas.so locally
I tensorflow/stream_executor/dso_loader.cc:108] successfully opened CUDA library libcudnn.so locally
I tensorflow/stream_executor/dso_loader.cc:108] successfully opened CUDA library libcufft.so locally
I tensorflow/stream_executor/dso_loader.cc:108] successfully opened CUDA library libcuda.so locally
I tensorflow/stream_executor/dso_loader.cc:108] successfully opened CUDA library libcurand.so locally
I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:922] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
I tensorflow/core/common_runtime/gpu/gpu_init.cc:102] Found device 0 with properties: 
name: GeForce GTX TITAN X
major: 5 minor: 2 memoryClockRate (GHz) 1.2155
pciBusID 0000:05:00.0
Total memory: 12.00GiB
Free memory: 11.87GiB
I tensorflow/core/common_runtime/gpu/gpu_init.cc:126] DMA: 0 
I tensorflow/core/common_runtime/gpu/gpu_init.cc:136] 0:   Y 
I tensorflow/core/common_runtime/gpu/gpu_device.cc:782] Creating TensorFlow device (/gpu:0) -> (device: 0, name: GeForce GTX TITAN X, pci bus id: 0000:05:00.0)
Device mapping:
/job:localhost/replica:0/task:0/gpu:0 -> device: 0, name: GeForce GTX TITAN X, pci bus id: 0000:05:00.0
I tensorflow/core/common_runtime/direct_session.cc:175] Device mapping:
/job:localhost/replica:0/task:0/gpu:0 -> device: 0, name: GeForce GTX TITAN X, pci bus id: 0000:05:00.0

