![\"menu-r.4af5f7ec.gif\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250522084116-682ee32ca2572.gif\")
<\/p>\n \u672c\u6587\u8fd8\u6709\u914d\u5957\u7684\u7cbe\u54c1\u8d44\u6e90，\u70b9\u51fb\u83b7\u53d6 <\/p>\n
\u7b80\u4ecb：OASIS\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u9ad8\u6027\u80fd\u5e7f\u544a\u670d\u52a1\u5668\u5e73\u53f0，\u4e13\u4e3a\u5927\u89c4\u6a21\u5728\u7ebf\u5e7f\u544a\u5c55\u793a\u8bbe\u8ba1，\u6bcf\u5c0f\u65f6\u53ef\u5904\u7406\u6570\u5341\u4e07\u6b21\u5e7f\u544a\u8bf7\u6c42，\u786e\u4fdd\u9ad8\u5e76\u53d1\u4e0b\u7684\u7a33\u5b9a\u6027\u548c\u9ad8\u6548\u6027\u3002\u8be5\u7cfb\u7edf\u5177\u5907\u53ef\u6269\u5c55\u6027\u3001\u7075\u6d3b\u6027\u3001\u5b9e\u65f6\u7edf\u8ba1\u5206\u6790\u80fd\u529b\u3001\u6570\u636e\u5b89\u5168\u4fdd\u62a4\u548c\u7528\u6237\u53cb\u597d\u7684\u7ba1\u7406\u754c\u9762\u7b49\u7279\u70b9\u3002\u5b83\u4f7f\u7528PHP\u548cMySQL，\u5177\u6709\u4e30\u5bcc\u7684API\u63a5\u53e3\u4f9b\u5f00\u53d1\u8005\u5b9a\u5236\u5e7f\u544a\u7b56\u7565，\u5e76\u5305\u62ec\u524d\u7aef\u5c55\u793a\u5c42\u3001\u5e7f\u544a\u51b3\u7b56\u5f15\u64ce\u3001\u6570\u636e\u5e93\u5c42\u3001\u7f13\u5b58\u5c42\u3001\u65e5\u5fd7\u76d1\u63a7\u548cAPI\u63a5\u53e3\u5728\u5185\u7684\u67b6\u6784\u8bbe\u8ba1\u3002\u5f00\u6e90\u8f6f\u4ef6\u7684\u4f18\u52bf\u5982\u964d\u4f4e\u6210\u672c\u3001\u83b7\u5f97\u793e\u533a\u652f\u6301\u3001\u63d0\u9ad8\u900f\u660e\u5ea6\u548c\u5b89\u5168\u6027\u3001\u521b\u65b0\u7a7a\u95f4\u4ee5\u53ca\u53ef\u6301\u7eed\u53d1\u5c55\u4e5f\u662fOASIS\u5e73\u53f0\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002 ![\"OASIS\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/05\/20250522084116-682ee32caedee.jpg\")
<\/p>\n
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OASIS\u5f00\u6e90\u5e7f\u544a\u670d\u52a1\u5668\u4e0d\u4ec5\u63d0\u4f9b\u4e86\u57fa\u7840\u7684\u5e7f\u544a\u7ba1\u7406\u529f\u80fd，\u5982\u5e7f\u544a\u4f4d\u7ba1\u7406\u3001\u5e7f\u544a\u7d20\u6750\u7ba1\u7406\u3001\u6295\u653e\u7b56\u7565\u5236\u5b9a\u7b49，\u8fd8\u652f\u6301\u9ad8\u5ea6\u7684\u81ea\u5b9a\u4e49\u548c\u6269\u5c55\u6027，\u4f7f\u5f97\u5e7f\u544a\u6d3b\u52a8\u80fd\u591f\u7075\u6d3b\u9002\u5e94\u5e02\u573a\u9700\u6c42\u548c\u7528\u6237\u884c\u4e3a\u3002OASIS\u7684\u5f00\u6e90\u6027\u8d28\u5141\u8bb8\u4f01\u4e1a\u6839\u636e\u81ea\u8eab\u7279\u70b9\u8fdb\u884c\u5b9a\u5236\u5316\u5f00\u53d1，\u589e\u5f3a\u4e86\u5176\u5728\u591a\u53d8\u7684\u5e7f\u544a\u5e02\u573a\u4e2d\u7684\u7ade\u4e89\u529b\u3002 <\/p>\n
OASIS\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u5168\u9762\u7684\u5e7f\u544a\u751f\u6001\u7cfb\u7edf，\u901a\u8fc7\u4e0e\u5176\u4ed6\u5e7f\u544a\u6280\u672f\u7ec4\u4ef6（\u5982DMP\u3001SSP\u7b49）\u7684\u65e0\u7f1d\u5bf9\u63a5，\u63d0\u4f9b\u5168\u94fe\u8def\u7684\u5e7f\u544a\u7ba1\u7406\u80fd\u529b\u3002\u6b64\u5916，\u901a\u8fc7OASIS\u63d0\u4f9b\u7684\u5b9e\u65f6\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u5de5\u5177，\u5e7f\u544a\u6548\u679c\u7684\u8bc4\u4f30\u548c\u4f18\u5316\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u548c\u7cbe\u786e，\u5e2e\u52a9\u4f01\u4e1a\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u5e02\u573a\u4e2d\u4fdd\u6301\u9886\u5148\u5730\u4f4d\u3002 <\/p>\n
OASIS\u5f00\u6e90\u5e7f\u544a\u670d\u52a1\u5668\u7684\u5f15\u5165，\u5bf9\u5e7f\u544a\u884c\u4e1a\u610f\u5473\u7740\u66f4\u5927\u7684\u64cd\u4f5c\u81ea\u7531\u5ea6\u548c\u66f4\u4e30\u5bcc\u7684\u5e7f\u544a\u7b56\u7565\u9009\u62e9\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8OASIS\u7684\u6280\u672f\u67b6\u6784\u548c\u5173\u952e\u7279\u6027，\u4ee5\u53ca\u5982\u4f55\u5728\u4fdd\u6301\u9ad8\u6027\u80fd\u548c\u9ad8\u5e76\u53d1\u5904\u7406\u7684\u540c\u65f6，\u8fdb\u884c\u7cfb\u7edf\u6269\u5c55\u548c\u5e7f\u544a\u7b56\u7565\u5b9a\u5236\u3002 <\/p>\n
\u5728\u6784\u5efa\u9ad8\u6027\u80fd\u7684\u5e7f\u544a\u670d\u52a1\u5668\u65f6，\u591a\u7ebf\u7a0b\u5e76\u53d1\u5904\u7406\u673a\u5236\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u5173\u952e\u6280\u672f\u3002\u591a\u7ebf\u7a0b\u80fd\u591f\u5145\u5206\u5229\u7528\u73b0\u4ee3\u591a\u6838\u5904\u7406\u5668\u7684\u8ba1\u7b97\u80fd\u529b，\u901a\u8fc7\u5e76\u53d1\u6267\u884c\u591a\u4e2a\u4efb\u52a1\u6765\u63d0\u9ad8\u7a0b\u5e8f\u7684\u6267\u884c\u6548\u7387\u3002 <\/p>\n
