Starting to learn tensorflow, some questions confused me so much. The problems are like such. Does it necessary to initialize the tensorflow.summaryFileWriter instance? sometimes I wrote a graph and be able to access the graph, sometimes failed to do so.
I had some try. I figured some of my questions out.
Write A Most Simple Graph
import tensorflow as tf
with tf.name_scope('scp1'):
a = tf.Variable(5.5,name="var0")
b = a + tf.Variable(34.2)
with tf.Session() as sess0:
tf.summary.FileWriter('logs',sess0.graph)
save the above code to a .py file, execute it. In the directory where the .py file is stored, there will be a subdirectory logs created. Open command prompt at the dierectory contented the .py file and execute the command tensorboard --logdir logs. It should not be . Then, you can view the graph in chrome.tensorboard --logdir = logs
Problems I Encountered
P1
import tensorflow as tf
with tf.name_scope('scp1'):
a = tf.Variable(5.5,name="var0")
b = a + 34.2
with tf.Session() as sess0:
tf.summary.FileWriter('logs',sess0.graph)
I tried this code, I never wrote a graph. The number 3.42 in the code should be tensorflow.constant(34.2) or tensorflow.Variable(34.2) .
P2
import tensorflow as tf
with tf.name_scope('scp1'):
a = tf.Variable(5.5,name="var0")
b = a + 34.2
with tf.Session() as sess0:
graf = tf.summary.FileWriter('logs',sess0.graph)
tf.global_variables_initializer().run()
Once, I thought the instance of tensorflow.summary.FileWriter may also need to be initialized. I tried some code like the above. In fact, the last sentence above is not necessary.
As the name implied, it’s the the initializer for variables. The graph is not a variable. So, the initializer is not work for the graph. What’s more. The graph is just depends on the definition of the structure. For showing a graph of the structure, initializing the whole structure seems strange. These were what I perplexed with, when I found a code with tf.global_variables_initializer().run() worked.
本文探讨了使用TensorFlow进行日志记录和图结构可视化的技巧。通过实例介绍了如何创建简单的图结构,并利用summaryFileWriter成功显示这些图。同时,解决了在尝试可视化过程中遇到的一些常见问题。
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