Memcached failing after PHP upgrade - php

I have been using memcached and I upgraded from PHP 5.4 to 5.6 and now it is failing to connect and store.
I have:
ini_set('session.save_handler', 'memcached');
ini_set('session.save_path', 'serverAddress:11211');
session_start();
I have also tried tcp:// before the server address, but no luck there.
In the error log, I am getting the following errors:
PHP Warning: session_start(): Write of lock failed
PHP Warning: session_start(): Unable to clear session lock record
PHP Warning: Unknown: Failed to write session data (memcached).
Please verify that the current setting of session.save_path is
correct
I guess something changed in the versions of PHP. Any help is appreciated, thanks!
Note: I am using Amazon Elastic Beanstalk for the web server and ElastiCache for the memcached
What I Have Tried
Used a config file with:
files:
"/etc/php.d/setup.ini":
mode: "000644"
owner: root
group: root
source: https://s3.amazonaws.com/path/to/file.ini
Inside of the ini file is:
[php]
session.save_handler = memcached
session.save_path = 'memcached.server.path.cache.amazonaws.com:11211'
I have tried using session_write_close()
I have tried using tcp:// before the server path
I have also tried using memcache instead of memcached as the
handler.

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