\u591a\u7ebf\u7a0b\u7f16\u7a0b\u6a21\u578b\u901a\u5e38\u5305\u62ec\u4e24\u79cd\u4e3b\u8981\u7684\u5e76\u53d1\u6a21\u578b：\u4e00\u662f\u57fa\u4e8e\u7ebf\u7a0b\u7684\u5e76\u53d1\u6a21\u578b，\u5b83\u6d89\u53ca\u5230\u521b\u5efa\u591a\u4e2a\u7ebf\u7a0b，\u6bcf\u4e2a\u7ebf\u7a0b\u5904\u7406\u4e00\u4e2a\u4efb\u52a1；\u4e8c\u662f\u57fa\u4e8e\u4efb\u52a1\u7684\u5e76\u53d1\u6a21\u578b，\u5c06\u5de5\u4f5c\u5206\u89e3\u4e3a\u72ec\u7acb\u7684\u4efb\u52a1，\u7531\u7ebf\u7a0b\u6c60\u4e2d\u7684\u7ebf\u7a0b\u6765\u6267\u884c\u3002\u5e7f\u544a\u670d\u52a1\u5668\u591a\u6570\u91c7\u7528\u7ebf\u7a0b\u6c60\u6765\u7ba1\u7406\u7ebf\u7a0b，\u5b83\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u52a8\u6001\u5730\u8c03\u6574\u7ebf\u7a0b\u6570\u91cf，\u4f18\u5316\u8d44\u6e90\u4f7f\u7528\u3002 <\/p>\n
\u4e0b\u9762\u7684\u4ee3\u7801\u7247\u6bb5\u5c55\u793a\u4e86\u4e00\u4e2a\u7b80\u5355\u7684Java\u7ebf\u7a0b\u6c60\u4f7f\u7528\u793a\u4f8b： <\/p>\n
import java.util.concurrent.ExecutorService;
\nimport java.util.concurrent.Executors;
\nimport java.util.concurrent.TimeUnit;<\/p>\n
public class ThreadPoolExample {
\n public static void main(String[] args) {
\n ExecutorService executor = Executors.newFixedThreadPool(5);
\n for (int i = 0; i < 10; i++) {
\n executor.submit(new Task());
\n }
\n executor.shutdown();
\n try {
\n if (!executor.awaitTermination(800, TimeUnit.MILLISECONDS)) {
\n executor.shutdownNow();
\n }
\n } catch (InterruptedException e) {
\n executor.shutdownNow();
\n Thread.currentThread().interrupt();
\n }
\n }
\n}<\/p>\n
class Task implements Runnable {
\n private final int id;<\/p>\n
public Task() {
\n this.id = (int) (Math.random() * 100);
\n }
\n public void run() {
\n System.out.println("Task ID: " + id);
\n try {
\n Thread.sleep(1000);
\n } catch (InterruptedException e) {
\n Thread.currentThread().interrupt();
\n }
\n }
\n}<\/p>\n
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\u5728\u5904\u7406\u9ad8\u5e76\u53d1I\/O\u64cd\u4f5c\u65f6，I\/O\u591a\u8def\u590d\u7528\u6280\u672f\u662f\u53e6\u4e00\u9879\u5173\u952e\u6280\u672f\u3002\u8be5\u6280\u672f\u5141\u8bb8\u5355\u4e2a\u7ebf\u7a0b\u76d1\u89c6\u591a\u4e2a\u6587\u4ef6\u63cf\u8ff0\u7b26（\u4f8b\u5982\u5957\u63a5\u5b57），\u5f53\u4e00\u4e2a\u6216\u591a\u4e2aI\/O\u6761\u4ef6\u51c6\u5907\u5c31\u7eea\u65f6，\u7cfb\u7edf\u4f1a\u901a\u77e5\u7a0b\u5e8f\u8fdb\u884c\u76f8\u5e94\u7684\u64cd\u4f5c\u3002 <\/p>\n
I\/O\u591a\u8def\u590d\u7528\u901a\u5e38\u6709select\u3001poll\u548cepoll\u4e09\u79cd\u4e3b\u8981\u5b9e\u73b0\u65b9\u5f0f，\u5728Linux\u73af\u5883\u4e0b，epoll\u56e0\u5176\u9ad8\u6548\u6027\u800c\u88ab\u5e7f\u6cdb\u4f7f\u7528\u3002epoll\u4f7f\u7528\u4e00\u79cd\u79f0\u4e3a\u4e8b\u4ef6\u901a\u77e5\u7684\u65b9\u5f0f，\u53ea\u6709\u5c31\u7eea\u7684\u6587\u4ef6\u63cf\u8ff0\u7b26\u624d\u4f1a\u8fd4\u56de\u7ed9\u7528\u6237\u7a0b\u5e8f，\u6781\u5927\u5730\u51cf\u5c11\u4e86\u4e0d\u5fc5\u8981\u7684\u7cfb\u7edf\u8c03\u7528\u3002 <\/p>\n
#include <sys\/epoll.h>
\n#include <stdio.h>
\n#include <unistd.h><\/p>\n
#define MAX_EVENTS 10<\/p>\n
int main(int argc, char *argv[]) {
\n int epfd;
\n struct epoll_event ev, events[MAX_EVENTS];
\n int nfds, i;<\/p>\n
epfd = epoll_create1(0);
\n if (epfd == -1) {
\n perror("epoll_create1");
\n exit(EXIT_FAILURE);
\n }<\/p>\n
\/\/ \u6dfb\u52a0\u6587\u4ef6\u63cf\u8ff0\u7b26\u5230epoll\u5b9e\u4f8b\u4e2d
\n ev.data.fd = STDIN_FILENO;
\n ev.events = EPOLLIN;
\n if (epoll_ctl(epfd, EPOLL_CTL_ADD, STDIN_FILENO, &ev) == -1) {
\n perror("epoll_ctl");
\n exit(EXIT_FAILURE);
\n }<\/p>\n
for (;;) {
\n nfds = epoll_wait(epfd, events, MAX_EVENTS, -1);
\n if (nfds == -1) {
\n perror("epoll_wait");
\n exit(EXIT_FAILURE);
\n }<\/p>\n
for (i = 0; i < nfds; ++i) {
\n if (events[i].data.fd == STDIN_FILENO) {
\n char buf[512];
\n read(events[i].data.fd, buf, sizeof(buf));
\n \/\/ \u5904\u7406\u8bfb\u53d6\u5230\u7684\u6570\u636e
\n }
\n }
\n }
\n}<\/p>\n
\u5728\u8fd9\u6bb5C\u4ee3\u7801\u4e2d，\u6211\u4eec\u9996\u5148\u521b\u5efa\u4e86\u4e00\u4e2aepoll\u5b9e\u4f8b，\u5e76\u5411\u5176\u4e2d\u6dfb\u52a0\u4e86\u4e00\u4e2a\u6587\u4ef6\u63cf\u8ff0\u7b26（\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\u662f\u6807\u51c6\u8f93\u5165）\u3002\u7136\u540e\u8fdb\u5165\u4e00\u4e2a\u65e0\u9650\u5faa\u73af，\u4e0d\u65ad\u8c03\u7528 epoll_wait \u6765\u7b49\u5f85\u6587\u4ef6\u63cf\u8ff0\u7b26\u5c31\u7eea\u3002\u4e00\u65e6\u6807\u51c6\u8f93\u5165\u6709\u6570\u636e\u8f93\u5165，\u5c31\u4f1a\u8bfb\u53d6\u6570\u636e\u5e76\u5904\u7406\u3002 <\/p>\n
