Notebook

Create sweep with ID: e9c37bhk
Sweep URL: https://app.wandb.ai/jeffr/sweep6/sweeps/e9c37bhk

wandb: Agent Starting Run: gx4cljhi with config:
	layers: 32
wandb: Agent Started Run: gx4cljhi

WARNING:tensorflow:From /Users/jeff/.pyenv/versions/3.6.4/envs/wubhub-3.6/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
Train on 60000 samples, validate on 10000 samples
Epoch 1/5
60000/60000 [==============================] - 2s 39us/sample - loss: 0.5613 - acc: 0.8068 - val_loss: 0.5192 - val_acc: 0.8139
Epoch 2/5
60000/60000 [==============================] - 2s 35us/sample - loss: 0.4176 - acc: 0.8539 - val_loss: 0.4155 - val_acc: 0.8536
Epoch 3/5
60000/60000 [==============================] - 2s 36us/sample - loss: 0.3873 - acc: 0.8640 - val_loss: 0.4305 - val_acc: 0.8482
Epoch 4/5
60000/60000 [==============================] - 2s 36us/sample - loss: 0.3628 - acc: 0.8709 - val_loss: 0.4077 - val_acc: 0.8557
Epoch 5/5
60000/60000 [==============================] - 2s 36us/sample - loss: 0.3499 - acc: 0.8736 - val_loss: 0.3935 - val_acc: 0.8627
wandb: Agent Finished Run: gx4cljhi 

wandb: Agent Starting Run: 16su5yx4 with config:
	layers: 64
wandb: Agent Started Run: 16su5yx4

WARNING:tensorflow:From /Users/jeff/.pyenv/versions/3.6.4/envs/wubhub-3.6/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
Train on 60000 samples, validate on 10000 samples
Epoch 1/5
60000/60000 [==============================] - 3s 42us/sample - loss: 0.5175 - acc: 0.8188 - val_loss: 0.4962 - val_acc: 0.8239
Epoch 2/5
60000/60000 [==============================] - 2s 36us/sample - loss: 0.3933 - acc: 0.8604 - val_loss: 0.4037 - val_acc: 0.8586
Epoch 3/5
60000/60000 [==============================] - 2s 35us/sample - loss: 0.3588 - acc: 0.8717 - val_loss: 0.3938 - val_acc: 0.8581
Epoch 4/5
60000/60000 [==============================] - 2s 35us/sample - loss: 0.3316 - acc: 0.8788 - val_loss: 0.3871 - val_acc: 0.8607
Epoch 5/5
60000/60000 [==============================] - 2s 36us/sample - loss: 0.3172 - acc: 0.8847 - val_loss: 0.3555 - val_acc: 0.8702
wandb: Agent Finished Run: 16su5yx4 

wandb: Agent Starting Run: lu96isss with config:
	layers: 96
wandb: Agent Started Run: lu96isss

WARNING:tensorflow:From /Users/jeff/.pyenv/versions/3.6.4/envs/wubhub-3.6/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
Train on 60000 samples, validate on 10000 samples
Epoch 1/5
60000/60000 [==============================] - 3s 43us/sample - loss: 0.5056 - acc: 0.8241 - val_loss: 0.4988 - val_acc: 0.8213
Epoch 2/5
60000/60000 [==============================] - 2s 39us/sample - loss: 0.3826 - acc: 0.8641 - val_loss: 0.3875 - val_acc: 0.8582
Epoch 3/5
60000/60000 [==============================] - 2s 40us/sample - loss: 0.3483 - acc: 0.8731 - val_loss: 0.3867 - val_acc: 0.8601
Epoch 4/5
60000/60000 [==============================] - 2s 39us/sample - loss: 0.3212 - acc: 0.8826 - val_loss: 0.3784 - val_acc: 0.8646
Epoch 5/5
60000/60000 [==============================] - 2s 39us/sample - loss: 0.3053 - acc: 0.8882 - val_loss: 0.3466 - val_acc: 0.8737
wandb: Agent Finished Run: lu96isss 

wandb: Agent Starting Run: dqzocqzw with config:
	layers: 128
wandb: Agent Started Run: dqzocqzw

WARNING:tensorflow:From /Users/jeff/.pyenv/versions/3.6.4/envs/wubhub-3.6/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
Train on 60000 samples, validate on 10000 samples
Epoch 1/5
60000/60000 [==============================] - 3s 47us/sample - loss: 0.4944 - acc: 0.8258 - val_loss: 0.4666 - val_acc: 0.8312
Epoch 2/5
60000/60000 [==============================] - 3s 45us/sample - loss: 0.3744 - acc: 0.8656 - val_loss: 0.3813 - val_acc: 0.8633
Epoch 3/5
60000/60000 [==============================] - 3s 44us/sample - loss: 0.3396 - acc: 0.8758 - val_loss: 0.3779 - val_acc: 0.8644
Epoch 4/5
60000/60000 [==============================] - 3s 44us/sample - loss: 0.3128 - acc: 0.8850 - val_loss: 0.3756 - val_acc: 0.8648
Epoch 5/5
60000/60000 [==============================] - 3s 43us/sample - loss: 0.2981 - acc: 0.8891 - val_loss: 0.3408 - val_acc: 0.8770
wandb: Agent Finished Run: dqzocqzw 

wandb: Agent Starting Run: yjcjxpmb with config:
	layers: 256
wandb: Agent Started Run: yjcjxpmb

WARNING:tensorflow:From /Users/jeff/.pyenv/versions/3.6.4/envs/wubhub-3.6/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
Train on 60000 samples, validate on 10000 samples
Epoch 1/5
60000/60000 [==============================] - 4s 70us/sample - loss: 0.4828 - acc: 0.8289 - val_loss: 0.4705 - val_acc: 0.8285
Epoch 2/5
60000/60000 [==============================] - 4s 67us/sample - loss: 0.3641 - acc: 0.8683 - val_loss: 0.3818 - val_acc: 0.8619
Epoch 3/5
60000/60000 [==============================] - 4s 65us/sample - loss: 0.3306 - acc: 0.8796 - val_loss: 0.3823 - val_acc: 0.8638
Epoch 4/5
60000/60000 [==============================] - 4s 65us/sample - loss: 0.3032 - acc: 0.8877 - val_loss: 0.3830 - val_acc: 0.8663
Epoch 5/5
60000/60000 [==============================] - 4s 65us/sample - loss: 0.2859 - acc: 0.8942 - val_loss: 0.3347 - val_acc: 0.8803
wandb: Agent Finished Run: yjcjxpmb