tensorflow - ValidationMonitor triggered only once -


i trying use tensorflow's validationmonitor on dnnregressor.fit

but gets triggered once when global_step = 1. how fix it?

the every_n_step setup 1 this

validation_monitor = tf.contrib.learn.monitors.validationmonitor(     test_dataset.data,     test_dataset.target,     every_n_steps=1)  regressor = tf.contrib.learn.dnnregressor(feature_columns=feature_columns,                                             hidden_units=[2],                                             model_dir="/home/maciej/tf-logs")   regressor.fit(x=train_dataset.data,                y=train_dataset.target,                steps=1000,                 monitors=[validation_monitor]) 

what on stdout logs loss , single 1 validation:

info:tensorflow:saving dict global step 201: global_step = 201, loss = 5.50003 info:tensorflow:validation (step 201): loss = 5.50003, global_step = 201 info:tensorflow:global_step/sec: 96.1045 info:tensorflow:loss = 6.3935, step = 301 info:tensorflow:global_step/sec: 154.978 info:tensorflow:loss = 4.77587, step = 401 info:tensorflow:global_step/sec: 158.06 info:tensorflow:loss = 3.72956, step = 501 info:tensorflow:global_step/sec: 151.51 info:tensorflow:loss = 3.04578, step = 601 

this confirmed on tensorboard.

the full code , logs available here: https://gist.github.com/maciejjaskowski/9f791e517f379c41d20cc72619909fe6

as explained in monitoring tutorial, validationmonitors rely on saved checkpoints.

consider adding checkpoints every x seconds with:

config=tf.contrib.learn.runconfig(save_checkpoints_secs=5) 

this worked me.


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