CreateMLOutput.txt

Image augmentation option 'exposure' selected.
Image augmentation option 'shear' selected.
Automatically generating validation set from 10% of the data.
Extracting augmented image features from training data set.
Analyzing and extracting image features.
+----------------------+------------------+--------------+------------------+
| Raw Images Processed | Augmented Images | Elapsed Time | Percent Complete |
+----------------------+------------------+--------------+------------------+
| 1                    | 16               | 2.31s        | 2%               |
| 2                    | 32               | 2.98s        | 4%               |
| 3                    | 48               | 3.59s        | 6%               |
| 4                    | 64               | 4.20s        | 8%               |
| 5                    | 80               | 4.86s        | 10%              |
| 10                   | 160              | 8.59s        | 20%              |
| 15                   | 240              | 11.90s       | 30%              |
| 20                   | 320              | 15.46s       | 40%              |
| 25                   | 400              | 18.77s       | 50%              |
| 30                   | 480              | 22.12s       | 60%              |
| 35                   | 560              | 25.57s       | 70%              |
| 40                   | 640              | 29.11s       | 80%              |
| 45                   | 720              | 32.81s       | 90%              |
| 50                   | 800              | 36.38s       | 100%             |
+----------------------+------------------+--------------+------------------+
Extracting image features from validation data set.
Analyzing and extracting image features.
+------------------+--------------+------------------+
| Images Processed | Elapsed Time | Percent Complete |
+------------------+--------------+------------------+
| 1                | 73.757ms     | 33.25%           |
| 2                | 121.931ms    | 66.5%            |
| 3                | 167.063ms    | 100%             |
+------------------+--------------+------------------+
Beginning model training on processed features. 
Calibrating solver; this may take some time.
+-----------+--------------+-------------------+---------------------+
| Iteration | Elapsed Time | Training-accuracy | Validation-accuracy |
+-----------+--------------+-------------------+---------------------+
| 1         | 0.804497     | 0.603750          | 0.000000            |
| 2         | 2.007996     | 0.697500          | 0.000000            |
| 3         | 2.433022     | 0.756250          | 0.000000            |
| 4         | 2.816001     | 0.816250          | 0.000000            |
| 5         | 3.189339     | 0.863750          | 0.000000            |
| 10        | 5.119207     | 0.942500          | 0.000000            |
| 20        | 9.036444     | 0.986250          | 0.000000            |
| 30        | 12.955127    | 1.000000          | 0.000000            |
+-----------+--------------+-------------------+---------------------+
Completed (Iteration limit reached).