From e13411fc0d8de5209d4ad6bf795475baa414a8e6 Mon Sep 17 00:00:00 2001
From: Kaushik Narayan R <rknarayan02@gmail.com>
Date: Fri, 5 Apr 2024 19:09:03 -0700
Subject: [PATCH] proj-2-part-1 done

---
 Project-2/Part-1/Project 2 (Part-I)_ PaaS.pdf | Bin 155663 -> 156234 bytes
 Project-2/Part-1/src/Dockerfile               |  54 ++++
 Project-2/Part-1/src/README.md                |   5 +
 .../Part-1/src/dummy_s3_trigger_event.json    |  38 +++
 Project-2/Part-1/src/entry.sh                 |   6 +
 Project-2/Part-1/src/grader_script_p1.py      | 270 ++++++++++++++++++
 Project-2/Part-1/src/handler.py               |  66 +++++
 Project-2/Part-1/src/lambda_s3_policy.json    |  28 ++
 Project-2/Part-1/src/requirements.txt         |   1 +
 Project-2/Part-1/src/workload_generator.py    |  73 +++++
 10 files changed, 541 insertions(+)
 create mode 100644 Project-2/Part-1/src/Dockerfile
 create mode 100644 Project-2/Part-1/src/README.md
 create mode 100644 Project-2/Part-1/src/dummy_s3_trigger_event.json
 create mode 100644 Project-2/Part-1/src/entry.sh
 create mode 100644 Project-2/Part-1/src/grader_script_p1.py
 create mode 100644 Project-2/Part-1/src/handler.py
 create mode 100644 Project-2/Part-1/src/lambda_s3_policy.json
 create mode 100644 Project-2/Part-1/src/requirements.txt
 create mode 100644 Project-2/Part-1/src/workload_generator.py

diff --git a/Project-2/Part-1/Project 2 (Part-I)_ PaaS.pdf b/Project-2/Part-1/Project 2 (Part-I)_ PaaS.pdf
index c92530a288ede16281855ccb11569b1a56a25082..ca949a6aaf3899b40770f7bc34d2980cb15681f0 100644
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diff --git a/Project-2/Part-1/src/Dockerfile b/Project-2/Part-1/src/Dockerfile
new file mode 100644
index 0000000..e7bdf9c
--- /dev/null
+++ b/Project-2/Part-1/src/Dockerfile
@@ -0,0 +1,54 @@
+#__copyright__   = "Copyright 2024, VISA Lab"
+#__license__     = "MIT"
+
+# Define global args
+ARG FUNCTION_DIR="/home/app/"
+ARG RUNTIME_VERSION="3.8"
+ARG DISTRO_VERSION="3.12"
+
+FROM alpine:latest
+FROM python:${RUNTIME_VERSION} AS python-alpine
+
+RUN python${RUNTIME_VERSION} -m pip install --upgrade pip
+
+FROM python-alpine AS build-image
+
+# Include global args in this stage of the build
+ARG FUNCTION_DIR
+ARG RUNTIME_VERSION
+# Create function directory
+RUN mkdir -p ${FUNCTION_DIR}
+
+# Install Lambda Runtime Interface Client for Python
+RUN python${RUNTIME_VERSION} -m pip install awslambdaric --target ${FUNCTION_DIR}
+
+# Stage 3 - final runtime image
+# Grab a fresh copy of the Python image
+FROM python-alpine
+# Include global arg in this stage of the build
+ARG FUNCTION_DIR
+# Set working directory to function root directory
+WORKDIR ${FUNCTION_DIR}
+# Copy in the built dependencies
+COPY --from=build-image ${FUNCTION_DIR} ${FUNCTION_DIR}
+# (Optional) Add Lambda Runtime Interface Emulator and use a script in the ENTRYPOINT for simpler local runs
+ADD https://github.com/aws/aws-lambda-runtime-interface-emulator/releases/latest/download/aws-lambda-rie /usr/bin/aws-lambda-rie
+RUN chmod 755 /usr/bin/aws-lambda-rie
+
+# Install ffmpeg
+RUN apt-get update 
+RUN apt-get install -y ffmpeg
+
+# Copy handler function
+COPY requirements.txt ${FUNCTION_DIR}
+
+RUN python${RUNTIME_VERSION} -m pip install -r requirements.txt --target ${FUNCTION_DIR}
+COPY entry.sh /
+
+# Copy function code
+COPY handler.py ${FUNCTION_DIR}
+RUN chmod 777 /entry.sh
+