16 modules
save/restore_slice_314/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_314/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_314/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_314/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_313/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_313/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_313/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_313/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_312/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_312/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_312/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_312/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_311/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_311/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_311/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_311/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_310/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_310/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_310/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_310/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_309/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_309/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_309/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_309/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_308/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_308/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_308/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_308/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_307/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_307/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_307/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_307/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_306/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_306/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_306/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_306/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_305/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_305/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_305/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_305/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_304/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_304/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_304/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_304/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_303/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_303/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_303/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_303/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_302/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_302/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_302/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_302/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_301/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_301/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_301/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_301/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_300/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_300/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_300/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_300/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_299/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_299/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_299/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_299/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_298/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_298/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_298/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_298/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_297/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_297/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_297/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_297/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_296/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_296/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_296/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_296/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_295/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_295/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_295/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_295/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_294/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_294/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_294/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_294/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_293/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_293/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_293/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_293/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_292/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_292/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_292/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_292/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_291/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_291/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_291/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_291/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_290/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_290/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_290/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_290/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_289/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_289/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_289/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_289/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_288/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_288/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_288/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_288/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_287/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_287/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_287/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_287/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_286/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_286/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_286/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_286/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_285/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_285/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_285/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_285/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_284/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_284/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_284/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_284/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_283/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_283/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_283/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_283/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_282/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_282/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_282/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_282/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_281/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_281/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_281/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_281/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_280/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_280/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_280/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_280/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_279/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_279/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_279/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_279/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_278/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_278/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_278/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_278/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_277/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_277/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_277/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_277/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_276/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_276/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_276/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_276/tensor_name: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_275/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_275/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
save/restore_slice_275/tensor_name: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_275/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_274/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_36/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_36/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_35/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_35/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_34/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_34/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_33/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_33/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_32/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_32/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_31/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_31/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_30/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_30/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_29/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_29/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_28/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_28/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_27/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_27/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_26/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_26/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_25/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_25/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_24/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_24/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_23/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_23/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_22/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_22/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_21/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_21/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_20/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_20/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_19/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_19/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_18/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_18/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_17/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_17/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_16/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_16/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_15/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_15/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_14/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_14/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_13/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_13/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_12/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_12/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_11/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_11/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_10/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_10/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_9/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_9/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_8/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_8/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_7/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_7/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_6/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_6/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_5/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_5/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_4/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_4/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_3/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_3/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_2/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_2/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_1/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_1/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice/shape_and_slice: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice/tensor_name: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/save/shapes_and_slices: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/save/tensor_names: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Const: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_314: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_313: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_312: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_311: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_310: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_309: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_308: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_307: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_306: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_305: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_304: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_303: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_302: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_301: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_300: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_299: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_298: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_297: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_296: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_295: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_28: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice_27: /job:localhost/replica:0/task:0/cpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/restore_slice: /job:localhost/replica:0/task:0/cpu:0
ScalarSummary_2/tags: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] ScalarSummary_2/tags: /job:localhost/replica:0/task:0/cpu:0
ScalarSummary_1/tags: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] ScalarSummary_1/tags: /job:localhost/replica:0/task:0/cpu:0
ScalarSummary/tags: /job:localhost/replica:0/task:0/cpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] ScalarSummary/tags: /job:localhost/replica:0/task:0/cpu:0
Momentum/momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] Momentum/momentum: /job:localhost/replica:0/task:0/gpu:0
output/Variable/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] output/Variable/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_23: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] output/Variable/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_121: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_121: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] output/Variable/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
output/W/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] output/W/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_25: /job:localhost/replica:0/task:0/gpu:0
output/W/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] output/W/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_120: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_120: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] output/W/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
down2/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] down2/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_5: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down2/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_119: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_119: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down2/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
down2/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] down2/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_1: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down2/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_118: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_118: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down2/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_7: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_117: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_117: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
down8/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] down8/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_13: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down8/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_116: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down8/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
down8/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] down8/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_9: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down8/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_115: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down8/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down8/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_15: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down8/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_114: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] down8/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_167: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_167: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_113: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_113: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_169: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_169: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_112: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_112: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_161: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_161: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_111: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_111: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_159: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_159: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_110: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_110: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_165: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_165: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_109: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_109: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_155: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_155: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_108: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_108: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_153: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_107: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_107: /job:localhost/replica:0/task:0/gpu:0
resnet_module_16/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_16/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_149: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_149: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_106: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_106: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_151: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_151: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_105: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_105: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_143: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_143: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_104: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_104: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_141: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_141: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_103: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_103: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_147: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_147: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_102: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_102: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_137: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_137: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_101: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_101: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_135: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_100: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_100: /job:localhost/replica:0/task:0/gpu:0
resnet_module_15/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_15/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_131: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_131: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_99: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_99: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_133: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_133: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_98: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_98: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_125: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_125: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_97: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_97: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_123: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_123: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_96: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_96: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_129: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_129: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_95: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_95: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_119: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_119: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_94: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_94: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_117: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_117: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_93: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_93: /job:localhost/replica:0/task:0/gpu:0