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\u5728\u5e7f\u544a\u670d\u52a1\u5668\u7684\u80cc\u666f\u4e0b，\u8d1f\u8f7d\u5747\u8861\u5668\u53ef\u4ee5\u5c06\u7528\u6237\u7684\u8bf7\u6c42\u5747\u5300\u5730\u5206\u914d\u7ed9\u540e\u7aef\u7684\u591a\u4e2a\u670d\u52a1\u5668\u8282\u70b9，\u4ece\u800c\u5b9e\u73b0\u8d44\u6e90\u7684\u6700\u5927\u5316\u5229\u7528\u3002\u6b64\u5916，\u8d1f\u8f7d\u5747\u8861\u5668\u8fd8\u5177\u5907\u5065\u5eb7\u68c0\u67e5\u673a\u5236，\u53ef\u4ee5\u81ea\u52a8\u68c0\u6d4b\u540e\u7aef\u670d\u52a1\u5668\u7684\u72b6\u6001，\u5e76\u5728\u670d\u52a1\u5668\u6545\u969c\u65f6\u81ea\u52a8\u5c06\u8bf7\u6c42\u8f6c\u79fb\u5230\u5065\u5eb7\u7684\u670d\u52a1\u5668\u4e0a\u3002 <\/p>\n
\u4e3a\u4e86\u5b9e\u73b0\u826f\u597d\u7684\u6c34\u5e73\u6269\u5c55\u6027，\u5e7f\u544a\u670d\u52a1\u5668\u5e94\u91c7\u7528\u65e0\u72b6\u6001\u67b6\u6784\u8bbe\u8ba1\u3002\u65e0\u72b6\u6001\u67b6\u6784\u610f\u5473\u7740\u670d\u52a1\u5668\u4e0d\u5b58\u50a8\u4efb\u4f55\u4f1a\u8bdd\u4fe1\u606f\u6216\u5ba2\u6237\u7aef\u6570\u636e，\u56e0\u6b64\u65e0\u9700\u4e3a\u6bcf\u4e2a\u7528\u6237\u7ef4\u62a4\u72ec\u7acb\u7684\u670d\u52a1\u5668\u72b6\u6001，\u8fd9\u6781\u5927\u5730\u7b80\u5316\u4e86\u7cfb\u7edf\u7684\u590d\u6742\u6027\u3002 <\/p>\n
\u5b9e\u73b0\u65e0\u72b6\u6001\u67b6\u6784\u7684\u5173\u952e\u5728\u4e8e\u907f\u514d\u5728\u670d\u52a1\u5668\u7aef\u5b58\u50a8\u4efb\u4f55\u4e0e\u7528\u6237\u4f1a\u8bdd\u76f8\u5173\u7684\u4fe1\u606f\u3002\u6240\u6709\u8bf7\u6c42\u90fd\u662f\u65e0\u72b6\u6001\u7684，\u670d\u52a1\u5668\u7aef\u4e0d\u4fdd\u7559\u4efb\u4f55\u72b6\u6001，\u6240\u6709\u9700\u8981\u7684\u6570\u636e\u90fd\u4ece\u5916\u90e8\u6570\u636e\u6e90\u83b7\u53d6，\u4f8b\u5982\u6570\u636e\u5e93\u3001\u7f13\u5b58\u7cfb\u7edf\u6216\u914d\u7f6e\u670d\u52a1\u3002 <\/p>\n
| \u7279\u6027 | \u63cf\u8ff0 | | ————– | ————————————————————– | | \u53ef\u6269\u5c55\u6027 | \u80fd\u591f\u8f7b\u677e\u5730\u6dfb\u52a0\u6216\u79fb\u9664\u670d\u52a1\u5668\u5b9e\u4f8b\u6765\u5e94\u5bf9\u6d41\u91cf\u53d8\u5316 | | \u7b80\u5316\u6545\u969c\u5904\u7406 | \u5f53\u670d\u52a1\u5668\u5b95\u673a\u65f6，\u53ef\u7acb\u5373\u7531\u5176\u4ed6\u670d\u52a1\u5668\u5b9e\u4f8b\u63a5\u7ba1，\u4fdd\u8bc1\u670d\u52a1\u4e0d\u4e2d\u65ad | | \u7b80\u5316\u90e8\u7f72 | \u6bcf\u4e2a\u670d\u52a1\u5668\u5b9e\u4f8b\u53ef\u4ee5\u5b8c\u5168\u4e00\u6837，\u65e0\u9700\u914d\u7f6e\u6216\u4e2a\u6027\u5316 | | \u8d1f\u8f7d\u5747\u8861\u7b80\u5316 | \u8d1f\u8f7d\u5747\u8861\u5668\u53ef\u4ee5\u7b80\u5355\u5730\u5206\u914d\u8bf7\u6c42，\u65e0\u9700\u5173\u6ce8\u7528\u6237\u7684\u4f1a\u8bdd\u4fe1\u606f | | \u4e91\u670d\u52a1\u9002\u5e94\u6027 | \u6613\u4e8e\u96c6\u6210\u5230\u4e91\u73af\u5883\u4e2d，\u5229\u7528\u4e91\u670d\u52a1\u7684\u81ea\u52a8\u4f38\u7f29\u548c\u9ad8\u53ef\u7528\u6027\u529f\u80fd | | \u7ef4\u62a4\u548c\u66f4\u65b0 | \u6613\u4e8e\u8fdb\u884c\u7cfb\u7edf\u66f4\u65b0\u548c\u7ef4\u62a4，\u56e0\u4e3a\u4e0d\u6d89\u53ca\u7528\u6237\u7279\u5b9a\u7684\u72b6\u6001\u6570\u636e\u8fc1\u79fb\u95ee\u9898 | <\/p>\n
\u5728\u9ad8\u5e76\u53d1\u73af\u5883\u4e0b，\u786c\u4ef6\u8d44\u6e90\u4f18\u5316\u914d\u7f6e\u5bf9\u4e8e\u786e\u4fdd\u9ad8\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002\u670d\u52a1\u5668\u7684CPU\u3001\u5185\u5b58\u3001\u78c1\u76d8I\/O\u548c\u7f51\u7edc\u5e26\u5bbd\u662f\u9700\u8981\u91cd\u70b9\u8003\u8651\u7684\u8d44\u6e90\u3002 <\/p>\n
\u9664\u4e86\u786c\u4ef6\u4f18\u5316，\u8f6f\u4ef6\u5c42\u9762\u7684\u6027\u80fd\u8c03\u4f18\u4e5f\u662f\u63d0\u5347\u5e7f\u544a\u670d\u52a1\u5668\u6027\u80fd\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u4e00\u4e9b\u8c03\u4f18\u6280\u5de7\u5305\u62ec： <\/p>\n
\u4ee5\u4e0a\u5c31\u662f\u5bf9\u5e7f\u544a\u670d\u52a1\u5668\u9ad8\u6027\u80fd\u548c\u9ad8\u5e76\u53d1\u5904\u7406\u80fd\u529b\u7684\u6df1\u5165\u63a2\u8ba8\u3002\u63a5\u4e0b\u6765\u7684\u7ae0\u8282\u5c06\u805a\u7126\u4e8e\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u8bbe\u8ba1，\u4e3a\u8bfb\u8005\u63d0\u4f9b\u66f4\u591a\u5173\u4e8e\u7cfb\u7edf\u5982\u4f55\u5728\u4e0d\u65ad\u589e\u957f\u7684\u9700\u6c42\u4e2d\u4fdd\u6301\u9ad8\u6027\u80fd\u548c\u53ef\u9760\u6027\u7684\u89c1\u89e3\u3002 <\/p>\n