+# Set the CMD to your handler (could also be done as a parameter override outside of the Dockerfile)
+ENTRYPOINT [ "/entry.sh" ]
+CMD [ "handler.handler" ]
diff --git a/Project-2/Part-1/src/README.md b/Project-2/Part-1/src/README.md
new file mode 100644
index 0000000..fe53fb8
--- /dev/null
+++ b/Project-2/Part-1/src/README.md
@@ -0,0 +1,5 @@
+# Part-1: Video-splitting stage - S3-triggered Lambda
+
+- `handler.py` gets the uploaded video file, splits 10 frames using `ffmpeg`, uploads the output folder of frames to another bucket
+- `lambda_s3_policy.json` defines the permission policy needed for the lambda function's IAM role
+- `dummy_s3_trigger_event.json` is a sample S3 PUT event
diff --git a/Project-2/Part-1/src/dummy_s3_trigger_event.json b/Project-2/Part-1/src/dummy_s3_trigger_event.json
new file mode 100644
index 0000000..26e19d7
--- /dev/null
+++ b/Project-2/Part-1/src/dummy_s3_trigger_event.json
@@ -0,0 +1,38 @@
+{
+"Records":[
+{
+"eventVersion":"2.0",
+"eventSource":"aws:s3",
+"awsRegion":"us-east-1",
+"eventTime":"1970-01-01T00:00:00.000Z",
+"eventName":"ObjectCreated:Put",
+"userIdentity":{
+"principalId":"EXAMPLE"
+},
+"requestParameters":{
+"sourceIPAddress":"127.0.0.1"
+},
+"responseElements":{
+"x-amz-request-id":"EXAMPLE123456789",
+"x-amz-id-2":"EXAMPLE123/5678abcdefghijklambdaisawesome/mnopqrstuvwxyzABCDEFGH"
+},
+"s3":{
+"s3SchemaVersion":"1.0",
+"configurationId":"testConfigRule",
+"bucket":{
+"name":"1229569564-input",
+"ownerIdentity":{
+"principalId":"EXAMPLE"
+},
+"arn":"arn:aws:s3:::1229569564-input"
+},
+"object":{
+"key":"jellyfish jam.mp4",
+"size":1024,
+"eTag":"0123456789abcdef0123456789abcdef",
+"sequencer":"0A1B2C3D4E5F678901"
+}
+}
+}
+]
+}
\ No newline at end of file
diff --git a/Project-2/Part-1/src/entry.sh b/Project-2/Part-1/src/entry.sh
new file mode 100644
index 0000000..a608361
--- /dev/null
+++ b/Project-2/Part-1/src/entry.sh
@@ -0,0 +1,6 @@
+#!/bin/sh
+if [ -z "${AWS_LAMBDA_RUNTIME_API}" ]; then
+    exec /usr/bin/aws-lambda-rie /usr/local/bin/python -m awslambdaric $1
+else
+    exec /usr/local/bin/python -m awslambdaric $1
+fi
diff --git a/Project-2/Part-1/src/grader_script_p1.py b/Project-2/Part-1/src/grader_script_p1.py
new file mode 100644
index 0000000..2a1cd34
--- /dev/null
+++ b/Project-2/Part-1/src/grader_script_p1.py
@@ -0,0 +1,270 @@
+__copyright__   = "Copyright 2024, VISA Lab"
+__license__     = "MIT"
+
+import pdb
+import time
+import botocore
+import argparse
+import textwrap
+import boto3
+from boto3 import client as boto3_client
+from botocore.exceptions import ClientError
+from datetime import datetime,timezone,timedelta
+
+class aws_grader():
+    def __init__(self, access_key, secret_key, input_bucket, output_bucket, lambda_name, region):
+
+        self.access_key = access_key
+        self.secret_key  = secret_key
+        self.region = region
+        self.s3 = boto3_client('s3', aws_access_key_id=self.access_key,
+                          aws_secret_access_key=self.secret_key, region_name=region)
+        self.cloudwatch = boto3_client('cloudwatch', aws_access_key_id=self.access_key,
+                          aws_secret_access_key=self.secret_key, region_name=region)
+        self.iam_session = boto3.Session(aws_access_key_id=self.access_key,
+                                         aws_secret_access_key=self.secret_key)
+        self.s3_resources = self.iam_session.resource('s3', region)
