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Main application that will invoke the training class to predict alphabet through WebCam using Convolutional Neural Network (CNN)
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############################################### | |
#### Written By: SATYAKI DE #### | |
#### Written On: 17-Jan-2022 #### | |
#### Modified On 17-Jan-2022 #### | |
#### #### | |
#### Objective: This is the main calling #### | |
#### python script that will invoke the #### | |
#### clsAlhpabetReading class to initiate #### | |
#### teach & perfect the model to read #### | |
#### visual alphabets using Convolutional #### | |
#### Neural Network (CNN). #### | |
############################################### | |
# We keep the setup code in a different class as shown below. | |
import clsAlphabetReading as ar | |
from clsConfig import clsConfig as cf | |
import datetime | |
import logging | |
############################################### | |
### Global Section ### | |
############################################### | |
# Instantiating all the three classes | |
x1 = ar.clsAlphabetReading() | |
############################################### | |
### End of Global Section ### | |
############################################### | |
def main(): | |
try: | |
# Other useful variables | |
debugInd = 'Y' | |
var = datetime.datetime.now().strftime("%Y-%m-%d_%H-%M-%S") | |
var1 = datetime.datetime.now() | |
print('Start Time: ', str(var)) | |
# End of useful variables | |
# Initiating Log Class | |
general_log_path = str(cf.conf['LOG_PATH']) | |
# Enabling Logging Info | |
logging.basicConfig(filename=general_log_path + 'restoreVideo.log', level=logging.INFO) | |
print('Started Transformation!') | |
# Execute all the pass | |
r1 = x1.trainModel(debugInd, var) | |
if (r1 == 0): | |
print('Successfully Visual Alphabet Training Completed!') | |
else: | |
print('Failed to complete the Visual Alphabet Training!') | |
var2 = datetime.datetime.now() | |
c = var2 - var1 | |
minutes = c.total_seconds() / 60 | |
print('Total difference in minutes: ', str(minutes)) | |
print('End Time: ', str(var1)) | |
except Exception as e: | |
x = str(e) | |
print('Error: ', x) | |
if __name__ == "__main__": | |
main() |
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