I am trying to send a very simple JSON object through Kafka and read it out the other side using Python and kafka-python. However, I keep seeing the following error:
2017-04-07 10:28:52,030.30.9998989105:kafka.future:8228:ERROR:10620:Error processing callback
Traceback (most recent call last):
File "C:\Anaconda2\lib\site-packages\kafka\future.py", line 79, in _call_backs
f(value)
File "C:\Anaconda2\lib\site-packages\kafka\consumer\fetcher.py", line 760, in _handle_fetch_response
unpacked = list(self._unpack_message_set(tp, messages))
File "C:\Anaconda2\lib\site-packages\kafka\consumer\fetcher.py", line 539, in _unpack_message_set
tp.topic, msg.value)
File "C:\Anaconda2\lib\site-packages\kafka\consumer\fetcher.py", line 570, in _deserialize
return f(bytes_)
File "C:\Users\myUser\workspace\PythonKafkaTest\src\example.py", line 55, in <lambda>
value_deserializer=lambda m: json.loads(m).decode('utf-8'))
File "C:\Anaconda2\lib\json\__init__.py", line 339, in loads
return _default_decoder.decode(s)
File "C:\Anaconda2\lib\json\decoder.py", line 364, in decode
obj, end = self.raw_decode(s, idx=_w(s, 0).end())
File "C:\Anaconda2\lib\json\decoder.py", line 382, in raw_decode
raise ValueError("No JSON object could be decoded")
ValueError: No JSON object could be decoded
I’ve done some research and the most common cause of this error is that the JSON is wrong. I have tried printing out the JSON before I send it by adding the following to my code and the JSON prints with no errors.
while True:
json_obj1 = json.dumps({"dataObjectID": "test1"})
print json_obj1
producer.send('my-topic', {"dataObjectID": "test1"})
producer.send('my-topic', {"dataObjectID": "test2"})
time.sleep(1)
This leads me to suspect that I can produce the json, but not consume it.
Here is my code:
import threading
import logging
import time
import json
from kafka import KafkaConsumer, KafkaProducer
class Producer(threading.Thread):
daemon = True
def run(self):
producer = KafkaProducer(bootstrap_servers='localhost:9092',
value_serializer=lambda v: json.dumps(v).encode('utf-8'))
while True:
producer.send('my-topic', {"dataObjectID": "test1"})
producer.send('my-topic', {"dataObjectID": "test2"})
time.sleep(1)
class Consumer(threading.Thread):
daemon = True
def run(self):
consumer = KafkaConsumer(bootstrap_servers='localhost:9092',
auto_offset_reset='earliest',
value_deserializer=lambda m: json.loads(m).decode('utf-8'))
consumer.subscribe(['my-topic'])
for message in consumer:
print (message)
def main():
threads = [
Producer(),
Consumer()
]
for t in threads:
t.start()
time.sleep(10)
if __name__ == "__main__":
logging.basicConfig(
format='%(asctime)s.%(msecs)s:%(name)s:%(thread)d:' +
'%(levelname)s:%(process)d:%(message)s',
level=logging.INFO
)
main()
I can successfully send and receive strings if I remove the value_serializer and value_deserializer. When I run that code I can see the JSON I am sending in. Here is a short snipit:
ConsumerRecord(topic=u'my-topic', partition=0, offset=5742, timestamp=None, timestamp_type=None, key=None, value='{"dataObjectID": "test1"}', checksum=-1301891455, serialized_key_size=-1, serialized_value_size=25)
ConsumerRecord(topic=u'my-topic', partition=0, offset=5743, timestamp=None, timestamp_type=None, key=None, value='{"dataObjectID": "test2"}', checksum=-1340077864, serialized_key_size=-1, serialized_value_size=25)
ConsumerRecord(topic=u'my-topic', partition=0, offset=5744, timestamp=None, timestamp_type=None, key=None, value='test', checksum=1495943047, serialized_key_size=-1, serialized_value_size=4)
ConsumerRecord(topic=u'my-topic', partition=0, offset=5745, timestamp=None, timestamp_type=None, key=None, value='\xc2Hello, stranger!', checksum=-1090450220, serialized_key_size=-1, serialized_value_size=17)
ConsumerRecord(topic=u'my-topic', partition=0, offset=5746, timestamp=None, timestamp_type=None, key=None, value='test', checksum=1495943047, serialized_key_size=-1, serialized_value_size=4)
ConsumerRecord(topic=u'my-topic', partition=0, offset=5747, timestamp=None, timestamp_type=None, key=None, value='\xc2Hello, stranger!', checksum=-1090450220, serialized_key_size=-1, serialized_value_size=17)
So I tried removing the value_deserializer from the consumer, and that code executes but without the deserializer the message comes out as a String, which isn't what I need. So, why doesn't the value_deserializer work? Is there a different way to get the JSON from the Kafka Message that I should be using?
My Problem was solved after decoding the message first into utf-8, and then json.load/dump it:
value_deserializer=lambda m: json.loads(m.decode('utf-8'))
instead of:
value_deserializer=lambda m: json.loads(m).decode('utf-8')
Hope this will also work for the Producer's side