Multiprocessing, multithreading and evented I/O: the trade-offs in Web servers.
A Web server needs to support concurrency. The server should service clients in a timely, fair manner to ensure that no client starves because some other client causes the server to hang. Multiprocessing and multithreading, and hybrids of these, are traditional ways to achieve concurrency. Node.js represents another way, one based on system libraries for asynchronous I/O, such as epoll (Linux) and kqueue (FreeBSD). To highlight the trade-offs among the approaches, I have three echo servers written in close-to-the-metal C: a forking_server, a threading_server and a polling_server.
Shared Code
The Web servers use utils.c (Listing 1). The function error_msg prints messages and optionally terminates the server; announce_client dumps information about a connection; and generate_echo_response creates a syntactically correct HTTP response.
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Listing 1. utils.c
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <sys/socket.h>
#include <netinet/in.h>
#include <fcntl.h>
#include “utils.h”
void error_msg(const char* msg, bool halt_flag) {
perror(msg);
if (halt_flag) exit(-1);
}
/* listening socket */
int create_server_socket(bool non_blocking) {
/* Modify as needed. */
const int port = 3000;
struct sockaddr_in server_addr;
/* create, bind, listen */
int sock = socket(AF_INET, /* family */
SOCK_STREAM, /* TCP */
0);
if (socket < 0) error_msg(“Problem with socket call”, true);
/* non-blocking? */
if (non_blocking) fcntl(sock, F_SETFL, O_NONBLOCK);
/* bind */
bzero(&server_addr, sizeof(server_addr));
server_addr.sin_family = AF_INET;
server_addr.sin_addr.s_addr = INADDR_ANY;
server_addr.sin_port = htons(port); /* host to network endian */
if (bind(sock, (struct sockaddr*) &server_addr,
↪sizeof(server_addr)) < 0)
error_msg(“Problem with bind call”, true);
/* listen */
fprintf(stderr, “Listening for requests on port %i…\n”, port);
if (listen(sock, BACKLOG) < 0)
error_msg(“Problem with listen call”, true);
return sock;
}
void announce_client(struct in_addr* addr) {
char buffer[BUFF_SIZE + 1];
inet_ntop(AF_INET, addr, buffer, sizeof(buffer));
fprintf(stderr, “Client connected from %s…\n”, buffer);
}
void generate_echo_response(char request[ ], char response[ ]) {
strcpy(response, “HTTP/1.1 200 OK\n”);
strcat(response, “Content-Type: text/*\n”);
strcat(response, “Accept-Ranges: bytes\n”);
strcat(response, “Connection: close\n\n”);
strcat(response, request);
}
The central function is create_server_socket, which creates a blocking or a nonblocking listening socket. This function invokes three system functions:
socket — create socket.bind — set port.listen — await connections.
The first call creates a TCP-based socket, and the bind call then specifies the port number at which the Web server awaits connections. The listen call starts the waiting for up to BACKLOG connections:
if (listen(sock, BACKLOG) < 0) /* BACKLOG == 12 */
error_msg("Problem with listen call", true);
A Multiprocessing Server
The forking_server in Listing 2 supports concurrency through multiprocessing, an approach that early Web servers, such as Apache 1 used to launch Web applications written as, for example, C or Perl scripts. Separate processes handle separate connections. This approach is hardly outdated, although modern servers, such as Apache 2, typically combine multiprocessing and multithreading.
Listing 2. forking_server.c
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <netinet/in.h>
#include <signal.h>
#include “utils.h”
int main() {
/* Avoid zombies. */
signal(SIGCHLD, SIG_IGN);
char buffer[BUFF_SIZE + 1];
struct sockaddr_in client_addr;
socklen_t len = sizeof(struct sockaddr_in);
/* listening socket */
int sock = create_server_socket(false);
/* connections + requests */
while (true) {
int client = accept(sock,
(struct sockaddr*) &client_addr,
&len);
if (client < 0) error_msg(“Problem with accept call”, true);
announce_client(&client_addr.sin_addr);
/* fork child */
pid_t pid = fork();
if (pid < 0) error_msg(“Problem with fork call”, false);
/* 0 to child, child’s PID to parent */
if (0 == pid) { /** child **/
close(sock); /* child’s listening socket */
/* request */
bzero(buffer, sizeof(buffer));
int bytes_read = recv(client, buffer, sizeof(buffer), 0);
if (bytes_read < 0) error_msg(“Problem with
↪recv call”, false);
/* response */
char response[BUFF_SIZE * 2];
bzero(response, sizeof(response));
generate_echo_response(buffer, response);
int bytes_written = send(client, response,
↪strlen(response), 0);
if (bytes_written < 0) error_msg(“Problem with
↪send call”, false);
close(client);
exit(0); /* terminate */
}
else /** parent **/
close(client); /* parent’s read/write socket. */
}
return 0;
}
The forking_server divides the labor among a parent process and as many child processes as there are connected clients. A client is active until the connection closes, which ends the session.