resnet_module_14/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_14/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_113: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_113: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_92: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_92: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_115: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_115: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_91: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_91: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_107: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_107: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_90: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_90: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_105: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_105: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_89: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_89: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_111: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_111: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_88: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_88: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_101: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_101: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_87: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_87: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_99: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_99: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_86: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_86: /job:localhost/replica:0/task:0/gpu:0
resnet_module_13/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_13/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_95: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_95: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_85: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_85: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_97: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_97: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_84: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_84: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_89: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_89: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_83: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_83: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_87: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_87: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_82: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_82: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_93: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_93: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_81: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_81: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_83: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_83: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_80: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_80: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_81: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_81: /job:localhost/replica:0/task:0/gpu:0
resnet_module_12/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_79: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_79: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_12/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_77: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_78: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_78: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_79: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_77: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_71: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_76: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_69: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_75: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_75: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_74: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_74: /job:localhost/replica:0/task:0/gpu:0
resnet_module_11/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_65: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_73: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_63: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_72: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_11/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_59: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_71: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_61: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_70: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_53: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_69: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_69: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_51: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_68: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_57: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_67: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_47: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_66: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_45: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_65: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_65: /job:localhost/replica:0/task:0/gpu:0
resnet_module_10/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_10/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_311: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_64: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_64: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_313: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_63: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_63: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_305: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_62: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_303: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_61: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_61: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_9/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_60: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_59: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_297: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_58: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_9/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_293: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_57: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_295: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_56: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_287: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_55: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_285: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_54: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_291: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_53: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_281: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_52: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_279: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_51: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_8/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_275: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_50: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_277: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_49: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_269: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_48: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_267: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_47: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_273: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_46: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_263: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_45: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_261: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_44: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_7/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_257: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_43: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_259: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_42: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_251: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_41: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_249: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_40: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_6/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_255: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_39: /job:localhost/replica:0/task:0/gpu:0
resnet_module_6/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_245: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_38: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_243: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_37: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_6/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_5/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_239: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_36: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_5/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_241: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_35: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_5/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_233: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_34: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_5/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_231: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_33: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_237: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_32: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_227: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_31: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_225: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_30: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_5/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_4/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_221: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_29: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_4/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_223: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_28: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_4/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_215: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_27: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_4/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_213: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_26: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_4/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_219: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_25: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_209: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_24: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_207: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_23: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_4/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_203: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_22: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_205: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_21: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_197: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_20: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_195: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_19: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_201: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_18: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_191: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_17: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_189: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_16: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_3/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_185: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_15: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_187: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_14: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_179: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_13: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_177: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_12: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_183: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_11: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_173: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_10: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_171: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_9: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_2/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_2/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_41: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_2/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_8: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_2/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_2/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_43: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_2/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_7: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_2/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_35: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_6: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_33: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_5: /job:localhost/replica:0/task:0/gpu:0
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I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_39: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_39: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_4: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_4: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/layer_1/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/bn/gamma/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_29: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_29: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/bn/gamma/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_3: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_3: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/bn/gamma/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/bn/beta/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_27: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_27: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/bn/beta/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_2: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_2: /job:localhost/replica:0/task:0/gpu:0
resnet_module_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] resnet_module_1/bn/beta/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
input/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] input/convolution/bias/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_18: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_18: /job:localhost/replica:0/task:0/gpu:0
input/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] input/convolution/bias/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros_1: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros_1: /job:localhost/replica:0/task:0/gpu:0
input/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] input/convolution/bias/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
input/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] input/convolution/filters/Momentum: /job:localhost/replica:0/task:0/gpu:0
save/Assign_20: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] save/Assign_20: /job:localhost/replica:0/task:0/gpu:0
input/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] input/convolution/filters/Momentum/read: /job:localhost/replica:0/task:0/gpu:0
zeros: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] zeros: /job:localhost/replica:0/task:0/gpu:0
input/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] input/convolution/filters/Momentum/Assign: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_121/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_121/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_121/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_121/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_120/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_120/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_120/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_120/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_119/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_119/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_119/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_119/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_118/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_118/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_118/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_118/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_117/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_117/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_117/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_117/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_116/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_116/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_116/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_116/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_115/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_115/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_115/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_115/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_114/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_114/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_114/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_114/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_113/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_113/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_113/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_113/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_112/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_112/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_112/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_112/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_111/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_111/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_111/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_111/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_110/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_110/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_110/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_110/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_109/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_109/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_109/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_109/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_108/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_108/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_108/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_108/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_107/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_107/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_107/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_107/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_106/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_106/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_106/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_106/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_105/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_105/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_105/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_105/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_104/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_104/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_104/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_104/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_103/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_103/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_103/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_103/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_102/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_102/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_102/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_102/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_101/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_101/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_101/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_101/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_100/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_100/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_100/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_100/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_99/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_99/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_99/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_99/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_98/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_98/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_98/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_98/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_97/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_97/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_97/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_97/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_96/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_96/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_96/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_96/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_95/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_95/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_95/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_95/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_94/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_94/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_94/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