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SimpleML-cdr301-21857111.out
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Due to MODULEPATH changes, the following have been reloaded:
1) openmpi/2.1.1
Using TensorFlow backend.
WARNING:tensorflow:From /home/edwardw1/hemicellulose_project/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: 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.
WARNING:tensorflow:From /home/edwardw1/hemicellulose_project/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
2019-05-31 08:07:12.232919: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1433] Found device 0 with properties:
name: Tesla P100-PCIE-12GB major: 6 minor: 0 memoryClockRate(GHz): 1.3285
pciBusID: 0000:83:00.0
totalMemory: 11.91GiB freeMemory: 11.66GiB
2019-05-31 08:07:12.233024: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1512] Adding visible gpu devices: 0
2019-05-31 08:07:14.956587: I tensorflow/core/common_runtime/gpu/gpu_device.cc:984] Device interconnect StreamExecutor with strength 1 edge matrix:
2019-05-31 08:07:14.956682: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0
2019-05-31 08:07:14.956722: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1003] 0: N
2019-05-31 08:07:14.957545: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 11270 MB memory) -> physical GPU (device: 0, name: Tesla P100-PCIE-12GB, pci bus id: 0000:83:00.0, compute capability: 6.0)
2019-05-31 08:07:14.957974: I tensorflow/core/common_runtime/process_util.cc:71] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.
2019-05-31 08:07:15.571982: I tensorflow/stream_executor/dso_loader.cc:152] successfully opened CUDA library libcublas.so.10.0 locally
WARNING:tensorflow:From /home/edwardw1/hemicellulose_project/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.
Instructions for updating:
Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.
Staring Linear Regression ------------------
Linear regression Mean Absolute Error: 12.495452861740425
Linear regression Mean Squared Error: 272.8856780788765
Linear regression Root Mean Squared Error: 16.51925174088937
Ending Linear Regression ------------------
Staring Ridge Regression ------------------
Ridge Regression best alpha is: 0
Ridge Regression Mean Absolute Error: 12.609189268306324
Ridge Regression Mean Squared Error: 276.40882296422996
Ridge Regression Root Mean Squared Error: 16.625547298186305
Ridge Regression Coefficients: [-1.82554422e+15 -1.61703640e+01 3.77551108e+00 8.54009002e+00
5.98937073e-01 1.28870190e+01 1.70318569e+15 3.48520936e+14
4.54453345e+00 -7.67770018e+00 -5.44611362e+01 1.51245138e+01
5.19330275e+01]
Ending Ridge Regression ------------------
Starting Support Vector Regression ------------------
SVR Best kernel is: rbf
SVR Best Epsilon is: 0.1
SVR Best C is: 20
SVR Best Gamma is: auto
SVR Mean Absolute Error: 5.585459085022827
SVR Mean Squared Error: 85.93109150705008
SVR Root Mean Squared Error: 9.269902454020219
Ending Support Vector Regression ------------------
Starting Neural Network------------------
ANN Best Learning Rate is: 0.002
ANN Best Batch Size is: 64
ANN Best Dropout Rate is: 0.001
ANN Mean Absolute Error: 2.4434898118760784
ANN Mean Squared Error: 16.00010990206562
ANN Root Mean Squared Error: 4.000013737734612
Ending Neural Network Regression ------------------
Execution Time is: 48.125575892130534 min