The parent process executes main from the first instruction. The parent listens for connections and per connection:
- Spawns a new process to handle the connection.
- Resumes listening for other connections.
The following is the critical code segment:
pid_t pid = fork(); /* spawn child */
if (0 == pid) { /* child */
close(sock); /* close inherited listening socket */
/* handle request and terminate */
...
} else /* parent */
close(client); /* close client, resume listening */
The parent executes the call to fork. If the call succeeds, fork returns a non-negative integer: 0 to the forked child process and the child’s process identifier to the parent. The child inherits the parent’s open socket descriptors, which explains the if-else construct:
- if clause: the child closes its copy of the listening socket because accepting clients is the parent’s job. The child handles the client’s request and then terminates with a call to exit.
- else clause: the parent closes the client socket because a forked child handles the client. The parent resumes listening for connections.
Creating and destroying processes are expensive. Modules, such as FastCGI, remedy this inefficiency through pre-forking. At startup, FastCGI creates a pool of reusable client-handling processes.
An inefficiency remains, however. When one process preempts another, a context switch occurs with the resultant system working to ensure that the switched-in and switched-out process behaves properly. The kernel maintains per-process context information so that a preempted process can restart. The context’s three main structures are:
- The page table: maps virtual addresses to physical ones.
- The process table: stores vital information.
- The file table: tracks the process’ open files.
The CPU cycles that the system spends on context switches cannot be spent on applications such as Web servers. Although measuring the latency of a context switch is nontrivial, 5ms–10ms per switch is a ballpark and even optimistic range. Pre-forking mitigates the inefficiency of process creation and destruction but does not eliminate context switching.
What good is multiprocessing? The process structure frees the programmer from synchronizing concurrent access to shared memory locations. Imagine, for example, a Web application that lets a user play a simple word game. The application displays scrambled letters, such as kcddoe, and a player tries to unscramble the letters to form a word—in this case docked. This is a single-player game, and the application must track the game’s state: the string to be unscrambled, the player’s movement of letters one at a time and on so. Suppose that there is a global variable:
typedef struct {
/* variables to track game's state */
} WordGame;
WordGame game; /* single, global instance */
so that the application has, in the source code, exactly one WordGame instance visible across the application’s functions (for example, move_letter, submit_guess). Concurrent players need separate WordGames, so that one player cannot interfere with another’s game.
Now, consider two child processes C1 and C2, each handling a player. Under Linux, a forked child inherits its parent’s address space; hence, C1 and C2 begin with the same address space as each other and their parent. If none of the three processes thereafter executes a write operation, no harm results. The need for separate address spaces first arises with write operations. Linux thus enforces a copy-on-write (COW) policy with respect to memory pages. If C1 or C2 performs a write operation on an inherited page, this child gets its own copy of the page, and the child’s page table is updated. In effect, therefore, the parent and the forked children have separate address spaces, and each client effectively has its own copy of the writable WordGame.
A Multithreading Server
The multithreading_server shown in Listing 3 avoids the context-switch downside of the forking_server but faces challenges of its own. Each process has at least one thread of execution. A single multithreaded process has multiple threads. The threading_server is multithreaded.