\u5728\u5f53\u4eca\u591a\u53d8\u7684\u4e92\u8054\u7f51\u73af\u5883\u4e2d，\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u5df2\u7ecf\u6210\u4e3a\u8861\u91cf\u4e00\u4e2a\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u4f18\u52a3\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\u3002\u53ef\u6269\u5c55\u6027\u76f4\u63a5\u5173\u7cfb\u5230\u7cfb\u7edf\u80fd\u5426\u6709\u6548\u5e94\u5bf9\u6d41\u91cf\u6fc0\u589e\u548c\u4e1a\u52a1\u9700\u6c42\u53d8\u66f4\u7684\u6311\u6218，\u800c\u6c34\u5e73\u6269\u5c55（\u6a2a\u5411\u6269\u5c55）\u5219\u662f\u5b9e\u73b0\u53ef\u6269\u5c55\u6027\u7684\u4e3b\u8981\u6280\u672f\u624b\u6bb5\u4e4b\u4e00\u3002 <\/p>\n
\u6269\u5c55\u6027\u8bbe\u8ba1\u7684\u57fa\u672c\u539f\u5219\u5728\u4e8e\u4f7f\u7cfb\u7edf\u80fd\u591f\u4ee5\u76f8\u5bf9\u8f83\u4f4e\u7684\u6210\u672c\u548c\u590d\u6742\u6027\u652f\u6301\u66f4\u5927\u7684\u8d1f\u8f7d，\u6216\u8005\u5728\u4e0d\u5f71\u54cd\u73b0\u6709\u670d\u52a1\u7684\u524d\u63d0\u4e0b\u589e\u52a0\u65b0\u7684\u529f\u80fd\u3002\u8fd9\u4e00\u539f\u5219\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762： <\/p>\n
\u53ef\u6269\u5c55\u6027\u6a21\u578b\u901a\u5e38\u6307\u7684\u662f\u7cfb\u7edf\u5728\u9762\u5bf9\u9700\u6c42\u53d8\u5316\u65f6，\u5982\u4f55\u8c03\u6574\u5176\u8d44\u6e90\u548c\u67b6\u6784\u6765\u5e94\u5bf9\u7684\u7b56\u7565\u548c\u6a21\u578b\u3002\u5e38\u89c1\u7684\u53ef\u6269\u5c55\u6027\u67b6\u6784\u6a21\u578b\u5305\u62ec： <\/p>\n
\u5206\u5e03\u5f0f\u7f13\u5b58\u662f\u63d0\u9ad8\u7cfb\u7edf\u53ef\u6269\u5c55\u6027\u7684\u5173\u952e\u7ec4\u4ef6\u4e4b\u4e00，\u5c24\u5176\u662f\u5bf9\u4e8e\u5e7f\u544a\u670d\u52a1\u5668\u6765\u8bf4，\u7f13\u5b58\u53ef\u4ee5\u5927\u5927\u51cf\u5c11\u5bf9\u540e\u7aef\u6570\u636e\u5e93\u7684\u8bbf\u95ee\u6b21\u6570，\u4ece\u800c\u63d0\u5347\u6027\u80fd\u548c\u54cd\u5e94\u901f\u5ea6\u3002 <\/p>\n
\u4ee5Redis\u4e3a\u4f8b，\u5b83\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684\u5206\u5e03\u5f0f\u5185\u5b58\u6570\u636e\u5e93，\u652f\u6301\u6570\u636e\u7ed3\u6784\u5982\u5b57\u7b26\u4e32\u3001\u54c8\u5e0c\u8868\u3001\u5217\u8868\u3001\u96c6\u5408\u7b49\u3002\u5b83\u652f\u6301\u4e3b\u4ece\u590d\u5236\u4ee5\u53ca\u54e8\u5175（Sentinel）\u7684\u9ad8\u53ef\u7528\u6027\u90e8\u7f72\u6a21\u5f0f，\u4f7f\u5f97\u5728\u8282\u70b9\u6545\u969c\u65f6\u80fd\u591f\u81ea\u52a8\u8fdb\u884c\u6545\u969c\u8f6c\u79fb\u3002 <\/p>\n
# Redis\u4e3b\u4ece\u590d\u5236\u914d\u7f6e\u793a\u4f8b
\nslaveof: <master-ip> <master-port><\/p>\n
\u901a\u8fc7\u5408\u7406\u7684\u4e3b\u4ece\u590d\u5236\u914d\u7f6e，\u53ef\u4ee5\u5b9e\u73b0\u6570\u636e\u7684\u540c\u6b65\u5907\u4efd，\u5e76\u5728\u4e3b\u8282\u70b9\u6545\u969c\u65f6，\u901a\u8fc7\u54e8\u5175\u7cfb\u7edf\u81ea\u52a8\u9009\u4e3e\u65b0\u7684\u4e3b\u8282\u70b9，\u4ee5\u4fdd\u8bc1\u670d\u52a1\u7684\u8fde\u7eed\u6027\u3002 <\/p>\n
\u6570\u636e\u5e93\u662f\u4efb\u4f55\u7cfb\u7edf\u7684\u5fc3\u810f，\u5bf9\u4e8e\u5e7f\u544a\u670d\u52a1\u5668\u800c\u8a00，\u6570\u636e\u5e93\u7684\u53ef\u6269\u5c55\u6027\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u6570\u636e\u5e93\u5206\u7247\u662f\u5c06\u6570\u636e\u5206\u5e03\u5230\u591a\u4e2a\u6570\u636e\u5e93\u670d\u52a1\u5668\u7684\u8fc7\u7a0b，\u5b83\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u5e93\u7684\u5bb9\u91cf\u548c\u5904\u7406\u80fd\u529b\u3002 <\/p>\n
\u4f8b\u5982，\u4f7f\u7528MySQL\u6570\u636e\u5e93\u65f6，\u53ef\u4ee5\u901a\u8fc7\u5206\u5e93\u5206\u8868\u6765\u5b9e\u73b0\u6570\u636e\u5e93\u7684\u6c34\u5e73\u6269\u5c55\u3002\u5206\u5e93\u5206\u8868\u901a\u5e38\u6709\u4e24\u79cd\u7b56\u7565：\u5782\u76f4\u5206\u5e93\u548c\u6c34\u5e73\u5206\u8868（\u5206\u7247）\u3002\u5782\u76f4\u5206\u5e93\u662f\u6307\u6309\u7167\u4e1a\u52a1\u6a21\u5757\u6765\u5212\u5206\u6570\u636e\u5e93，\u800c\u6c34\u5e73\u5206\u8868\u5219\u662f\u5c06\u540c\u4e00\u4e1a\u52a1\u6a21\u5757\u7684\u6570\u636e\u5206\u6563\u5230\u591a\u4e2a\u8868\u4e2d\u3002 <\/p>\n
CREATE TABLE `ad_clicks` (
\n `id` int(11) NOT NULL AUTO_INCREMENT,
\n `user_id` int(11) NOT NULL,
\n `ad_id` int(11) NOT NULL,
\n `click_time` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP,