+        self.lambda_function = boto3_client('lambda', aws_access_key_id=self.access_key,
+                               aws_secret_access_key=self.secret_key, region_name=region)
+        self.in_bucket_name = input_bucket
+        self.out_bucket_name = output_bucket
+        self.lambda_name = lambda_name
+        self.test_result = {}
+
+    def validate_lambda_exists(self, TC_num):
+        try:
+            response = self.lambda_function.get_function(
+            FunctionName=self.lambda_name
+            )
+            print(f"Lambda function {self.lambda_name} HTTPStatusCode {response['ResponseMetadata']['HTTPStatusCode']}")
+            self.test_result[TC_num] = "PASS"
+        except self.lambda_function.exceptions.ResourceNotFoundException as e:
+            print(f"Error {e}")
+            self.test_result[TC_num] = "FAIL"
+        print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+
+    def validate_s3_subfolders(self, TC_num):
+        in_objects = self.s3.list_objects_v2(Bucket=self.in_bucket_name)
+        if in_objects['KeyCount']==0:
+            self.test_result[TC_num] = "FAIL"
+            print(f"Empty bucket {self.in_bucket_name}")
+            print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+            return
+        self.test_result[TC_num] = "PASS"
+        for obj in in_objects['Contents']:
+            folder_name = obj['Key'].rsplit('.',1)[0]
+            out_objects = self.s3.list_objects_v2(Bucket=self.out_bucket_name, Prefix=folder_name, Delimiter='/')
+            if out_objects['KeyCount'] == 1 or out_objects['KeyCount'] == 11:
+                folder_name = out_objects['CommonPrefixes'][0]['Prefix'].rsplit("/")[0]
+                prefix_name = out_objects['Prefix']
+                if folder_name == prefix_name:
+                    print(f"{prefix_name} matches with {folder_name}")
+            else:
+                prefix_name = out_objects['Prefix']
+                self.test_result[TC_num] = "FAIL"
+                print(f"NO folder named {prefix_name}")
+                print(out_objects)
+        print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+
+    def validate_s3_output_objects(self, TC_num):
+        bucket = self.s3_resources.Bucket(self.out_bucket_name)
+        in_bucket = self.s3_resources.Bucket(self.in_bucket_name)
+
+        try:
+            objects = list(bucket.objects.all())
+            print(f"Got {len(objects)} objects {[o.key for o in objects]} from bucket {bucket.name}")
+            in_objects = list(in_bucket.objects.all())
+            self.test_result[TC_num] = "PASS"
+
+            for i,folder_n in enumerate(in_objects):
+                if len(in_objects) * 10 == len(objects) or len(in_objects) * 11 == len(objects):
+                    print(f"Number of objects matches for given input {folder_n}")
+                    self.test_result[TC_num] = "PASS"
+                else:
+                    self.test_result[TC_num] = "FAIL"
+                    break
+            print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+
+
+        except ClientError:
+            print(f"Couldn't get objects for bucket {bucket.name}")
+            raise
+        else:
+            return
+
+    # You have to make sure to run the workload generator and it executes within 15 mins
+    # of polling for cloudwatch metrics.
