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tcp - GOLANG, HTTP having "use of closed network connection" error

I am getting a lot of error like below mentioned,

read tcp xx.xx.xx.xx:80: use of closed network connection

read tcp xx.xx.xx.xx:80: connection reset by peer

//function for HTTP connection

func GetResponseBytesByURL_raw(restUrl, connectionTimeOutStr, readTimeOutStr string) ([]byte, error) {
    connectionTimeOut, _ /*err*/ := time.ParseDuration(connectionTimeOutStr)
    readTimeOut, _ /*err*/ := time.ParseDuration(readTimeOutStr)
    timeout := connectionTimeOut + readTimeOut // time.Duration((strconv.Atoi(connectionTimeOutStr) + strconv.Atoi(readTimeOutStr)))
    //timeout = 200 * time.Millisecond
    client := http.Client{
        Timeout: timeout,
    }
    resp, err := client.Get(restUrl)

    if nil != err {
        logger.SetLog("Error GetResponseBytesByURL_raw |err: ", logs.LevelError, err)
        return make([]byte, 0), err
    }
    defer resp.Body.Close()
    body, err := ioutil.ReadAll(resp.Body)
    return body, err
}

Update (July 14):

Server : NumCPU=8, RAM=24GB, GO=go1.4.2.linux-amd64

I am getting such error during some high traffic. 20000-30000 request per minutes, and I have a time frame of 500ms to fetch response from third party api.

netstat status from my server (using : netstat -nat | awk '{print $6}' | sort | uniq -c | sort -n) to get frequency

      1 established)
      1 Foreign
      9 LISTEN
     33 FIN_WAIT1
    338 ESTABLISHED
   5530 SYN_SENT
  32202 TIME_WAIT

sysctl -p

**sysctl -p**
fs.file-max = 2097152
vm.swappiness = 10
vm.dirty_ratio = 60
vm.dirty_background_ratio = 2
net.ipv4.tcp_synack_retries = 2
net.ipv4.ip_local_port_range = 2000 65535
net.ipv4.tcp_rfc1337 = 1
net.ipv4.tcp_fin_timeout = 5
net.ipv4.tcp_keepalive_time = 300
net.ipv4.tcp_keepalive_probes = 5
net.ipv4.tcp_keepalive_intvl = 15
net.core.rmem_default = 31457280
net.core.rmem_max = 12582912
net.core.wmem_default = 31457280
net.core.wmem_max = 12582912
net.core.somaxconn = 65536
net.core.netdev_max_backlog = 65536
net.core.optmem_max = 25165824
net.ipv4.tcp_mem = 65536 131072 262144
net.ipv4.udp_mem = 65536 131072 262144
net.ipv4.tcp_rmem = 8192 87380 16777216
net.ipv4.udp_rmem_min = 16384
net.ipv4.tcp_wmem = 8192 65536 16777216
net.ipv4.udp_wmem_min = 16384
net.ipv4.tcp_max_tw_buckets = 1440000
net.ipv4.tcp_tw_recycle = 0
net.ipv4.tcp_tw_reuse = 1
net.ipv6.bindv6only = 1
net.ipv4.conf.all.rp_filter = 1
net.ipv4.conf.all.accept_source_route = 0
net.ipv4.icmp_echo_ignore_broadcasts = 1
error: "net.ipv4.icmp_ignore_bogus_error_messages" is an unknown key
kernel.exec-shield = 1
kernel.randomize_va_space = 1
net.ipv4.conf.all.log_martians = 1
net.ipv4.conf.default.log_martians = 1
net.ipv4.icmp_ignore_bogus_error_responses = 1
net.ipv4.ip_forward = 0
net.ipv4.conf.all.send_redirects = 0
net.ipv4.conf.default.send_redirects = 0
net.ipv4.conf.all.secure_redirects = 0
net.ipv4.conf.default.secure_redirects = 0
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