#!/bin/sh

th convert_data.lua -style photo -data_dir ./data/photo -model_dir models/photo

th train.lua -style photo -method scale -data_dir ./data/photo -model_dir models/photo_uk -test work/scale_test_photo.png -color rgb -thread 4 -backend cudnn -random_unsharp_mask_rate 0.1 -validation_crops 160
th tools/cleanup_model.lua -model models/photo/scale2.0x_model.t7 -oformat ascii

th train.lua -style photo -method noise -noise_level 1 -data_dir ./data/photo -model_dir models/photo -test work/noise_test_photo.jpg -color rgb -thread 4 -backend cudnn -random_unsharp_mask_rate 0.5 -validation_crops 160 -nr_rate 0.6 -epoch 33
th tools/cleanup_model.lua -model models/photo/noise1_model.t7 -oformat ascii

th train.lua -style photo -method noise -noise_level 2 -data_dir ./data/photo -model_dir models/photo -test work/noise_test_photo.jpg -color rgb -thread 4 -backend cudnn -random_unsharp_mask_rate 0.5 -validation_crops 160 -nr_rate 0.8 -epoch 38
th tools/cleanup_model.lua -model models/photo/noise2_model.t7 -oformat ascii