+    def check_lambda_duration(self, TC_num):
+        response = self.cloudwatch.get_metric_data(
+            MetricDataQueries=[
+                {
+                    'Id': 'testDuration',
+                    'MetricStat': {
+                        'Metric': {
+                            'Namespace': 'AWS/Lambda',
+                            'MetricName': 'Duration'
+                        },
+                        'Period': 600,
+                        'Stat': 'Average'
+                    },
+                    'ReturnData': True,
+                },
+            ],
+            StartTime=datetime.now().utcnow() - timedelta(minutes=15),
+            EndTime=datetime.now().utcnow(),
+            ScanBy='TimestampAscending'
+        )
+        print(response['MetricDataResults'][0]['Values'])
+        values = response['MetricDataResults'][0]['Values']
+        if not values:
+            self.test_result[TC_num] = "FAIL"
+            print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+            return
+        if max(values) > 10000:
+            self.test_result[TC_num] = "FAIL"
+        else:
+            self.test_result[TC_num] = "PASS"
+        print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+
+    def check_lambda_concurrency(self,TC_num):
+        response = self.cloudwatch.get_metric_data(
+            MetricDataQueries=[
+                {
+                    'Id': 'testConcurrency',
+                    'MetricStat': {
+                        'Metric': {
+                            'Namespace': 'AWS/Lambda',
+                            'MetricName': 'ConcurrentExecutions'
+                        },
+                        'Period': 600,
+                        'Stat': 'Maximum'
+                    },
+                    'ReturnData': True,
+                },
+            ],
+            StartTime=datetime.now().utcnow() - timedelta(minutes=15),
+            EndTime=datetime.now().utcnow(),
+            ScanBy='TimestampAscending'
+        )
+        print(response['MetricDataResults'][0]['Values'])
+        values = response['MetricDataResults'][0]['Values']
+        if not values:
+            self.test_result[TC_num] = "FAIL"
+            print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+            return
+        if max(values) < 5:
+            self.test_result[TC_num] = "FAIL"
+        else:
+            self.test_result[TC_num] = "PASS"
+        print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+
+    def check_bucket_exist(self, bucket):
+        if not bucket:
+            print(f"Bucket name is empty!")
+            return False
+        try:
+            self.s3.head_bucket(Bucket=bucket)
+            print(f"Bucket {bucket} Exists!")
+            return True
+        except botocore.exceptions.ClientError as e:
+            # If a client error is thrown, then check that it was a 404 error.
+            # If it was a 404 error, then the bucket does not exist.
+            error_code = int(e.response['Error']['Code'])
+            if error_code == 403:
+                print("Private Bucket. Forbidden Access!")
+                return True
+            elif error_code == 404:
+                print(f"Bucket {bucket} does Not Exist!")
+                return False
+    def empty_s3_bucket(self, bucket_name):
+        bucket = self.s3_resources.Bucket(bucket_name)
+        bucket.objects.all().delete()
+        print(f"{bucket_name} S3 Bucket is now EMPTY !!")
+
+    def count_bucket_objects(self, bucket_name):
+        bucket = self.s3_resources.Bucket(bucket_name)
+        count = 0
+        for index in bucket.objects.all():
+            count += 1
+        #print(f"{bucket_name} S3 Bucket has {count} objects !!")
+        return count
+
+    def validate_s3_buckets_initial(self, TC_num):
+        print(" - Run this BEFORE the workload generator client starts. Press Ctrl^C to exit.")
+        print(" - WARN: If there are objects in the S3 buckets; they will be deleted")
+        print(" ---------------------------------------------------------")
+
+        in_isExist = self.check_bucket_exist(self.in_bucket_name)
+        out_isExist = self.check_bucket_exist(self.out_bucket_name)
+
+        if in_isExist:
+            ip_obj_count = self.count_bucket_objects(self.in_bucket_name)
+            print(f"S3 Input Bucket:{self.in_bucket_name} has {ip_obj_count} object(s)")
