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100% CPU Load problem with squid 3.3.8

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I have compiled and installed squid 3.3.8.
I have about 160Mbps bandwidth and about 18000 http request per minute. 
The problem is that as soon as I redirect traffic  to squid, its cpu usage
reaches 100% and it hangs and even "squidclient" will not work.

What is weird is that when I remove traffic from squid, CPU usage does not
go down immediately,  but with a delay of about 2 or 3 minutes! 
While in version 3.1.19(which previously I was using), as soon as I remove
traffic from squid, its cpu usage goes down. By the way in 3.1.19, CPU usage
never exceeded 30%. 

When I debug , I see some lines saying: WARNING! Your cache is running out
of filedescriptors

I don't know this is the cause or not. But I've already compiled squid with
65536 filedescriptors

I have disabled disk swap for testing, but the problem yet exists.

Any help is appreciated 

I have attached my compile options and config

_______________________________________

#squid -v
Squid Cache: Version 3.3.8
configure options:  '--prefix=/usr/local/squid' '--build=x86_64-linux-gnu'
'--enable-storeio=ufs,aufs,diskd' '--enable-follow-x-forwarded-for'
'--with-filedescriptors=65536' '--with-large-files'
'--with-default-user=proxy' '--enable-linux-netfilter'
'build_alias=x86_64-linux-gnu' --enable-ltdl-convenience


###config:####
acl localnet src 10.0.0.0/8	# RFC1918 possible internal network
acl localnet src 172.16.0.0/12	# RFC1918 possible internal network
acl SSL_ports port 443
acl Safe_ports port 80		# http
acl Safe_ports port 21		# ftp
acl Safe_ports port 443		# https
acl Safe_ports port 70		# gopher
acl Safe_ports port 210		# wais
acl Safe_ports port 1025-65535	# unregistered ports
acl Safe_ports port 280		# http-mgmt
acl Safe_ports port 488		# gss-http
acl Safe_ports port 591		# filemaker
acl Safe_ports port 777		# multiling http
acl CONNECT method CONNECT

shutdown_lifetime 3 second
wccp2_router 172.22.122.254
wccp_version 2
wccp2_rebuild_wait on
wccp2_forwarding_method 2
wccp2_return_method 2
wccp2_assignment_method 2
# wccp2_service standard 0
wccp2_service dynamic 80
wccp2_service dynamic 90
wccp2_service_info 80 protocol=tcp flags=src_ip_hash priority=240 ports=80
wccp2_service_info 90 protocol=tcp flags=dst_ip_hash,ports_source
priority=240 ports=80

http_port 3129 tproxy 
qos_flows local-hit=0x18
cache_mem 2000 MB
maximum_object_size_in_memory 10 MB

access_log none

snmp_port 3401
acl snmppublic snmp_community golabi
snmp_access allow snmppublic trusted
http_access deny !Safe_ports

http_access deny CONNECT !SSL_ports

http_access allow localhost manager
http_access deny manager
http_access allow localnet
http_access allow localhost

http_access deny all

http_port 3128

coredump_dir /usr/local/squid/var/cache/squid
refresh_pattern ^ftp:		1440	20%	10080
refresh_pattern ^gopher:	1440	0%	1440
refresh_pattern -i (/cgi-bin/|\?) 0	0%	0
refresh_pattern .		0	20%	4320






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