Listing 3. threading_server.c
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <netinet/in.h>
#include <signal.h>
#include <pthread.h>
#include “utils.h”
/* thread routine */
void* handle_client(void* client_ptr) {
pthread_detach(pthread_self()); /* terminates on return */
/* read/write socket */
int client = *((int*) client_ptr);
/* request */
char buffer[BUFF_SIZE + 1];
bzero(buffer, sizeof(buffer));
int bytes_read = recv(client, buffer, sizeof(buffer), 0);
if (bytes_read < 0) error_msg(“Problem with recv call”, false);
/* response */
char response[BUFF_SIZE * 2];
bzero(response, sizeof(response));
generate_echo_response(buffer, response);
int bytes_written = send(client, response, strlen(response), 0);
if (bytes_written < 0) error_msg(“Problem with send call”, false);
close(client);
return NULL;
} /* detached thread terminates on return */
int main() {
char buffer[BUFF_SIZE + 1];
struct sockaddr_in client_addr;
socklen_t len = sizeof(struct sockaddr_in);
/* listening socket */
int sock = create_server_socket(false);
/* connections */
while (true) {
int client = accept(sock,
(struct sockaddr*) &client_addr,
&len);
if (client < 0) error_msg(“Problem accepting a
↪client request”, true);
announce_client(&client_addr.sin_addr);
/* client handler */
pthread_t tid;
int flag = pthread_create(&tid, /* id */
NULL, /* attributes */
handle_client, /* routine */
&client); /* routine’s arg */
if (flag < 0) error_msg(“Problem creating thread”, false);
}
return 0;
}
The threading_server mimics the division-of-labor strategy in the forking_server, but the client handlers are now threads within a single process instead of forked child processes. This difference is huge. Thanks to COW, separate processes effectively have separate address spaces, but separate threads within a process share one address space.
When a client connects, the threading_server delegates the handling to a new thread:
pthread_create(&tid, /* id */
NULL, /* attributes */
handle_client, /* routine */
&client); /* arg to routine */
The thread gets a unique identifier and executes a thread routine—in this case, handle_client. The threading_server passes the client socket to the thread routine, which reads from and writes to the client.
How could the WordGame be ported to the forking_server? This server must ensure one WordGame instance per client. The single WordGame:
WordGame game; /* one instance */
could become an array of these:
WordGame games[BACKLOG]; /* BACKLOG == max clients */
When a client connects, the threading_server could search for an available game instance and pass this to the client-handling thread:
int game_index = get_open_game(); /* called in main so thread safe */
In the function main, the threading_server would invoke get_open_game, and each client-handling thread then would have access to its own WordGame instance:
games[game_index].socket = client;
pthread_create(&tid, /* id */
NULL, /* attributes */
handle_client, /* routine */
&games[game_index]); /* WordGame arg */
A WordGame local to the thread_routine also would work:
void* handle_client(void* client_ptr) {
WordGame game; /* local so thread safe */
/* ... */
}
Each thread gets its own copy of locals, which are thereby threadsafe. Of importance is that the programmer rather than the system ensures one WordGame per client.
The threading_server would be more efficient with a thread pool. The pre-forking strategy used in FastCGI for processes extends nicely to threads.
A Polling Server
Listing 4 is a polling_server, which resembles the forking_server in some respects and the threading_server in others.