_94/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_93/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_93/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_93/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_93/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_92/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_92/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_92/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_92/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_91/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_91/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_91/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_91/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_90/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_90/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_90/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_90/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_89/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_89/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_89/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_89/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_88/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_88/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_88/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_88/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_87/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_87/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_87/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_87/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_86/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_86/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_86/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_86/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_85/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_85/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_85/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_85/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_84/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_84/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_84/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_84/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_83/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_83/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_83/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_83/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_82/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_82/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_82/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_82/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_81/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_81/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_81/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_81/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_80/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_80/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_80/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_80/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_79/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_79/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_79/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_79/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_78/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_78/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_78/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_78/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_77/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_77/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_77/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_77/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_76/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_76/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_76/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_76/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_75/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_75/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_75/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_75/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_74/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_74/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_74/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_74/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_73/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_73/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_73/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_73/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_72/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_72/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_72/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_72/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_71/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_71/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_71/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_71/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_70/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_70/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_70/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_70/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_69/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_69/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_69/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_69/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_68/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_68/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_68/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_68/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_67/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_67/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_67/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_67/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_66/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_66/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_66/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_66/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_65/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_65/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_65/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_65/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_64/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_64/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_64/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_64/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_63/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_63/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_63/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_63/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_62/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_62/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_62/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_62/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_61/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_61/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_61/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_61/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_60/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_60/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_60/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_60/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_59/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_59/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_59/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_59/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_58/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_58/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_58/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_58/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_57/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_57/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_57/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_57/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_56/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_56/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_56/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_56/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_55/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_55/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_55/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_55/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_54/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_54/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_54/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_54/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_53/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_53/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_53/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_53/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_52/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_52/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_52/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_52/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_51/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_51/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_51/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_51/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_50/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_50/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_50/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_50/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_49/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_49/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_49/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_49/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_48/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_48/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_48/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_48/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_47/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_47/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_47/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_47/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_46/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_46/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_46/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_46/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_45/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_45/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_45/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_45/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_44/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_44/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_44/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_44/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_43/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_43/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_43/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_43/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_42/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_42/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_42/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_42/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_41/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_41/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_41/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_41/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_40/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_40/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_40/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_40/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_39/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_39/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_39/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_39/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_38/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_38/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_38/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_38/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_37/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_37/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_37/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_37/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_36/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_36/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_36/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_36/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_35/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_35/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_35/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_35/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_34/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_34/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_34/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_34/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_33/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_33/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_33/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_33/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_32/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_32/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_32/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_32/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_31/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_31/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_31/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_31/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_30/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_30/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_30/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_30/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_29/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_29/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_29/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_29/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_28/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_28/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_28/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_28/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_27/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_27/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_27/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_27/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_26/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_26/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_26/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_26/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_25/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_25/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_25/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_25/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_24/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_24/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_24/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_24/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_23/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_23/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_23/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_23/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_22/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_22/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_22/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_22/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_21/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_21/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_21/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_21/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_20/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_20/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_20/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_20/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_19/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_19/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_19/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_19/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_18/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_18/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_18/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_18/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_17/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_17/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_17/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_17/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_16/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_16/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_16/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_16/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_15/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_15/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_15/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_15/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_14/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_14/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_14/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_14/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_13/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_13/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_13/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_13/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_12/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_12/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_12/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_12/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_11/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_11/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_11/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_11/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_10/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_10/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_10/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_10/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_9/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_9/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_9/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_9/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_8/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_8/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_8/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_8/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_7/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_7/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_7/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_7/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_6/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_6/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_6/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_6/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_5/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_5/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_5/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_5/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_4/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_4/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_4/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_4/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_3/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_3/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_3/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_3/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_2/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_2/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_2/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_2/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_1/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_1/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value_1/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value_1/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value/y: /job:localhost/replica:0/task:0/gpu:0
clipper/clip_by_value/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] clipper/clip_by_value/Minimum/y: /job:localhost/replica:0/task:0/gpu:0
gradients/AccumulateN_67/TemporaryVariable: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] gradients/AccumulateN_67/TemporaryVariable: /job:localhost/replica:0/task:0/gpu:0
gradients/resnet_module_1/bn/moments/moments/Slice_grad/concat/concat_dim: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] gradients/resnet_module_1/bn/moments/moments/Slice_grad/concat/concat_dim: /job:localhost/replica:0/task:0/gpu:0
gradients/resnet_module_1/bn/moments/moments/Slice_grad/pack/1: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] gradients/resnet_module_1/bn/moments/moments/Slice_grad/pack/1: /job:localhost/replica:0/task:0/gpu:0
gradients/AccumulateN_66/TemporaryVariable: /job:localhost/replica:0/task:0/gpu:0
I tensorflow/core/common_runtime/simple_placer.cc:665] gradients/AccumulateN_66/TemporaryVariable: /job:localhost/replica:0/task:0/gpu:0
Traceback (most recent call last):
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 655, in _do_call
    return fn(*args)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 637, in _run_fn
    status, run_metadata)
  File "/usr/lib/python3.5/contextlib.py", line 66, in __exit__
    next(self.gen)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/framework/errors.py", line 450, in raise_exception_on_not_ok_status
    pywrap_tensorflow.TF_GetCode(status))
tensorflow.python.framework.errors.InvalidArgumentError: Cannot assign a device to node 'gradients/resnet_module_1/bn/moments/moments/mean_ss_grad/Maximum/y': Could not satisfy explicit device specification '/device:GPU:0' because no supported kernel for GPU devices is available
         [[Node: gradients/resnet_module_1/bn/moments/moments/mean_ss_grad/Maximum/y = Const[_class=["loc:@resnet_module_1/bn/moments/moments/mean_ss"], dtype=DT_INT32, value=Tensor<type: int32 shape: [] values: 1>, _device="/device:GPU:0"]()]]

