{"id":59816,"date":"2025-09-25T16:42:44","date_gmt":"2025-09-25T08:42:44","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=59816"},"modified":"2025-09-25T16:42:44","modified_gmt":"2025-09-25T08:42:44","slug":"reddit-ai-trend-reports","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/reddit-ai-trend-reports\/","title":{"rendered":"Reddit AI Trend Reports\uff1aReddit \u8bdd\u9898\u8d8b\u52bf\u5206\u6790\u5de5\u5177"},"content":{"rendered":"<p>Reddit AI \u8d8b\u52bf\u5206\u6790\u5de5\u5177\uff08Reddit AI Trend Reports\uff09\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Python\u9879\u76ee\u3002\u5b83\u65e8\u5728\u5e2e\u52a9\u7528\u6237\u81ea\u52a8\u8ffd\u8e2a\u548c\u5206\u6790Reddit\u793e\u533a\u4e2d\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u8ba8\u8bba\u8d8b\u52bf\u3002\u8fd9\u4e2a\u5de5\u5177\u80fd\u591f\u4ece\u7528\u6237\u6307\u5b9a\u7684Reddit\u5b50\u677f\u5757\u6293\u53d6\u76f8\u5173\u5e16\u5b50\u3002\u63a5\u7740\uff0c\u5b83\u5bf9\u8fd9\u4e9b\u5e16\u5b50\u8fdb\u884c\u5185\u5bb9\u603b\u7ed3\u3001\u60c5\u611f\u5206\u6790\uff0c\u5e76\u8bc6\u522b\u51fa\u70ed\u95e8\u5173\u952e\u8bcd\u3002\u6700\u540e\uff0c\u5b83\u8fd8\u80fd\u751f\u6210\u591a\u79cd\u6570\u636e\u53ef\u89c6\u5316\u56fe\u8868\uff0c\u8ba9\u7528\u6237\u76f4\u89c2\u5730\u7406\u89e3AI\u9886\u57df\u7684\u70ed\u70b9\u548c\u793e\u533a\u60c5\u7eea\u3002\u8fd9\u4e2a\u5de5\u5177\u975e\u5e38\u9002\u5408AI\u7814\u7a76\u4eba\u5458\u3001\u5e02\u573a\u5206\u6790\u5e08\u548c\u4efb\u4f55\u5bf9Reddit\u4e0aAI\u8bdd\u9898\u611f\u5174\u8da3\u7684\u4eba\u4f7f\u7528\uff0c\u5b83\u80fd\u6709\u6548\u63d0\u9ad8\u4fe1\u606f\u83b7\u53d6\u548c\u5206\u6790\u7684\u6548\u7387\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u6293\u53d6Reddit\u5e16\u5b50<\/strong>: \u4ece\u7528\u6237\u6307\u5b9a\u7684Reddit\u5b50\u677f\u5757\uff08\u4f8b\u5982\u00a0<code>r\/MachineLearning<\/code>,\u00a0<code>r\/StableDiffusion<\/code>,\u00a0<code>r\/ChatGPT<\/code>\u00a0\u7b49\uff09\u83b7\u53d6\u6700\u65b0\u6216\u70ed\u95e8\u5e16\u5b50\u3002<\/li>\n<li><strong>\u5173\u952e\u8bcd\u8fc7\u6ee4<\/strong>: \u6839\u636e\u7528\u6237\u8bbe\u5b9a\u7684\u5173\u952e\u8bcd\u5217\u8868\uff0c\u5bf9\u6293\u53d6\u5230\u7684\u5e16\u5b50\u8fdb\u884c\u7b5b\u9009\uff0c\u53ea\u4fdd\u7559\u76f8\u5173\u5185\u5bb9\u3002<\/li>\n<li><strong>\u60c5\u611f\u5206\u6790<\/strong>: \u5bf9\u5e16\u5b50\u7684\u6807\u9898\u548c\u5185\u5bb9\u8fdb\u884c\u81ea\u52a8\u5316\u60c5\u611f\u5206\u6790\uff0c\u5224\u65ad\u793e\u533a\u5bf9\u7279\u5b9aAI\u8bdd\u9898\u7684\u79ef\u6781\u3001\u6d88\u6781\u6216\u4e2d\u7acb\u6001\u5ea6\u3002<\/li>\n<li><strong>\u5e16\u5b50\u5185\u5bb9\u603b\u7ed3<\/strong>: \u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5bf9\u5e16\u5b50\u5185\u5bb9\u8fdb\u884c\u6458\u8981\uff0c\u5feb\u901f\u63d0\u70bc\u51fa\u5e16\u5b50\u7684\u6838\u5fc3\u89c2\u70b9\u548c\u4fe1\u606f\u3002\n<ul>\n<li>\u652f\u6301OpenAI API\u4f5c\u4e3a\u603b\u7ed3\u540e\u7aef\uff0c\u53ef\u4f7f\u7528GPT-3.5\u7b49\u6a21\u578b\u3002<\/li>\n<li>\u652f\u6301Hugging Face\u6a21\u578b\u4f5c\u4e3a\u603b\u7ed3\u540e\u7aef\uff0c\u5141\u8bb8\u4f7f\u7528\u66f4\u591a\u5f00\u6e90\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u70ed\u95e8\u5173\u952e\u8bcd\u8bc6\u522b<\/strong>: \u5206\u6790\u5e16\u5b50\u5185\u5bb9\uff0c\u81ea\u52a8\u53d1\u73b0\u548c\u8bc6\u522b\u51fa\u5f53\u524dReddit\u4e0aAI\u9886\u57df\u7684\u70ed\u95e8\u5173\u952e\u8bcd\u548c\u8d8b\u52bf\u3002<\/li>\n<li><strong>\u6570\u636e\u53ef\u89c6\u5316<\/strong>: \u5229\u7528\u00a0<code>LIDA<\/code>\u00a0\u5e93\u81ea\u52a8\u751f\u6210\u5404\u79cd\u6570\u636e\u53ef\u89c6\u5316\u56fe\u8868\u3002\u8fd9\u4e9b\u56fe\u8868\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u67f1\u72b6\u56fe\u3001\u6298\u7ebf\u56fe\u3001\u6563\u70b9\u56fe\u548c\u8bcd\u4e91\uff0c\u5e2e\u52a9\u7528\u6237\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u6570\u636e\u3002<\/li>\n<li><strong>\u7ed3\u679c\u8f93\u51fa<\/strong>: \u5c06\u5206\u6790\u7ed3\u679c\uff08\u5305\u62ec\u539f\u59cb\u6570\u636e\u3001\u603b\u7ed3\u3001\u60c5\u611f\u5206\u6570\uff09\u4fdd\u5b58\u4e3aCSV\u6216JSON\u683c\u5f0f\u7684\u6587\u4ef6\u3002\u751f\u6210\u7684\u56fe\u8868\u5219\u4fdd\u5b58\u4e3a\u56fe\u50cf\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>Reddit AI \u8d8b\u52bf\u5206\u6790\u5de5\u5177\u662f\u4e00\u4e2a\u57fa\u4e8ePython\u7684\u547d\u4ee4\u884c\u5de5\u5177\u3002\u7528\u6237\u9700\u8981\u4e00\u4e9b\u57fa\u672c\u7684Python\u64cd\u4f5c\u548c\u547d\u4ee4\u884c\u77e5\u8bc6\u624d\u80fd\u4f7f\u7528\u5b83\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u4f7f\u7528\u6b65\u9aa4\uff0c\u4ee5\u53ca\u4e3b\u8981\u529f\u80fd\u7684\u64cd\u4f5c\u6d41\u7a0b\u3002<\/p>\n<h3>\u7b2c\u4e00\u6b65\uff1a\u51c6\u5907\u73af\u5883\u548c\u5b89\u88c5<\/h3>\n<p>\u5728\u4f7f\u7528\u8fd9\u4e2a\u5de5\u5177\u4e4b\u524d\uff0c\u9700\u8981\u5148\u51c6\u5907\u597dPython\u73af\u5883\uff0c\u5e76\u5b89\u88c5\u6240\u6709\u4f9d\u8d56\u9879\u3002<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ee3\u7801\u4ed3\u5e93<\/strong>:<br \/>\n\u9996\u5148\uff0c\u6253\u5f00\u4f60\u7684\u7ec8\u7aef\u6216\u547d\u4ee4\u884c\u5de5\u5177\u3002\u7136\u540e\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u5c06\u9879\u76ee\u7684\u4ee3\u7801\u4eceGitHub\u514b\u9686\u5230\u4f60\u7684\u672c\u5730\u7535\u8111\u4e0a\u3002<\/p>\n<pre><code>git clone https:\/\/github.com\/liyedanpdx\/reddit-ai-trends.git\r\n<\/code><\/pre>\n<p>\u514b\u9686\u5b8c\u6210\u540e\uff0c\u8fdb\u5165\u9879\u76ee\u6240\u5728\u7684\u76ee\u5f55\u3002<\/p>\n<pre><code>cd reddit-ai-trends\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883<\/strong>:<br \/>\n\u4e3a\u4e86\u907f\u514d\u4e0e\u7cfb\u7edf\u4e2d\u7684\u5176\u4ed6Python\u9879\u76ee\u4ea7\u751f\u51b2\u7a81\uff0c\u5efa\u8bae\u4e3a\u8fd9\u4e2a\u5de5\u5177\u521b\u5efa\u4e00\u4e2a\u72ec\u7acb\u7684Python\u865a\u62df\u73af\u5883\u3002<br \/>\n\u521b\u5efa\u865a\u62df\u73af\u5883\uff1a<\/p>\n<pre><code>python -m venv venv\r\n<\/code><\/pre>\n<p>\u6fc0\u6d3b\u865a\u62df\u73af\u5883\uff1a<\/p>\n<ul>\n<li>\u5728macOS\u6216Linux\u7cfb\u7edf\u4e0a\uff1a\n<pre><code>source venv\/bin\/activate\r\n<\/code><\/pre>\n<\/li>\n<li>\u5728Windows\u7cfb\u7edf\u4e0a\uff1a\n<pre><code>.\\venv\\Scripts\\activate\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<p>\u6fc0\u6d3b\u865a\u62df\u73af\u5883\u540e\uff0c\u4f60\u7684\u547d\u4ee4\u884c\u63d0\u793a\u7b26\u524d\u4f1a\u663e\u793a\u00a0<code>(venv)<\/code>\uff0c\u8868\u793a\u4f60\u5df2\u8fdb\u5165\u865a\u62df\u73af\u5883\u3002<\/li>\n<li><strong>\u5b89\u88c5\u9879\u76ee\u4f9d\u8d56<\/strong>:<br \/>\n\u9879\u76ee\u7684\u6240\u6709\u4f9d\u8d56\u5e93\u90fd\u5217\u5728\u00a0<code>requirements.txt<\/code>\u00a0\u6587\u4ef6\u4e2d\u3002\u5728\u6fc0\u6d3b\u865a\u62df\u73af\u5883\u540e\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\u5b83\u4eec\uff1a<\/p>\n<pre><code>pip install -r requirements.txt\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\uff0c\u53d6\u51b3\u4e8e\u4f60\u7684\u7f51\u7edc\u901f\u5ea6\u3002<\/li>\n<li><strong>\u83b7\u53d6API\u51ed\u8bc1<\/strong>:<br \/>\n\u8fd9\u4e2a\u5de5\u5177\u9700\u8981\u8bbf\u95eeReddit API\u6765\u83b7\u53d6\u5e16\u5b50\u6570\u636e\uff0c\u8fd8\u9700\u8981\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684API\u6765\u603b\u7ed3\u5e16\u5b50\u5185\u5bb9\u3002\u56e0\u6b64\uff0c\u4f60\u9700\u8981\u83b7\u53d6\u4ee5\u4e0b\u51ed\u8bc1\uff1a<\/p>\n<ul>\n<li><strong>Reddit API \u51ed\u8bc1 (PRAW)<\/strong>:\n<ol>\n<li>\u8bbf\u95ee\u00a0Reddit \u5f00\u53d1\u8005\u9875\u9762\u3002<\/li>\n<li>\u70b9\u51fb\u201c<code>are you a developer? create an app...<\/code>\u201d\uff08\u4f60\u662f\u4e00\u4e2a\u5f00\u53d1\u8005\u5417\uff1f\u521b\u5efa\u4e00\u4e2a\u5e94\u7528&#8230;\uff09\u3002<\/li>\n<li>\u9009\u62e9\u201c<code>script<\/code>\u201d\u7c7b\u578b\u3002<\/li>\n<li>\u586b\u5199\u5e94\u7528\u540d\u79f0\uff08\u4f8b\u5982\u00a0<code>RedditAITrendsTracker<\/code>\uff09\uff0c\u63cf\u8ff0\u3002<\/li>\n<li>\u5728\u201c<code>redirect uri<\/code>\u201d\u4e2d\u586b\u5199\u00a0<code>http:\/\/localhost:8080<\/code>\u00a0\uff08\u8fd9\u4e2aURL\u4e0d\u5fc5\u771f\u5b9e\u5b58\u5728\uff0c\u4f46\u5fc5\u987b\u586b\u5199\uff09\u3002<\/li>\n<li>\u70b9\u51fb\u201c<code>create app<\/code>\u201d\u3002<\/li>\n<li>\u521b\u5efa\u6210\u529f\u540e\uff0c\u4f60\u5c06\u770b\u5230\u00a0<code>client_id<\/code>\u00a0(\u5728\u5e94\u7528\u540d\u79f0\u4e0b\u65b9\uff0c\u7c7b\u4f3c\u00a0<code>xxxxxxxxxxxxxx<\/code>) \u548c\u00a0<code>client_secret<\/code>\u00a0(\u5728\u00a0<code>secret<\/code>\u00a0\u5b57\u6837\u65c1\u8fb9)\u3002<\/li>\n<li>\u4f60\u8fd8\u9700\u8981\u4e00\u4e2a\u00a0<code>user_agent<\/code>\u3002\u8fd9\u901a\u5e38\u662f\u4f60\u7684Reddit\u7528\u6237\u540d\u6216\u8005\u4e00\u4e2a\u63cf\u8ff0\u4f60\u5e94\u7528\u7684\u5b57\u7b26\u4e32\uff08\u4f8b\u5982\u00a0<code>RedditAITrendsTracker by u\/YourRedditUsername<\/code>\uff09\u3002<\/li>\n<\/ol>\n<\/li>\n<li><strong>LLM API \u51ed\u8bc1<\/strong>:<br \/>\n\u8fd9\u4e2a\u5de5\u5177\u652f\u6301OpenAI\u548cHugging Face\u4f5c\u4e3aLLM\u540e\u7aef\u3002<\/p>\n<ul>\n<li><strong>OpenAI API Key<\/strong>: \u5982\u679c\u4f60\u60f3\u4f7f\u7528GPT\u6a21\u578b\u8fdb\u884c\u603b\u7ed3\uff0c\u4f60\u9700\u8981\u4e00\u4e2aOpenAI API Key\u3002\u8bbf\u95ee\u00a0OpenAI \u5b98\u7f51\u00a0\u83b7\u53d6\u3002<\/li>\n<li><strong>Hugging Face API Token<\/strong>: \u5982\u679c\u4f60\u60f3\u4f7f\u7528Hugging Face\u6a21\u578b\uff0c\u4f60\u9700\u8981\u4e00\u4e2aHugging Face