
# Initialized
# --------------------------------------------------------------------------------
# Step 0
# Loss 3.32402
# Batch Accuracy: 2.23
# Validation Accuracy: 6.34
# Input Test String ['f what are re#']
# Output Prediction['an kn kn kn kn']
# Actual['f tahw era er#']
# --------------------------------------------------------------------------------
# Step 1000
# Loss 2.192434
# Batch Accuracy: 33.37
# Validation Accuracy: 18.51
# Input Test String ['ilism or anom#']
# Output Prediction['   e e    e c#']
# Actual['msili ro mona#']
# --------------------------------------------------------------------------------
# Step 2000
# Loss 2.0783768
# Batch Accuracy: 37.39
# Validation Accuracy: 20.32
# Input Test String ['the state the#']
# Output Prediction['e e e eeeee ##']
# Actual['eht etats eht#']
# --------------------------------------------------------------------------------
# Step 3000
# Loss 1.7459737
# Batch Accuracy: 46.65
# Validation Accuracy: 21.03
# Input Test String ['nts that advo#']
# Output Prediction['e oeeeee eeos#']
# Actual['stn taht ovda#']
# --------------------------------------------------------------------------------
# Step 4000
# Loss 1.0306189
# Batch Accuracy: 68.97
# Validation Accuracy: 41.85
# Input Test String ['rpretations o#']
# Output Prediction['srttorrtero t#']
# Actual['snoitaterpr o#']
# --------------------------------------------------------------------------------
# Step 5000
# Loss 0.6233525
# Batch Accuracy: 80.13
# Validation Accuracy: 49.20
# Input Test String ['ers are unnec#']
# Output Prediction['ser ena neres#']
# Actual['sre era cennu#']
# --------------------------------------------------------------------------------
# Step 6000
# Loss 0.35876188
# Batch Accuracy: 89.40
# Validation Accuracy: 63.18
# Input Test String ['s ruler chief#']
# Output Prediction['s relru eehxe#']
# Actual['s relur feihc#']
# --------------------------------------------------------------------------------
# Step 7000
# Loss 0.21181549
# Batch Accuracy: 93.97
# Validation Accuracy: 72.23
# Input Test String ['efined anarch#']
# Output Prediction['denefi ccarec#']
# Actual['denife hcrana#']
# --------------------------------------------------------------------------------
# Step 8000
# Loss 0.17563097
# Batch Accuracy: 93.86
# Validation Accuracy: 81.59
# Input Test String ['ganization of#']
# Output Prediction['noitanigan of#']
# Actual['noitazinag fo#']
# --------------------------------------------------------------------------------
# Step 9000
# Loss 0.10467919
# Batch Accuracy: 97.32
# Validation Accuracy: 82.19
# Input Test String [' pejorative w#']
# Output Prediction[' evitaropre w#']
# Actual[' evitarojep w#']
# --------------------------------------------------------------------------------
# Step 10000
# Loss 0.073308945
# Batch Accuracy: 98.10
# Validation Accuracy: 89.74
# Input Test String ['the sans culo#']
# Output Prediction['eht snal osuo#']
# Actual['eht snas oluc#']
# --------------------------------------------------------------------------------
# Step 11000
# Loss 0.052505195
# Batch Accuracy: 98.33
# Validation Accuracy: 93.36
# Input Test String ['y working cla#']
# Output Prediction['y gnikrow alc#']
# Actual['y gnikrow alc#']
# --------------------------------------------------------------------------------
# Step 12000
# Loss 0.04594732
# Batch Accuracy: 98.55
# Validation Accuracy: 95.77
# Input Test String ['mic instituti#']
# Output Prediction['cim itutitsni#']
# Actual['cim itutitsni#']
# --------------------------------------------------------------------------------
# Step 13000
# Loss 0.04312723
# Batch Accuracy: 98.44
# Validation Accuracy: 94.67
# Input Test String ['of what are r#']
# Output Prediction['fo tahw era r#']
# Actual['fo tahw era r#']
# --------------------------------------------------------------------------------
# Step 14000
# Loss 0.05179871
# Batch Accuracy: 98.33
# Validation Accuracy: 96.68
# Input Test String ['hilism or ano#']
# Output Prediction['msilih ro nae#']
# Actual['msilih ro ona#']
# --------------------------------------------------------------------------------
# Step 15000
# Loss 0.036533587
# Batch Accuracy: 98.88
# Validation Accuracy: 96.38
# Input Test String [' the state th#']
# Output Prediction[' eht etats ht#']
# Actual[' eht etats ht#']
# --------------------------------------------------------------------------------
# Step 16000
# Loss 0.032018248
# Batch Accuracy: 99.44
# Validation Accuracy: 96.48
# Input Test String ['ents that adv#']
# Output Prediction['stne taht vda#']
# Actual['stne taht vda#']
# --------------------------------------------------------------------------------
# Step 17000
# Loss 0.043570705
# Batch Accuracy: 99.00
# Validation Accuracy: 97.79
# Input Test String ['erpretations #']
# Output Prediction['snoitaterepe #']
# Actual['snoitaterpre #']
# --------------------------------------------------------------------------------
# Step 18000
# Loss 0.043942872
# Batch Accuracy: 98.55
# Validation Accuracy: 97.38
# Input Test String ['lers are unne#']
# Output Prediction['srel era ennu#']
# Actual['srel era ennu#']
# --------------------------------------------------------------------------------
# Step 19000
# Loss 0.006277927
# Batch Accuracy: 100.00
# Validation Accuracy: 99.50
# Input Test String ['ns ruler chie#']
# Output Prediction['sn relur eihc#']
# Actual['sn relur eihc#']