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "train_resnet.py", line 106, in <module>
    tf.app.run()
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/platform/app.py", line 30, in run
    sys.exit(main(sys.argv))
  File "train_resnet.py", line 103, in main
    run_training()
  File "train_resnet.py", line 97, in run_training
    sess.run(tf.initialize_all_variables())
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 333, in run
    run_metadata_ptr)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 573, in _run
    feed_dict_string, options, run_metadata)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 648, in _do_run
    target_list, options, run_metadata)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/client/session.py", line 668, in _do_call
    raise type(e)(node_def, op, message)
tensorflow.python.framework.errors.InvalidArgumentError: Cannot assign a device to node 'gradients/resnet_module_1/bn/moments/moments/mean_ss_grad/Maximum/y': Could not satisfy explicit device specification '/device:GPU:0' because no supported kernel for GPU devices is available
         [[Node: gradients/resnet_module_1/bn/moments/moments/mean_ss_grad/Maximum/y = Const[_class=["loc:@resnet_module_1/bn/moments/moments/mean_ss"], dtype=DT_INT32, value=Tensor<type: int32 shape: [] values: 1>, _device="/device:GPU:0"]()]]
Caused by op 'gradients/resnet_module_1/bn/moments/moments/mean_ss_grad/Maximum/y', defined at:
  File "train_resnet.py", line 106, in <module>
    tf.app.run()
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/platform/app.py", line 30, in run
    sys.exit(main(sys.argv))
  File "train_resnet.py", line 103, in main
    run_training()
  File "train_resnet.py", line 89, in run_training
    train_op = opt.minimize(loss, colocate_gradients_with_ops=True, aggregation_method=2)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/training/optimizer.py", line 193, in minimize
    grad_loss=grad_loss)
  File "/data/Ray/policy_network/gpu/clipopt.py", line 9, in compute_gradients
    *args, **kwargs)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/training/optimizer.py", line 250, in compute_gradients
    colocate_gradients_with_ops=colocate_gradients_with_ops)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/gradients.py", line 481, in gradients
    in_grads = _AsList(grad_fn(op, *out_grads))
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/math_grad.py", line 41, in _SumGrad
    tile_scaling = _safe_shape_div(input_shape, output_shape_kept_dims)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/math_grad.py", line 33, in _safe_shape_div
    return x // math_ops.maximum(y, 1)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/gen_math_ops.py", line 1173, in maximum
    result = _op_def_lib.apply_op("Maximum", x=x, y=y, name=name)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/op_def_library.py", line 455, in apply_op
    as_ref=input_arg.is_ref)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 620, in convert_to_tensor
    ret = conversion_func(value, dtype=dtype, name=name, as_ref=as_ref)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/constant_op.py", line 179, in _constant_tensor_conversion_function
    return constant(v, dtype=dtype, name=name)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/constant_op.py", line 166, in constant
    attrs={"value": tensor_value, "dtype": dtype_value}, name=name).outputs[0]
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 2240, in create_op
    original_op=self._default_original_op, op_def=op_def)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 1224, in __init__
    self._traceback = _extract_stack()