\n PRIMARY KEY (`id`),
\n KEY `idx_user_id` (`user_id`),
\n KEY `idx_ad_id` (`ad_id`),
\n KEY `idx_click_time` (`click_time`)
\n) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;<\/p>\n
\u5728\u6b64\u57fa\u7840\u4e0a，\u53ef\u4ee5\u5b9e\u73b0\u6570\u636e\u5e93\u590d\u5236\u673a\u5236，\u901a\u8fc7\u521b\u5efa\u591a\u4e2a\u526f\u672c\u6765\u5206\u6563\u8bfb\u53d6\u8bf7\u6c42，\u63d0\u9ad8\u8bfb\u53d6\u6027\u80fd\u3002 <\/p>\n
\u6301\u7eed\u96c6\u6210（CI）\u548c\u6301\u7eed\u90e8\u7f72（CD）\u662f\u73b0\u4ee3\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5b9e\u8df5\u3002\u5b83\u4eec\u80fd\u591f\u52a0\u5feb\u5f00\u53d1\u5468\u671f，\u81ea\u52a8\u5316\u6d4b\u8bd5\u4ee5\u53ca\u5c06\u4ee3\u7801\u53d8\u66f4\u5feb\u901f\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002 <\/p>\n
\u6784\u5efa\u9ad8\u6548\u7684CI\/CD\u6d41\u7a0b\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762： <\/p>\n
# \u793a\u4f8b：Jenkinsfile – Jenkins CI\/CD \u914d\u7f6e\u6587\u4ef6
\npipeline {
\n agent any
\n stages {
\n stage('Build') {
\n steps {
\n sh 'make'
\n sh 'make check'
\n archiveArtifacts artifacts: 'bin\/*.exe', fingerprint: true
\n }
\n }
\n stage('Test') {
\n steps {
\n sh 'make test'
\n }
\n }
\n stage('Deploy') {
\n steps {
\n sh '.\/scripts\/deploy.sh'
\n }
\n }
\n }
\n}<\/p>\n
\u9009\u62e9\u5408\u9002\u7684\u81ea\u52a8\u5316\u90e8\u7f72\u5de5\u5177\u5bf9\u4e8e\u6784\u5efa\u9ad8\u6548\u3001\u53ef\u7ef4\u62a4\u7684\u90e8\u7f72\u6d41\u7a0b\u81f3\u5173\u91cd\u8981\u3002\u5f53\u4e0b\u6d41\u884c\u7684\u81ea\u52a8\u5316\u90e8\u7f72\u5de5\u5177\u6709Ansible\u3001Docker\u3001Kubernetes\u7b49\u3002 <\/p>\n
\u4ee5Kubernetes\u4e3a\u4f8b，\u5b83\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5bb9\u5668\u7f16\u6392\u5e73\u53f0，\u53ef\u4ee5\u81ea\u52a8\u5316\u5bb9\u5668\u5e94\u7528\u7684\u90e8\u7f72\u3001\u6269\u5c55\u548c\u7ba1\u7406\u3002Kubernetes\u901a\u8fc7\u58f0\u660e\u5f0f\u7684\u914d\u7f6e\u6765\u7ba1\u7406\u5bb9\u5668\u7684\u751f\u547d\u5468\u671f，\u6781\u5927\u5730\u7b80\u5316\u4e86\u5bb9\u5668\u5316\u5e94\u7528\u7684\u90e8\u7f72\u6d41\u7a0b\u3002 <\/p>\n
# Kubernetes Deployment \u914d\u7f6e\u793a\u4f8b
\napiVersion: apps\/v1
\nkind: Deployment
\nmetadata:
\n name: ad-server
\nspec:
\n replicas: 3
\n selector:
\n matchLabels:
\n app: ad-server
\n template:
\n metadata:
\n labels:
\n app: ad-server
\n spec:
\n containers:
\n – name: ad-server-container
\n image: my-ad-server-image
\n ports:
\n – containerPort: 8080<\/p>\n
\u901a\u8fc7Kubernetes\u7684Deployment\u8d44\u6e90\u5b9a\u4e49，\u53ef\u4ee5\u8f7b\u677e\u5b9e\u73b0\u5e7f\u544a\u670d\u52a1\u5668\u7684\u81ea\u52a8\u90e8\u7f72\u548c\u6269\u5c55\u3002 <\/p>\n
API（\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3）\u662f\u5e94\u7528\u7a0b\u5e8f\u4e4b\u95f4\u8fdb\u884c\u4ea4\u4e92\u7684\u6865\u6881\u3002\u5728\u5e7f\u544a\u7cfb\u7edf\u4e2d，API\u63a5\u53e3\u7684\u8bbe\u8ba1\u663e\u5f97\u5c24\u4e3a\u91cd\u8981，\u56e0\u4e3a\u5b83\u4e0d\u4ec5\u9700\u8981\u5904\u7406\u5927\u91cf\u7684\u6570\u636e\u4ea4\u6362，\u8fd8\u8981\u786e\u4fdd\u9ad8\u53ef\u7528\u6027\u548c\u6269\u5c55\u6027\u3002\u7075\u6d3b\u6027\u662fAPI\u8bbe\u8ba1\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u539f\u5219，\u5b83\u786e\u4fdd\u4e86API\u53ef\u4ee5\u9002\u5e94\u4e0d\u65ad\u53d8\u5316\u7684\u4e1a\u52a1\u9700\u6c42\u3002 <\/p>\n
REST（Representational State Transfer）\u662f\u4e00\u79cd\u8f6f\u4ef6\u67b6\u6784\u98ce\u683c，\u4e3b\u8981\u7528\u4e8e\u5206\u5e03\u5f0f\u8d85\u5a92\u4f53\u7cfb\u7edf，\u4f8b\u5982\u4e07\u7ef4\u7f51\u3002RESTful API\u8bbe\u8ba1\u89c4\u8303\u662f\u57fa\u4e8eHTTP\u534f\u8bae\u7684\u4e00\u7cfb\u5217\u7ea6\u675f\u6761\u4ef6，\u5b83\u5229\u7528HTTP\u7684\u65b9\u6cd5\u5982GET, POST, PUT, DELETE\u7b49\u6765\u5b9e\u73b0\u8d44\u6e90\u7684\u64cd\u4f5c\u3002 <\/p>\n
\u5728\u8bbe\u8ba1RESTful API\u65f6，\u6211\u4eec\u9700\u8981\u9075\u5faa\u4ee5\u4e0b\u539f\u5219： <\/p>\n
\u4e0b\u9762\u662f\u4e00\u4e2a\u7b80\u5355\u7684RESTful API\u63a5\u53e3\u793a\u4f8b： <\/p>\n
GET \/advertisements\/1<\/p>\n
\u8be5\u8bf7\u6c42\u8868\u793a\u83b7\u53d6ID\u4e3a1\u7684\u5e7f\u544a\u4fe1\u606f\u3002\u54cd\u5e94\u53ef\u80fd\u662f： <\/p>\n
{
\n "id": 1,
\n "title": "Example Ad",
\n "content": "This is an example advertisement."
