Added runtime configuration and improved model

image-inpainting/results/runtime_config.json

@@ -0,0 +1,13 @@
+{
+  "n_updates": 35000,
+  "plot_at": 500,
+  "early_stopping_patience": 20,
+  "print_stats_at": 200,
+  "print_train_stats_at": 50,
+  "validate_at": 400,
+  "commands": {
+    "save_checkpoint": false,
+    "run_test_validation": false,
+    "generate_predictions": false
+  }
+}