Tensorflow笔记——TensorBoard

庞大的Deep Neural Network(DNN)会很复杂,让人难以理解。谷歌引入了TensorBoard(visualization tools), 可以从浏览器中打开,地址为:http://localhost:6006/。6006是倒过来的"goog"是不是谷歌味儿十足啊。通过TensorBoard,我们可以看到模型训练的状态(e.g.training curves)和Gragh,这样就方便我们发现错误,找到模型的瓶颈等等。

本文的具体操作基于之前文章《Tensorflow笔记——Gradient Descent》中的Mini-Batch Gradient Descent的代码。

比如我们要看Mini-Batch Gradient Descent中的模型的学习曲线(learning curve),如MSE的变化情况,通过运行代码,我们可以在TensorBoard中看到。

需要注意的是,我们需要先写入log文件到本地电脑中,但是要把每次运行代码的log文件区分开,否则Tensorflow会把它们合并就看不到visualization。采用的方法是给存放日志的文件夹用timestamp命名。

import numpy as np
import tensorflow as tf
from sklearn.datasets import fetch_california_housing
from sklearn.preprocessing import StandardScaler
from datetime import datetime

# define the names of the log files
now = datetime.utcnow().strftime("%Y%m%d%H%M%S")

root_logdir = "tf_logs"
logdir = "{}/run-{}/".format(root_logdir, now) # e.g. tf_logs/run-20171021091959/

housing = fetch_california_housing()
m, n = housing.data.shape

scalar = StandardScaler()
scaled_housing_data = scalar.fit_transform(housing.data)
scaled_housing_data_plus_bias = np.c_[np.ones((m, 1)), scaled_housing_data]

learning_rate = 0.01
n_epochs = 10
batch_size = 100
n_batches = int(np.ceil(m / batch_size))

X = tf.placeholder(tf.float32, shape=(None, n + 1), name="X") # None indicates no limit
y = tf.placeholder(tf.float32, shape=(None, 1), name="y")

theta = tf.Variable(tf.random_uniform([n + 1, 1], -1.0, 1.0, seed=42), name="theta")
y_pred = tf.matmul(X, theta, name="predictions")

error = y_pred - y
mse = tf.reduce_mean(tf.square(error), name="mse")

optimizer = tf.train.GradientDescentOptimizer(learning_rate=learning_rate)
training_op = optimizer.minimize(mse)

init = tf.global_variables_initializer()

def fetch_batch(epoch, batch_index, batch_size):
    np.random.seed(epoch * n_batches + batch_index)  # used for randint to get different integers every time 
    indices = np.random.randint(m, size=batch_size)  # set up random index,with maximum value m
    X_batch = scaled_housing_data_plus_bias[indices] # using index to get data from the whole batch
    y_batch = housing.target.reshape(-1, 1)[indices] 
    return X_batch, y_batch

# create a node in the graph that will evaluate the MSE value and write it to 
# a tensorBoard-compatbile binary log string called a summary
mse_summary = tf.summary.scalar('MSE', mse)
# this line creates a FileWriter that you will use to write summaries to logfiles
file_writer = tf.summary.FileWriter(logdir, tf.get_default_graph()) # The first parameter indicates the path of the log directory, the second parameter set the graph you want to visualize

with tf.Session() as sess:
    sess.run(init)
    for epoch in range(n_epochs):
        for batch_index in range(n_batches):
            X_batch, y_batch = fetch_batch(epoch, batch_index, batch_size)
            if batch_index % 10 == 0: # evaluate mse_summary node every 10 mini-batch
                summary_str = mse_summary.eval(feed_dict={X: X_batch, y: y_batch})
                step = epoch * n_batches + batch_index
                file_writer.add_summary(summary_str, step)
            sess.run(training_op, feed_dict={X: X_batch, y: y_batch})

    best_theta = theta.eval()

file_writer.close() # at the end of the program, close file_writer so that you can see the result in TensorBoard


注意:避免训练模型时的每一步都写入log文件,这样会是训练速度大大减慢,可以使用上面代码中的每10次epochs,运行一次

代码运行完之后需要做的是打开terminal,进入working directory,也就是你存储日志的地方。

如果创建的虚拟环境需要先唤醒它,$ source env/bin/activate,否则不需要这步。直接运行下列代码

$ tensorboard --logdir tf_logs/

然后在浏览器中键入 http://localhost:6006/ 进入之后具体操作可以自己探索,比较清楚。

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