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main.py
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184 lines (163 loc) · 6.91 KB
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# phx_SctIvSyFVjlDidigURVcR0ZWBROyQrtPTuvuWY0bkiN
import asyncio
import json
import requests
import boto3
import consts
from memphis import Memphis, MemphisError, MemphisConnectError, MemphisHeaderError
memphis = Memphis()
class MessageHandler():
def create_and_put_bucket(self, bucket_name, msgs):
try:
client = boto3.client('s3', aws_access_key_id=consts.AWS_ACCESS_KEY, aws_secret_access_key=consts.AWS_SECRET_KEY)
response = client.head_bucket(Bucket=bucket_name)
except Exception as e:
if e.response['Error']['Code'] == '404' and e.response['Error']['Message'] == 'Not Found':
response_create_bucket = client.create_bucket(
Bucket=bucket_name,
CreateBucketConfiguration={
'LocationConstraint': 'eu-central-1'
},
)
if response_create_bucket['ResponseMetadata']['HTTPStatusCode'] != 200:
raise Exception("creation bucket failure")
response_public = client.put_public_access_block(
Bucket=bucket_name,
PublicAccessBlockConfiguration={
'BlockPublicAcls': True,
'IgnorePublicAcls': True,
'BlockPublicPolicy': True,
'RestrictPublicBuckets': True
},
)
if response_public['ResponseMetadata']['HTTPStatusCode'] != 200:
raise Exception("creation provate access for bucket failure")
finally:
try:
client.put_object(Body=json.dumps(msgs), Bucket=bucket_name, Key= bucket_name+".json")
except Exception as e:
return e
async def msg_handler_raw_to_transformed(self, msgs, error):
try:
if len(msgs) > 0 :
my_msgs = []
raw_msgs = msgs[0]
message = raw_msgs.get_data()
await raw_msgs.ack()
dict_msg = json.loads(message.decode('utf-8'))
for m in dict_msg['results']:
m['person']['is_identified'] = str(
m['person']['is_identified']).lower()
my_msgs.append(m)
lambda_response = requests.post(url=consts.TRANSFORMED_LAMBDA_URL,
json={
"payload": my_msgs,
}, headers={"content-type": "application/json"}
)
if error:
return
except (MemphisError, MemphisConnectError, MemphisHeaderError, Exception) as e:
return
finally:
return
async def msg_handler_transformed_to_enrich(self,msgs, error):
try:
my_msgs = []
for msg in msgs:
message = msg.get_data()
await msg.ack()
dict_msg = json.loads(message.decode('utf-8'))
my_msgs.append(dict_msg)
lambda_response = requests.post(url=consts.ENRICHED_LAMBDA_URL,
json={
"payload": my_msgs
}, headers={"content-type": "application/json"}
)
if lambda_response.status_code != 200:
raise Exception("lambda error")
if error:
return
except (MemphisError, MemphisConnectError, MemphisHeaderError, Exception) as e:
return e
async def msg_handler_upload_to_s3(self, msgs, error):
try:
faq_msgs, main_page_msgs, blog_msgs = [], [], []
for msg in msgs:
message = msg.get_data()
await msg.ack()
dict_msg = json.loads(message.decode('utf-8'))
if 'type' in dict_msg:
if dict_msg['type'] == "blog":
blog_msgs.append(dict_msg)
elif dict_msg['type'] == "faq":
faq_msgs.append(dict_msg)
elif dict_msg['type'] == "main-page":
main_page_msgs.append(dict_msg)
if error:
return
except Exception as e:
return e
finally:
if len(main_page_msgs) > 0 :
self.create_and_put_bucket("main-page-py-data-meetup", main_page_msgs)
if len(blog_msgs) > 0 :
self.create_and_put_bucket("blog-py-data-meetup",blog_msgs)
if len(faq_msgs) > 0 :
self.create_and_put_bucket("faq-py-data-meetup",faq_msgs)
return
def get_raw_data():
try:
get_posthog_events = "https://app.posthog.com/api/projects/12503/events/?personal_api_key="+consts.API_KEY_POSTHOG
res = requests.get(get_posthog_events)
data = res.json()
return data
except Exception as e:
return e
async def raw_step(data):
try:
raw_data = json.dumps(data).encode('utf-8')
producer = await memphis.producer(station_name="raw", producer_name="p1")
await producer.produce(bytearray(raw_data))
except Exception as e:
return e
async def transformed_step():
try:
consumer = await memphis.consumer(station_name="raw", consumer_name="consumer1", consumer_group="", batch_size=1000)
message_handler = MessageHandler()
consumer.consume(message_handler.msg_handler_raw_to_transformed)
await asyncio.sleep(10)
await consumer.destroy()
except Exception as e:
return e
async def enriched_step():
try:
message_handler = MessageHandler()
consumer = await memphis.consumer(station_name="transformed", consumer_name="consumer2", consumer_group="", batch_size=1000)
consumer.consume(message_handler.msg_handler_transformed_to_enrich)
await asyncio.sleep(10)
await consumer.destroy()
except Exception as e:
return e
async def save_to_s3_bucket():
try:
consumer = await memphis.consumer(station_name="enriched", consumer_name="consumer3", consumer_group="", batch_size=1000)
message_handler = MessageHandler()
consumer.consume(message_handler.msg_handler_upload_to_s3)
await asyncio.sleep(10)
await consumer.destroy()
except Exception as e:
return e
async def main():
try:
await memphis.connect(host=consts.HOST, username=consts.USER_NAME, connection_token=consts.CONNECTION_TOKEN)
data = get_raw_data()
await raw_step(data)
await transformed_step()
await enriched_step()
await save_to_s3_bucket()
except (MemphisError, MemphisConnectError, MemphisHeaderError) as e:
return e
finally:
await memphis.close()
if __name__ == '__main__':
asyncio.run(main())