...which was originally created as op 'resnet_module_1/bn/moments/moments/mean_ss', defined at:
  File "train_resnet.py", line 106, in <module>
    tf.app.run()
[elided 1 identical lines from previous traceback]
  File "train_resnet.py", line 103, in main
    run_training()
  File "train_resnet.py", line 77, in run_training
    depth=FLAGS.num_features)
  File "train_resnet.py", line 45, in model
    model = res_3x3_pair(model, depth, "resnet_module_{}".format(idx + 1), training_switch, keep_prob_var)
  File "train_resnet.py", line 29, in res_3x3_pair
    normed = tf.nn.relu(batch_norm(data, depth, training_switch))
  File "/data/Ray/policy_network/gpu/batchnorm.py", line 22, in batch_norm
    batch_mean, batch_var = tf.nn.moments(x, [0, 1, 2], name='moments')
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/nn.py", line 712, in moments
    name=name)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/nn.py", line 649, in sufficient_statistics
    m_ss = math_ops.reduce_sum(m_ss, axes, keep_dims=keep_dims, name="mean_ss")
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/math_ops.py", line 909, in reduce_sum
    keep_dims, name=name)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/gen_math_ops.py", line 2087, in _sum
    keep_dims=keep_dims, name=name)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/ops/op_def_library.py", line 704, in apply_op
    op_def=op_def)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 2240, in create_op
    original_op=self._default_original_op, op_def=op_def)
  File "/home/thouis/VENV35/lib/python3.5/site-packages/tensorflow/python/framework/ops.py", line 1224, in __init__
    self._traceback = _extract_stack()