\n}<\/p>\n
GraphQL\u662fFacebook\u5f00\u53d1\u7684\u4e00\u4e2a\u67e5\u8be2\u8bed\u8a00，\u65e8\u5728\u4f7f\u5f97\u5ba2\u6237\u7aef\u80fd\u591f\u7cbe\u786e\u5730\u8bf7\u6c42\u6240\u9700\u7684\u6570\u636e，\u907f\u514d\u5197\u4f59\u6570\u636e\u7684\u4f20\u8f93，\u8fd9\u4e0eRESTful API\u7684\u6570\u636e\u4f20\u8f93\u65b9\u5f0f\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002 <\/p>\n
\u4f7f\u7528GraphQL\u65f6，\u4f60\u53ef\u4ee5\u8fd9\u6837\u67e5\u8be2\u6570\u636e： <\/p>\n
{
\n advertisement(id: 1) {
\n title
\n content
\n }
\n}<\/p>\n
\u5728\u8fd9\u4e2a\u67e5\u8be2\u4e2d，\u5ba2\u6237\u7aef\u660e\u786e\u6307\u51fa\u4e86\u9700\u8981\u7684\u6570\u636e\u5b57\u6bb5，\u8fd9\u610f\u5473\u7740\u670d\u52a1\u5668\u53ea\u4f1a\u8fd4\u56de\u5ba2\u6237\u7aef\u5b9e\u9645\u8bf7\u6c42\u7684\u6570\u636e，\u4ece\u800c\u63d0\u9ad8\u4e86\u6570\u636e\u4ea4\u4e92\u7684\u6548\u7387\u3002 <\/p>\n
GraphQL\u5728\u5e7f\u544a\u7cfb\u7edf\u4e2d\u7684\u5e94\u7528\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u9ad8\u6570\u636e\u67e5\u8be2\u7684\u6548\u7387\u3002\u4f8b\u5982，\u5728\u5b9e\u73b0\u4e00\u4e2a\u590d\u6742\u7684\u5e7f\u544a\u5b9a\u5411\u7cfb\u7edf\u65f6，\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2a\u67e5\u8be2\u63a5\u53e3，\u5141\u8bb8\u5ba2\u6237\u7aef\u67e5\u8be2\u7279\u5b9a\u6761\u4ef6\u4e0b\u7684\u5e7f\u544a\u6570\u636e，\u5982： <\/p>\n
{
\n adsByCategory(category: "electronic") {
\n title
\n content
\n impressions
\n }
\n}<\/p>\n
\u8fd9\u79cd\u67e5\u8be2\u80fd\u529b\u53ef\u4ee5\u8ba9\u5ba2\u6237\u7aef\u5b9a\u5236\u5316\u5730\u8bf7\u6c42\u5e7f\u544a\u6570\u636e，\u4e3a\u4e0d\u540c\u7684\u7528\u6237\u548c\u573a\u666f\u63d0\u4f9b\u66f4\u52a0\u4e2a\u6027\u5316\u7684\u5e7f\u544a\u5c55\u73b0\u3002 <\/p>\n
\u5b9a\u5236\u5316\u5e7f\u544a\u7b56\u7565\u662f\u63d0\u9ad8\u5e7f\u544a\u70b9\u51fb\u7387\u548c\u8f6c\u5316\u7387\u7684\u5173\u952e，\u800c\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5173\u952e\u5728\u4e8e\u5e7f\u544a\u7684\u5b9a\u5411\u3002\u884c\u4e3a\u5b9a\u5411\u662f\u6839\u636e\u7528\u6237\u7684\u5728\u7ebf\u884c\u4e3a（\u5982\u641c\u7d22\u5386\u53f2\u3001\u6d4f\u89c8\u5386\u53f2\u3001\u8d2d\u4e70\u5386\u53f2\u7b49）\u6765\u51b3\u5b9a\u5c55\u73b0\u7ed9\u7528\u6237\u7684\u5e7f\u544a\u5185\u5bb9，\u800c\u5185\u5bb9\u5339\u914d\u7b56\u7565\u5219\u662f\u6839\u636e\u7528\u6237\u6b63\u5728\u67e5\u770b\u7684\u5185\u5bb9\u6765\u9009\u62e9\u5e7f\u544a\u3002 <\/p>\n
\u5b9e\u73b0\u5185\u5bb9\u5339\u914d\u7b56\u7565\u65f6，\u7cfb\u7edf\u9700\u8981\u8bc6\u522b\u7528\u6237\u6b63\u5728\u67e5\u770b\u7684\u5185\u5bb9\u4e3b\u9898，\u5e76\u4ece\u5e7f\u544a\u5e93\u4e2d\u6311\u9009\u4e0e\u5185\u5bb9\u4e3b\u9898\u76f8\u5173\u8054\u7684\u5e7f\u544a\u3002\u8fd9\u901a\u5e38\u9700\u8981\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406（NLP）\u6280\u672f，\u63d0\u53d6\u5185\u5bb9\u7684\u5173\u952e\u4fe1\u606f，\u7136\u540e\u5339\u914d\u76f8\u5e94\u4e3b\u9898\u7684\u5e7f\u544a\u3002 <\/p>\n
\u673a\u5668\u5b66\u4e60\u4e3a\u5e7f\u544a\u7b56\u7565\u63d0\u4f9b\u4e86\u6570\u636e\u9a71\u52a8\u7684\u4f18\u5316\u3002\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u6a21\u578b，\u5e7f\u544a\u7cfb\u7edf\u53ef\u4ee5\u9884\u6d4b\u7528\u6237\u5bf9\u7279\u5b9a\u5e7f\u544a\u7684\u54cd\u5e94\u6982\u7387，\u5e76\u636e\u6b64\u8c03\u6574\u5e7f\u544a\u6295\u653e\u7b56\u7565\u3002 <\/p>\n
\u4e00\u4e2a\u7b80\u5355\u7684\u5e7f\u544a\u6295\u653e\u6a21\u578b\u53ef\u80fd\u5305\u62ec\u4ee5\u4e0b\u7279\u5f81： <\/p>\n
\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u6a21\u578b，\u6211\u4eec\u80fd\u591f\u66f4\u597d\u5730\u9884\u6d4b\u7528\u6237\u7684\u70b9\u51fb\u6982\u7387，\u5e76\u5b9e\u65f6\u8c03\u6574\u5e7f\u544a\u6295\u653e\u7b56\u7565\u3002 <\/p>\n
\u5b9e\u65f6\u6570\u636e\u6d41\u5904\u7406\u6280\u672f\u662f\u5e7f\u544a\u6548\u679c\u5206\u6790\u7684\u5173\u952e，\u5b83\u4f7f\u5f97\u7cfb\u7edf\u53ef\u4ee5\u53ca\u65f6\u5730\u4ece\u5e7f\u544a\u6295\u653e\u4e2d\u83b7\u5f97\u53cd\u9988，\u5e76\u8fdb\u884c\u8c03\u6574\u3002\u6280\u672f\u5982Apache Kafka\u3001Apache Storm\u548cApache Flink\u7b49，\u53ef\u4ee5\u7528\u6765\u6784\u5efa\u5b9e\u65f6\u6570\u636e\u5904\u7406\u7ba1\u9053\u3002 <\/p>\n
\u6570\u636e\u53ef\u89c6\u5316\u662f\u5e7f\u544a\u6548\u679c\u5206\u6790\u4e2d\u4e00\u4e2a\u76f4\u89c2\u5c55\u793a\u7ed3\u679c\u7684\u5de5\u5177\u3002\u901a\u8fc7\u56fe\u8868\u3001\u4eea\u8868\u76d8\u7b49\u5f62\u5f0f，\u76f8\u5173\u4eba\u5458\u53ef\u4ee5\u5feb\u901f\u7406\u89e3\u548c\u6d1e\u5bdf\u6570\u636e\u80cc\u540e\u7684\u542b\u4e49\u3002 <\/p>\n
\u4ee5\u4e0b\u662f\u4e00\u4e2a\u4f7f\u7528JavaScript\u548c\u56fe\u8868\u5e93（\u5982D3.js\u6216Chart.js）\u521b\u5efa\u7684\u7b80\u5355\u6298\u7ebf\u56fe\u793a\u4f8b，\u5c55\u793a\u4e86\u4e00\u5929\u5185\u5e7f\u544a\u70b9\u51fb\u91cf\u7684\u53d8\u5316： <\/p>\n