Listing 4. polling_server.c
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <netinet/in.h>
#include <signal.h>
#include <sys/epoll.h>
#include <fcntl.h>
#include <errno.h>
#include “utils.h”
#define MAX_BUFFERS (BACKLOG + 1) /* max clients + listener */
int main() {
char buffer[BUFF_SIZE + 1];
/* epoll structures */
struct epoll_event event, /* server2epoll */
event_buffers[MAX_BUFFERS]; /* epoll2server */
int epollfd = epoll_create(MAX_BUFFERS); /* arg just a hint */
if (epollfd < 0) error_msg(“Problem with epoll_create”,
↪true);
struct sockaddr_in client_addr;
socklen_t len = sizeof(struct sockaddr_in);
int sock = create_server_socket(true); /* non-blocking */
/* polling */
event.events = EPOLLIN | EPOLLET; /* incoming, edge-triggered */
event.data.fd = sock; /* register listener */
if (epoll_ctl(epollfd, EPOLL_CTL_ADD, sock, &event) < 0)
error_msg(“Problem with epoll_ctl call”, true);
/* connections + requests */
while (true) {
/* event count */
int n = epoll_wait(epollfd, event_buffers, MAX_BUFFERS, -1);
if (n < 0) error_msg(“Problem with epoll_wait call”, true);
/*
– If connection, add to polling: may be none or more
– If request, read and echo
*/
int i;
for (i = 0; i < n; i++) {
/* listener? */
if (event_buffers[i].data.fd == sock) {
while (true) {
socklen_t len = sizeof(client_addr);
int client = accept(sock,
(struct sockaddr *) &client_addr,
&len);
/* no client? */
if (client < 0 && (EAGAIN == errno ||
↪EWOULDBLOCK == errno)) break;
/* client */
fcntl(client, F_SETFL, O_NONBLOCK); /* non-blocking */
event.events = EPOLLIN | EPOLLET; /* incoming,
edge-triggered */
event.data.fd = client;
if (epoll_ctl(epollfd, EPOLL_CTL_ADD, client, &event) < 0)
error_msg(“Problem with epoll_ctl ADD call”, false);
announce_client(&client_addr.sin_addr);
}
}
/* request */
else {
bzero(buffer, sizeof(buffer));
int bytes_read = recv(event_buffers[i].data.fd, buffer,
↪sizeof(buffer), 0);
/* echo request */
if (bytes_read < 0) {
char response[BUFF_SIZE * 2];
bzero(response, sizeof(response));
generate_echo_response(buffer, response);
int bytes_written =
send(event_buffers[i].data.fd, response,
↪strlen(response), 0);
if (bytes_written < 0) error_msg(“Problem with
↪send call”, false);
close(event_buffers[i].data.fd); /* epoll stops
polling fd */
}
}
}
}
return 0;
}
The polling_server is complicated:
while (true) /* listening loop */
for (...) /* event loop */
if (...) /* accepting event? */
while (true) /* accepting loop */
else /* request event */
This server executes as one thread in one process and so must support concurrency by jumping quickly from one task (for example, accepting connections) to another (for example, reading requests). These nimble jumps are among nonblocking I/O operations, in particular calls to accept (connections) and recv (requests).
The polling_server’s call to accept returns immediately:
- If there are no clients waiting to connect, the server moves on to check whether there are requests to read.
- If there are waiting clients, the polling_server accepts them in a loop.
The polling_server uses the epoll system library, declaring a single epoll structure and an array of these:
struct epoll_event
event, /* from server to epoll */
event_buffers[MAX_EVENTS]; /* from epoll to server */
The server uses the single structure to register interest in connections on the listening socket and in requests on the client sockets. The epoll library uses the array of epoll structures to record such events. The division of labor is:
- The polling_server registers events of interest with epoll.
- The epoll library records detected events in epoll_event structures.
- The polling_server handles epoll-detected events.
The polling_server is interested in incoming (EPOLLIN) events and in edge-triggered (EPOLLET) rather than level-triggered events. The distinction comes from digital logic design but examples abound. A red traffic light is a level-triggered event signaling that a vehicle should remain stopped, whereas the transition from green to red is an edge-triggered event signaling that a vehicle should come to a stop. The polling_server is interested in connecting and requesting events when these first occur.
A for loop iterates through detected events. Above the loop, the statement:
int n = epoll_wait(epollfd, event_buffers, MAX_EVENTS, -1);
gets an event count, where the events are either connections or requests.
My polling_server takes a shortcut. When the server reads a request, it reads only the bytes then available. Yet the server might require several reads to get the full request; hence, the server should buffer the partials until the request is complete. I leave this fix as an exercise for the reader.
How could the WordGame be ported to the polling_server? This server, like the threading_server, must ensure one WordGame instance per client and must coordinate a client’s access to its WordGame. On the upside, the polling_server is single-threaded and thereby threadsafe. Unlike the forking_server, the polling_server does not incur the cost of context switches among forked children.
Conclusions
Which is the best way to client concurrency? A reasoned answer must consider traditional multiprocessing and multithreading, together with hybrids of these. Theevented I/O way that epoll exemplifies also deserves study. In the end, the selected method must meet the challenges of supporting concurrency across real-world Web applications under real-world conditions.
Resources
The three Web servers together with an iterative_server are available athttp://condor.depaul.edu/mkalin.
For more on Node.js, see: http://nodejs.org.
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