+        if out_isExist:
+            op_obj_count = self.count_bucket_objects(self.out_bucket_name)
+            print(f"S3 Output Bucket:{self.out_bucket_name} has {op_obj_count} object(s)")
+
+        if in_isExist and out_isExist and ip_obj_count==0 and op_obj_count==0:
+            self.test_result[TC_num] = "PASS"
+            print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+        else:
+            self.test_result[TC_num] = "FAIL"
+            print(f"Test status of {TC_num} : {self.test_result[TC_num]}")
+
+    def display_menu(self):
+        print("\n")
+        print("=============================================================================")
+        print("======== Welcome to CSE546 Cloud Computing AWS Console ======================")
+        print("=============================================================================")
+        print(f"IAM ACESS KEY ID: {self.access_key}")
+        print(f"IAM SECRET ACCESS KEY: {self.secret_key}")
+        print("=============================================================================")
+        print("1 - Validate 1 Lambda function")
+        print("2 - Validate S3 Buckets names and initial states")
+        print("3 - Validate S3 output bucket subfolders")
+        print("4 - Validate S3 output objects")
+        print("5 - Check lambda average duration")
+        print("6 - Check lambda concurrency")
+        print("0 - Exit")
+        print("Enter a choice:")
+        choice = input()
+        return choice
+
+    def main(self):
+        while(1):
+            choice = self.display_menu()
+            if int(choice) == 1:
+                self.validate_lambda_exists('Test_1')
+            elif int(choice) == 2:
+                self.validate_s3_buckets_initial('Test_2')
+            elif int(choice) == 3:
+                self.validate_s3_subfolders('Test_3')
+            elif int(choice) == 4:
+                self.validate_s3_output_objects('Test_4')
+            elif int(choice) == 5:
+                self.check_lambda_duration('Test_5')
+            elif int(choice) == 6:
+                self.check_lambda_concurrency('Test_6')
+            elif int(choice) == 0:
+                break
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description='Grading Script')
+    parser.add_argument('--access_key', type=str, help='ACCCESS KEY ID of the grading IAM user')
+    parser.add_argument('--secret_key', type=str, help='SECRET KEY of the grading IAM user')
+    parser.add_argument('--input_bucket', type=str, help='Name of the S3 Input Bucket')
+    parser.add_argument('--output_bucket', type=str, help='Name of the S3 Output Bucket')
+    parser.add_argument('--lambda_name', type=str, help="Name of the Lambda function")
+
+
+    args = parser.parse_args()
+
+    access_key = args.access_key
+    secret_key   = args.secret_key
+    input_bucket    = args.input_bucket
+    output_bucket   = args.output_bucket
+    lambda_name = args.lambda_name
+    region = 'us-east-1'
+
+    aws_obj = aws_grader(access_key, secret_key, input_bucket, output_bucket, lambda_name,region)
+    aws_obj.main()
diff --git a/Project-2/Part-1/src/handler.py b/Project-2/Part-1/src/handler.py
new file mode 100644
index 0000000..d70385f
--- /dev/null
+++ b/Project-2/Part-1/src/handler.py
@@ -0,0 +1,66 @@
+import os
+import subprocess
+import json
+import urllib.parse
+import boto3
+
+print("Loading function")
+
+
+# attach execution policies and IAM roles in deployment lambda
+sesh = boto3.Session()
+
+s3 = sesh.client("s3", region_name="us-east-1")
+
+
+def video_splitting_cmdline(video_filename):
+    filename = os.path.basename(video_filename)
+    outdir = os.path.splitext(filename)[0]
+    outdir = os.path.join("/tmp", outdir)
+    if not os.path.exists(outdir):
+        os.makedirs(outdir)
+
+    split_cmd = (
+        "ffmpeg -ss 0 -r 1 -i "
+        + video_filename
+        + " -vf fps=1/1 -start_number 0 -vframes 10 "
+        + outdir
+        + "/"
+        + "output-%02d.jpg -y"
+    )
+    try:
+        subprocess.check_call(split_cmd, shell=True)
+    except subprocess.CalledProcessError as e:
+        print(e.returncode)
+        print(e.output)
+
+    return outdir
+
+
+def handler(event, context):
+    for record in event["Records"]:
+        # get uploaded object
+        in_bucket = record["s3"]["bucket"]["name"]
+        if in_bucket != "1229569564-input":
+            continue