>>> 

train_resnet.py

import tensorflow as tf
from tensorflow.contrib.learn.python.learn.ops.conv_ops import conv2d
from batchnorm import batch_norm
import time
import os.path
from math import log, exp
from clipopt import ClippedGDOptimizer

flags = tf.app.flags
FLAGS = flags.FLAGS
flags.DEFINE_float('learning_rate', None, 'Initial learning rate.')
flags.DEFINE_integer('batch_size', 64, 'Batch size.')
flags.DEFINE_integer('iterations', 2000, 'Number of epochs to train (1M examples per epoch).')
flags.DEFINE_integer('num_modules', 16, 'Number of resnet modules.')
flags.DEFINE_integer('num_features', 192, 'Feature map depth.')
flags.DEFINE_string('summary_dir', None, 'Where to put the summary logs')
flags.DEFINE_string('checkpoint_dir', None, 'Where to put checkpoint files')

def conv2d_bn(data, depth, filter_size, training_switch, **kwargs):
    kwargs['bias'] = False  # batch normalization obviates biases
    return batch_norm(conv2d(data, depth, filter_size, **kwargs),
                      depth, training_switch)


def res_3x3_pair(data, depth, scope_name, training_switch, keep_prob_var):
    # following He 2016, we do BN and activation on the input
    with tf.variable_scope(scope_name):
        # BN and activation on input
        normed = tf.nn.relu(batch_norm(data, depth, training_switch))
        with tf.variable_scope("layer_1"):
            conv1 = conv2d_bn(normed, depth, (3, 3), training_switch, activation=tf.nn.relu)
            conv1 = tf.nn.dropout(conv1, keep_prob_var)
        with tf.variable_scope("layer_2"):
            conv2 = conv2d(conv1, depth, (3, 3), bias=True)
        return conv2 + data


def model(input_data, training_switch, keep_prob_var, num_modules=20, depth=64):
    with tf.variable_scope("input"):
        # [filter_height, filter_width, in_channels, out_channels]
        model = conv2d(tf.to_float(input_data), depth, (5, 5), bias=True)

    print("{} modules".format(num_modules))
    for idx in range(num_modules):
        model = res_3x3_pair(model, depth, "resnet_module_{}".format(idx + 1), training_switch, keep_prob_var)

    with tf.variable_scope("down8"):
        model = conv2d_bn(model, 8, (3, 3), training_switch, activation=tf.nn.relu)
    with tf.variable_scope("down2"):
        model = conv2d_bn(model, 2, (1, 1), training_switch, activation=tf.nn.relu)

    # output is 362 softmax: 361 possible moves, plus pass move
    with tf.variable_scope("output"):
        W = tf.Variable(tf.truncated_normal([19 * 19 * 2, 362], stddev=(1.0 / 361 * 2)), name='W')
        B = tf.Variable(tf.constant(0.0, shape=[362]))
        model = tf.matmul(tf.reshape(model, [-1, 19 * 19 * 2]), W) + B

    return model


def run_training():
    sess = tf.Session(config=tf.ConfigProto(log_device_placement=True))

    summaries = []

    with tf.device('/cpu:0'):
        step_var = tf.Variable(0, trainable=False, name="step")
        inc_step = step_var.assign_add(1)
        in_training = tf.Variable(True, name='in_training', trainable=False)

    with tf.device('/gpu:0'):
        in_data = tf.placeholder(tf.uint8, (FLAGS.batch_size,) + (19, 19, 48), name='input')
        keep_prob = tf.Variable(0.9, name='keep_prob', trainable=False)

        predictions = model(in_data, in_training, keep_prob,
                            num_modules=FLAGS.num_modules,
                            depth=FLAGS.num_features)

        label = tf.placeholder(tf.int64, (FLAGS.batch_size,), name="label")

        loss = tf.reduce_mean(tf.nn.sparse_softmax_cross_entropy_with_logits(predictions, label), name='lossmean')
        accuracy = tf.reduce_mean(tf.cast(tf.equal(tf.argmax(predictions, 1), label), "float"))
        top5 = tf.reduce_mean(tf.cast(tf.nn.in_top_k(predictions, label, 5), "float"))


        lr_var = tf.placeholder(tf.float32, shape=[], name="lr_var")
        opt = ClippedGDOptimizer(lr_var, 0.9)

        train_op = opt.minimize(loss, colocate_gradients_with_ops=True, aggregation_method=2)

    summaries.append(tf.scalar_summary("loss", loss))
    summaries.append(tf.scalar_summary("accuracy", accuracy))
    summaries.append(tf.scalar_summary("top5", top5))
    summary_op = tf.merge_summary(summaries)

    saver = tf.train.Saver()
    sess.run(tf.initialize_all_variables())
    summary_writer = tf.train.SummaryWriter(FLAGS.summary_dir, sess.graph)

    sess.run(tf.initialize_all_variables())

def main(_):
    run_training()

if __name__ == '__main__':
    tf.app.run()