\/\/ \u5047\u8bbe\u8fd9\u662f\u4ece\u540e\u7aef\u83b7\u53d6\u7684\u4e00\u5929\u5185\u6bcf\u5c0f\u65f6\u7684\u70b9\u51fb\u91cf\u6570\u636e
\nvar hours = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23];
\nvar clicks = [0, 5, 2, 7, 4, 1, 3, 10, 9, 6, 14, 11, 15, 20, 19, 22, 25, 28, 35, 37, 31, 29, 32, 36];<\/p>\n
\/\/ \u4f7f\u7528Chart.js\u521b\u5efa\u6298\u7ebf\u56fe
\nvar ctx = document.getElementById("myChart").getContext("2d");
\nvar myChart = new Chart(ctx, {
\n type: 'line',
\n data: {
\n labels: hours,
\n datasets: [{
\n label: 'Hourly Clicks',
\n data: clicks,
\n fill: false,
\n borderColor: 'rgba(0, 123, 255, 1)',
\n tension: 0.1
\n }]
\n },
\n options: {
\n scales: {
\n y: {
\n beginAtZero: true
\n }
\n }
\n }
\n});<\/p>\n
\u8be5\u56fe\u8868\u901a\u8fc7\u5b9e\u65f6\u66f4\u65b0\u6570\u636e，\u53ef\u4ee5\u4e3a\u5e7f\u544a\u6295\u653e\u4eba\u5458\u63d0\u4f9b\u5e7f\u544a\u6295\u653e\u6548\u679c\u7684\u76f4\u89c2\u5c55\u793a，\u5e76\u5e2e\u52a9\u4ed6\u4eec\u4f5c\u51fa\u53ca\u65f6\u7684\u51b3\u7b56\u3002 <\/p>\n
\u5b9e\u65f6\u7edf\u8ba1\u5206\u6790\u548c\u6570\u636e\u5b89\u5168\u662f\u786e\u4fddOASIS\u5f00\u6e90\u5e7f\u544a\u670d\u52a1\u5668\u53ef\u9760\u8fd0\u884c\u548c\u4fdd\u62a4\u5e7f\u544a\u4e3b\u53ca\u7528\u6237\u5229\u76ca\u7684\u5173\u952e\u3002\u672c\u7ae0\u8282\u5c06\u6df1\u5165\u63a2\u8ba8\u8fd9\u4e9b\u6838\u5fc3\u9886\u57df\u7684\u5b9e\u73b0\u6280\u672f\u548c\u7b56\u7565，\u5305\u62ec\u6d41\u6570\u636e\u5904\u7406\u6846\u67b6\u7684\u5e94\u7528\u3001\u6570\u636e\u4ed3\u5e93\u8bbe\u8ba1\u3001\u6570\u636e\u52a0\u5bc6\u6280\u672f\u3001\u5408\u89c4\u6027\u8981\u6c42\u3001\u4ee5\u53ca\u5f02\u5e38\u76d1\u6d4b\u4e0e\u6545\u969c\u6062\u590d\u673a\u5236\u3002 <\/p>\n
\u968f\u7740\u6570\u5b57\u5e7f\u544a\u7684\u53d1\u5c55，\u5e7f\u544a\u6570\u636e\u7684\u5b9e\u65f6\u5206\u6790\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u4e0d\u4ec5\u5173\u7cfb\u5230\u5e7f\u544a\u6548\u679c\u7684\u5373\u65f6\u53cd\u9988，\u4e5f\u5f71\u54cd\u5230\u5e7f\u544a\u7b56\u7565\u7684\u5feb\u901f\u8c03\u6574\u3002 <\/p>\n
\u6d41\u6570\u636e\u5904\u7406\u662f\u5b9e\u73b0\u5b9e\u65f6\u7edf\u8ba1\u5206\u6790\u7684\u57fa\u7840\u3002Apache Kafka\u548cApache Flink\u662f\u4e24\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684\u6d41\u6570\u636e\u5904\u7406\u6846\u67b6，\u5b83\u4eec\u80fd\u591f\u5728\u5927\u89c4\u6a21\u6570\u636e\u6d41\u4e0a\u8fdb\u884c\u590d\u6742\u7684\u5b9e\u65f6\u5904\u7406\u3002 <\/p>\n
Apache Kafka <\/p>\n
Kafka\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u6d41\u5904\u7406\u5e73\u53f0，\u5b83\u5177\u5907\u9ad8\u541e\u5410\u91cf\u548c\u53ef\u6269\u5c55\u6027\u3002Kafka\u4e3b\u8981\u7528\u4e8e\u6784\u5efa\u5b9e\u65f6\u6570\u636e\u7ba1\u9053\u548c\u6d41\u5e94\u7528\u7a0b\u5e8f\u3002 <\/p>\n
# Kafka \u57fa\u672c\u547d\u4ee4\u793a\u4f8b
\nkafka-topics.sh –create –topic ad-data-stream –partitions 3 –replication-factor 1 –bootstrap-server localhost:9092<\/p>\n
Apache Flink <\/p>\n
Flink\u662f\u4e00\u79cd\u5f00\u6e90\u6d41\u5904\u7406\u6846\u67b6，\u7528\u4e8e\u5728\u65e0\u754c\u548c\u6709\u754c\u6570\u636e\u6d41\u4e0a\u8fdb\u884c\u72b6\u6001\u8ba1\u7b97\u3002Flink\u652f\u6301\u9ad8\u5ea6\u7075\u6d3b\u7684\u7a97\u53e3\u51fd\u6570，\u53ef\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u3002 <\/p>\n
\/\/ Flink \u7a97\u53e3\u51fd\u6570\u793a\u4f8b
\ndataStream
\n .keyBy("someKey")
\n .window(TumblingEventTimeWindows.of(Time.seconds(5)))
\n .reduce(new ReduceFunction<String>() {
\n public String reduce(String value1, String value2) {
\n return value1 + value2;
\n }
\n });<\/p>\n
\u4e3a\u4e86\u6709\u6548\u5b58\u50a8\u548c\u5206\u6790\u5b9e\u65f6\u6570\u636e，\u5b9e\u65f6\u6570\u636e\u4ed3\u5e93\u7684\u8bbe\u8ba1\u81f3\u5173\u91cd\u8981\u3002\u6570\u636e\u4ed3\u5e93\u5e94\u8be5\u5177\u5907\u9ad8\u541e\u5410\u91cf\u3001\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u53ef\u7528\u6027\u7684\u7279\u70b9\u3002\u4ee5\u4e0b\u662f\u8bbe\u8ba1\u5b9e\u65f6\u6570\u636e\u4ed3\u5e93\u65f6\u9700\u8981\u8003\u8651\u7684\u8981\u70b9： <\/p>\n
\u6570\u636e\u5b89\u5168\u548c\u9690\u79c1\u4fdd\u62a4\u662f\u5e7f\u544a\u670d\u52a1\u5668\u5fc5\u987b\u9075\u5b88\u7684\u91cd\u8981\u6cd5\u5f8b\u8981\u6c42，\u7279\u522b\u662f\u5728GDPR\u7b49\u6570\u636e\u4fdd\u62a4\u6cd5\u89c4\u7684\u80cc\u666f\u4e0b\u3002 <\/p>\n
\u6570\u636e\u52a0\u5bc6\u662f\u4fdd\u62a4\u6570\u636e\u5b89\u5168\u7684\u5173\u952e\u6280\u672f\u4e4b\u4e00\u3002\u4ee5\u4e0b\u662f\u5e94\u7528\u6570\u636e\u52a0\u5bc6\u6280\u672f\u7684\u4e00\u4e9b\u7b56\u7565： <\/p>\n