+        key = urllib.parse.unquote_plus(record["s3"]["object"]["key"], encoding="utf-8")
+        tmpkey = key.replace("/", "")
+        download_path = "/tmp/{}".format(tmpkey)
+        s3.download_file(in_bucket, key, download_path)
+
+        # process it
+        out_dir = video_splitting_cmdline(download_path)
+
+        # upload output objects
+        for frame in os.listdir(out_dir):
+            s3.upload_file(
+                os.path.join(out_dir, frame),
+                "1229569564-stage-1",
+                os.path.splitext(tmpkey)[0] + "/" + frame,
+            )
+
+
+if __name__ == "__main__":
+    with open("dummy_s3_trigger_event.json", "r") as dummy_event:
+        event = json.loads(dummy_event.read())
+    handler(event, None)
diff --git a/Project-2/Part-1/src/lambda_s3_policy.json b/Project-2/Part-1/src/lambda_s3_policy.json
new file mode 100644
index 0000000..98512e6
--- /dev/null
+++ b/Project-2/Part-1/src/lambda_s3_policy.json
@@ -0,0 +1,28 @@
+{
+	"Version": "2012-10-17",
+	"Statement": [
+		{
+			"Effect": "Allow",
+			"Action": [
+				"logs:PutLogEvents",
+				"logs:CreateLogGroup",
+				"logs:CreateLogStream"
+			],
+			"Resource": "arn:aws:logs:*:*:*"
+		},
+		{
+			"Effect": "Allow",
+			"Action": [
+				"s3:GetObject"
+			],
+			"Resource": "arn:aws:s3:::*/*"
+		},
+		{
+			"Effect": "Allow",
+			"Action": [
+				"s3:PutObject"
+			],
+			"Resource": "arn:aws:s3:::*/*"
+		}
+	]
+}
\ No newline at end of file
diff --git a/Project-2/Part-1/src/requirements.txt b/Project-2/Part-1/src/requirements.txt
new file mode 100644
index 0000000..30ddf82
--- /dev/null
+++ b/Project-2/Part-1/src/requirements.txt
@@ -0,0 +1 @@
+boto3
diff --git a/Project-2/Part-1/src/workload_generator.py b/Project-2/Part-1/src/workload_generator.py
new file mode 100644
index 0000000..d55cd2a
--- /dev/null
+++ b/Project-2/Part-1/src/workload_generator.py
@@ -0,0 +1,73 @@
+#__copyright__   = "Copyright 2024, VISA Lab"
+#__license__     = "MIT"
+
+from boto3 import client as boto3_client
+import os
+import argparse
+import time
+
+input_bucket = "546proj2"
+output_bucket = "546proj2output"
+test_cases = "test_cases/"
+
+start_time = time.time()
+parser = argparse.ArgumentParser(description='Upload videos to input S3')
+# parser.add_argument('--num_request', type=int, help='one video per request')
+parser.add_argument('--access_key', type=str, help='ACCCESS KEY of the grading IAM user')
+parser.add_argument('--secret_key', type=str, help='SECRET KEY of the grading IAM user')
+parser.add_argument('--input_bucket', type=str, help='Name of the input bucket, e.g. 1234567890-input')
+parser.add_argument('--output_bucket', type=str, help='Name of the output bucket, e.g. 1234567890-stage-1')
+parser.add_argument('--testcase_folder', type=str, help='the path of the folder where videos are saved, e.g. test_cases/test_case_1/')
+
+args = parser.parse_args()
+
+access_key = args.access_key
+secret_key = args.secret_key
+input_bucket = args.input_bucket
+output_bucket = args.output_bucket
+test_cases = args.testcase_folder
+region = 'us-east-1'
+
+s3 = boto3_client('s3', aws_access_key_id = access_key,
+                    aws_secret_access_key = secret_key, region_name=region)
+def clear_input_bucket(input_bucket):
+	global s3
+	list_obj = s3.list_objects_v2(Bucket=input_bucket)
+	try:
+		for item in list_obj["Contents"]:
+			key = item["Key"]
+			s3.delete_object(Bucket=input_bucket, Key=key)
+	except:
+		print("Nothing to clear in input bucket")
+	
+def clear_output_bucket(output_bucket):
+	global s3
+	list_obj = s3.list_objects_v2(Bucket=output_bucket)
+	try:
+		for item in list_obj["Contents"]:
+			key = item["Key"]
+			s3.delete_object(Bucket=output_bucket, Key=key)
+	except:
+		print("Nothing to clear in output bucket")
+
+def upload_to_input_bucket_s3(input_bucket, path, name):
+	global s3
+	s3.upload_file(path + name, input_bucket, name)
+	
+def upload_files(input_bucket, test_dir):
+	for filename in os.listdir(test_dir):
+		if filename.endswith(".mp4") or filename.endswith(".MP4"):
+			print("Uploading to input bucket..  name: " + str(filename)) 
+			upload_to_input_bucket_s3(input_bucket, test_dir, filename)
+
+	
+
+clear_input_bucket(input_bucket)
+clear_input_bucket(output_bucket)
+
+upload_files(input_bucket,test_cases)
+
+end_time = time.time()
+print("Time to run = ", end_time-start_time, "(seconds)")
+print(f"Timestamps: start {start_time}, end {end_time}")
+