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VideoAnalyser.py
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195 lines (164 loc) · 6.97 KB
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import boto3
import json
import sys
import time
import csv
class VideoAnalyser:
jobId = ''
roleArn = ''
bucket = ''
video = ''
startJobId = ''
sqsQueueUrl = ''
snsTopicArn = ''
processType = ''
def __init__(self, role, bucket, video):
self.roleArn = role
self.bucket = bucket
self.video = video
with open ('provide your credentials .csv file here', 'r') as input:
next(input)
reader = csv.reader(input)
for line in reader:
access_key_id = line[2]
secret_access_key = line[3]
self.rek = boto3.client('rekognition',
aws_access_key_id = access_key_id,
aws_secret_access_key = secret_access_key)
self.sqs = boto3.client('sqs',
aws_access_key_id = access_key_id,
aws_secret_access_key = secret_access_key)
self.sns = boto3.client('sns',
aws_access_key_id = access_key_id,
aws_secret_access_key = secret_access_key)
def GetSQSMessageSuccess(self):
jobFound = False
succeeded = False
dotLine=0
while jobFound == False:
sqsResponse = self.sqs.receive_message(QueueUrl=self.sqsQueueUrl, MessageAttributeNames=['ALL'],
MaxNumberOfMessages=10)
if sqsResponse:
if 'Messages' not in sqsResponse:
if dotLine<40:
print('.', end='')
dotLine=dotLine+1
else:
print()
dotLine=0
sys.stdout.flush()
time.sleep(5)
continue
for message in sqsResponse['Messages']:
notification = json.loads(message['Body'])
rekMessage = json.loads(notification['Message'])
print(rekMessage['JobId'])
print(rekMessage['Status'])
if rekMessage['JobId'] == self.startJobId:
print('Matching Job Found:' + rekMessage['JobId'])
jobFound = True
if (rekMessage['Status']=='SUCCEEDED'):
succeeded=True
self.sqs.delete_message(QueueUrl=self.sqsQueueUrl,
ReceiptHandle=message['ReceiptHandle'])
else:
print("Job didn't match:" +
str(rekMessage['JobId']) + ' : ' + self.startJobId)
# Delete the unknown message. Consider sending to dead letter queue
self.sqs.delete_message(QueueUrl=self.sqsQueueUrl,
ReceiptHandle=message['ReceiptHandle'])
return succeeded
def StartLabelDetection(self):
response=self.rek.start_label_detection(Video={'S3Object': {'Bucket': self.bucket, 'Name': self.video}},
NotificationChannel={'RoleArn': self.roleArn, 'SNSTopicArn': self.snsTopicArn})
self.startJobId=response['JobId']
print('Start Job Id: ' + self.startJobId)
def GetLabelDetectionResults(self):
maxResults = 10
paginationToken = ''
finished = False
while finished == False:
response = self.rek.get_label_detection(JobId=self.startJobId,
MaxResults=maxResults,
NextToken=paginationToken,
SortBy='TIMESTAMP')
print('Codec: ' + response['VideoMetadata']['Codec'])
print('Duration: ' + str(response['VideoMetadata']['DurationMillis']))
print('Format: ' + response['VideoMetadata']['Format'])
print('Frame rate: ' + str(response['VideoMetadata']['FrameRate']))
print()
for labelDetection in response['Labels']:
label=labelDetection['Label']
print("Timestamp: " + str(labelDetection['Timestamp']))
print(" Label: " + label['Name'])
print(" Confidence: " + str(label['Confidence']))
print(" Instances:")
for instance in label['Instances']:
print (" Confidence: " + str(instance['Confidence']))
print()
print()
print (" Parents:")
for parent in label['Parents']:
print (" " + parent['Name'])
print ()
if 'NextToken' in response:
paginationToken = response['NextToken']
input("enter to continue ....")
else:
finished = True
def CreateTopicandQueue(self):
millis = str(int(round(time.time() * 1000)))
#Create SNS topic
snsTopicName="AmazonRekognitionTopic" + millis
topicResponse=self.sns.create_topic(Name=snsTopicName)
self.snsTopicArn = topicResponse['TopicArn']
#create SQS queue
sqsQueueName="AmazonRekognitionQueue" + millis
self.sqs.create_queue(QueueName=sqsQueueName)
self.sqsQueueUrl = self.sqs.get_queue_url(QueueName=sqsQueueName)['QueueUrl']
attribs = self.sqs.get_queue_attributes(QueueUrl=self.sqsQueueUrl,
AttributeNames=['QueueArn'])['Attributes']
sqsQueueArn = attribs['QueueArn']
# Subscribe SQS queue to SNS topic
self.sns.subscribe(
TopicArn=self.snsTopicArn,
Protocol='sqs',
Endpoint=sqsQueueArn)
#Authorize SNS to write SQS queue
policy = """{{
"Version":"2012-10-17",
"Statement":[
{{
"Sid":"MyPolicy",
"Effect":"Allow",
"Principal" : {{"AWS" : "*"}},
"Action":"SQS:SendMessage",
"Resource": "{}",
"Condition":{{
"ArnEquals":{{
"aws:SourceArn": "{}"
}}
}}
}}
]
}}""".format(sqsQueueArn, self.snsTopicArn)
response = self.sqs.set_queue_attributes(
QueueUrl = self.sqsQueueUrl,
Attributes = {
'Policy' : policy
})
def DeleteTopicandQueue(self):
self.sqs.delete_queue(QueueUrl=self.sqsQueueUrl)
self.sns.delete_topic(TopicArn=self.snsTopicArn)
def main():
roleArn = 'provide your role arn here'
bucket = 'provide your bucket name here'
video = 'provide your video name with extension here'
analyzer=VideoAnalyser(roleArn, bucket,video)
analyzer.CreateTopicandQueue()
analyzer.StartLabelDetection()
if analyzer.GetSQSMessageSuccess()==True:
analyzer.GetLabelDetectionResults()
analyzer.DeleteTopicandQueue()
if __name__ == "__main__":
main()