\u5728\u8bbe\u8ba1\u548c\u5b9e\u65bd\u6570\u636e\u5904\u7406\u7b56\u7565\u65f6，\u5fc5\u987b\u9075\u5faa\u76f8\u5173\u6cd5\u5f8b\u6cd5\u89c4\u7684\u8981\u6c42\u3002\u8fd9\u5305\u62ec： <\/p>\n
\u4e3a\u4e86\u4fdd\u8bc1\u5e7f\u544a\u670d\u52a1\u5668\u7684\u7a33\u5b9a\u8fd0\u884c，\u5efa\u7acb\u4e00\u4e2a\u5065\u58ee\u7684\u5f02\u5e38\u76d1\u6d4b\u7cfb\u7edf\u548c\u5feb\u901f\u54cd\u5e94\u7684\u6545\u969c\u6062\u590d\u673a\u5236\u662f\u5fc5\u8981\u7684\u3002 <\/p>\n
\u65e5\u5fd7\u6587\u4ef6\u662f\u5f02\u5e38\u68c0\u6d4b\u7684\u91cd\u8981\u6570\u636e\u6765\u6e90\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u57fa\u4e8e\u65e5\u5fd7\u7684\u5f02\u5e38\u68c0\u6d4b\u65b9\u6cd5： <\/p>\n
\u81ea\u52a8\u6545\u969c\u8f6c\u79fb\u662f\u63d0\u9ad8\u7cfb\u7edf\u9ad8\u53ef\u7528\u6027\u7684\u5173\u952e\u6280\u672f\u3002\u5728OASIS\u4e2d，\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\u81ea\u52a8\u6545\u969c\u8f6c\u79fb： <\/p>\n
\u6545\u969c\u6062\u590d\u7b56\u7565\u8fd8\u5305\u62ec\u5b9a\u671f\u5907\u4efd\u6570\u636e\u548c\u7cfb\u7edf\u72b6\u6001，\u4ee5\u4fbf\u5728\u53d1\u751f\u6545\u969c\u65f6\u80fd\u591f\u5feb\u901f\u6062\u590d\u5230\u6700\u8fd1\u7684\u7a33\u5b9a\u72b6\u6001\u3002 <\/p>\n
graph LR
\nA[\u6545\u969c\u53d1\u751f] –>|\u81ea\u52a8\u6545\u969c\u8f6c\u79fb| B[\u5907\u7528\u670d\u52a1\u5668]
\nC[\u5907\u4efd\u7cfb\u7edf] –> D[\u7cfb\u7edf\u6062\u590d]
\nB –> E[\u6301\u7eed\u670d\u52a1]<\/p>\n
\u4e0a\u8ff0\u5185\u5bb9\u5c55\u793a\u4e86\u5b9e\u65f6\u7edf\u8ba1\u5206\u6790\u548c\u6570\u636e\u5b89\u5168\u7684\u5173\u952e\u6280\u672f\u5b9e\u73b0\u3001\u7b56\u7565\u548c\u5b9e\u8df5，\u4ee5\u786e\u4fddOASIS\u5f00\u6e90\u5e7f\u544a\u670d\u52a1\u5668\u80fd\u591f\u5728\u4fdd\u969c\u6570\u636e\u5b89\u5168\u7684\u540c\u65f6，\u63d0\u4f9b\u5b9e\u65f6\u7684\u3001\u9ad8\u6548\u7684\u5206\u6790\u80fd\u529b，\u5e76\u4e14\u5177\u5907\u5f3a\u5927\u7684\u5f02\u5e38\u5904\u7406\u548c\u6545\u969c\u6062\u590d\u673a\u5236\u3002 <\/p>\n
\u672c\u6587\u8fd8\u6709\u914d\u5957\u7684\u7cbe\u54c1\u8d44\u6e90，\u70b9\u51fb\u83b7\u53d6 <\/p>\n
\u7b80\u4ecb：OASIS\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u9ad8\u6027\u80fd\u5e7f\u544a\u670d\u52a1\u5668\u5e73\u53f0，\u4e13\u4e3a\u5927\u89c4\u6a21\u5728\u7ebf\u5e7f\u544a\u5c55\u793a\u8bbe\u8ba1，\u6bcf\u5c0f\u65f6\u53ef\u5904\u7406\u6570\u5341\u4e07\u6b21\u5e7f\u544a\u8bf7\u6c42，\u786e\u4fdd\u9ad8\u5e76\u53d1\u4e0b\u7684\u7a33\u5b9a\u6027\u548c\u9ad8\u6548\u6027\u3002\u8be5\u7cfb\u7edf\u5177\u5907\u53ef\u6269\u5c55\u6027\u3001\u7075\u6d3b\u6027\u3001\u5b9e\u65f6\u7edf\u8ba1\u5206\u6790\u80fd\u529b\u3001\u6570\u636e\u5b89\u5168\u4fdd\u62a4\u548c\u7528\u6237\u53cb\u597d\u7684\u7ba1\u7406\u754c\u9762\u7b49\u7279\u70b9\u3002\u5b83\u4f7f\u7528PHP\u548cMySQL，\u5177\u6709\u4e30\u5bcc\u7684API\u63a5\u53e3\u4f9b\u5f00\u53d1\u8005\u5b9a\u5236\u5e7f\u544a\u7b56\u7565，\u5e76\u5305\u62ec\u524d\u7aef\u5c55\u793a\u5c42\u3001\u5e7f\u544a\u51b3\u7b56\u5f15\u64ce\u3001\u6570\u636e\u5e93\u5c42\u3001\u7f13\u5b58\u5c42\u3001\u65e5\u5fd7\u76d1\u63a7\u548cAPI\u63a5\u53e3\u5728\u5185\u7684\u67b6\u6784\u8bbe\u8ba1\u3002\u5f00\u6e90\u8f6f\u4ef6\u7684\u4f18\u52bf\u5982\u964d\u4f4e\u6210\u672c\u3001\u83b7\u5f97\u793e\u533a\u652f\u6301\u3001\u63d0\u9ad8\u900f\u660e\u5ea6\u548c\u5b89\u5168\u6027\u3001\u521b\u65b0\u7a7a\u95f4\u4ee5\u53ca\u53ef\u6301\u7eed\u53d1\u5c55\u4e5f\u662fOASIS\u5e73\u53f0\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002 <\/p>\n
\u672c\u6587\u8fd8\u6709\u914d\u5957\u7684\u7cbe\u54c1\u8d44\u6e90，\u70b9\u51fb\u83b7\u53d6 <\/p><\/p>\n","protected":false},"excerpt":{"rendered":"
\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb904\u6b21\uff0c\u70b9\u8d5e19\u6b21\uff0c\u6536\u85cf15\u6b21\u3002\u968f\u7740\u6570\u5b57\u5e7f\u544a\u884c\u4e1a\u7684\u84ec\u52c3\u53d1\u5c55\uff0c\u5e7f\u544a\u670d\u52a1\u5668\u4f5c\u4e3a\u6280\u672f\u652f\u6491\u7684\u6838\u5fc3\uff0c\u5176\u9ad8\u6548\u6027\u3001\u53ef\u9760\u6027\u548c\u7075\u6d3b\u6027\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002OASIS\u5f00\u6e90\u5e7f\u544a\u670d\u52a1\u5668\uff0c\u4ee5\u5176\u72ec\u6709\u7684\u5f00\u6e90\u7279\u6027\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u900f\u660e\u5316\u3001\u53ef\u5b9a\u5236\u7684\u5e7f\u544a\u6295\u653e\u89e3\u51b3\u65b9\u6848\uff0c\u6ee1\u8db3\u4e86\u5e7f\u544a\u4e3b\u3001\u5f00\u53d1\u8005\u4ee5\u53ca\u5185\u5bb9\u63d0\u4f9b\u5546\u65e5\u76ca\u589e\u957f\u7684\u6280\u672f\u9700\u6c42\u3002<\/p>\n","protected":false},"author":2,"featured_media":39180,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"topic":[],"class_list":["post-39182","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server"],"yoast_head":"\n