API Token\u3002\u8bbf\u95ee\u00a0Hugging Face \u5b98\u7f51\u00a0\u83b7\u53d6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong>:<br \/>\n\u5728\u9879\u76ee\u6839\u76ee\u5f55\u4e0b\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a\u00a0<code>.env<\/code>\u00a0\u7684\u6587\u4ef6\u3002\u5728\u8fd9\u4e2a\u6587\u4ef6\u4e2d\uff0c\u586b\u5165\u4f60\u521a\u624d\u83b7\u53d6\u5230\u7684API\u51ed\u8bc1\u3002\u8bf7\u786e\u4fdd\u8fd9\u4e9b\u4fe1\u606f\u53ea\u4fdd\u7559\u5728\u672c\u5730\uff0c\u4e0d\u8981\u516c\u5f00\u3002<\/p>\n<pre><code># Reddit API \u51ed\u8bc1\r\nREDDIT_CLIENT_ID='\u4f60\u7684Reddit Client ID'\r\nREDDIT_CLIENT_SECRET='\u4f60\u7684Reddit Client Secret'\r\nREDDIT_USER_AGENT='\u4f60\u7684Reddit User Agent'\r\nREDDIT_USERNAME='\u4f60\u7684Reddit \u7528\u6237\u540d'\r\nREDDIT_PASSWORD='\u4f60\u7684Reddit \u5bc6\u7801' # \u6ce8\u610f\uff1a\u51fa\u4e8e\u5b89\u5168\u8003\u8651\uff0c\u5982\u679c\u4e0d\u9700\u8981\u53d1\u5e16\u7b49\u64cd\u4f5c\uff0c\u53ef\u4ee5\u4e0d\u63d0\u4f9b\u5bc6\u7801\uff0c\u53ea\u4f7f\u7528\u533f\u540d\u8bbf\u95ee\u3002\r\n# LLM API \u51ed\u8bc1 (\u9009\u62e9\u5176\u4e2d\u4e00\u4e2a\u6216\u90fd\u914d\u7f6e)\r\nOPENAI_API_KEY='\u4f60\u7684OpenAI API Key'\r\nHUGGINGFACE_API_TOKEN='\u4f60\u7684Hugging Face API Token'\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>\u7b2c\u4e8c\u6b65\uff1a\u8fd0\u884c\u548c\u4f7f\u7528<\/h3>\n<p>\u914d\u7f6e\u597d\u73af\u5883\u548c\u51ed\u8bc1\u540e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u8fd0\u884c\u00a0<code>main.py<\/code>\u00a0\u811a\u672c\u6765\u6267\u884c\u5206\u6790\u4efb\u52a1\u4e86\u3002\u811a\u672c\u901a\u8fc7\u547d\u4ee4\u884c\u53c2\u6570\u63a7\u5236\u5176\u884c\u4e3a\u3002<\/p>\n<ol>\n<li><strong>\u57fa\u672c\u8fd0\u884c\u547d\u4ee4<\/strong>:<br \/>\n\u6700\u7b80\u5355\u7684\u8fd0\u884c\u65b9\u5f0f\u662f\u6307\u5b9a\u8981\u6293\u53d6\u7684Reddit\u5b50\u677f\u5757\u3002<\/p>\n<pre><code>python main.py --subreddits MachineLearning\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u547d\u4ee4\u4f1a\u4ece\u00a0<code>r\/MachineLearning<\/code>\u00a0\u5b50\u677f\u5757\u6293\u53d6\u9ed8\u8ba4\u6570\u91cf\u7684\u5e16\u5b50\uff0c\u4f46\u4e0d\u8fdb\u884c\u603b\u7ed3\u3001\u60c5\u611f\u5206\u6790\u6216\u53ef\u89c6\u5316\u3002<\/li>\n<li><strong>\u6838\u5fc3\u529f\u80fd\u64cd\u4f5c\u6d41\u7a0b<\/strong>:\n<ul>\n<li><strong>\u83b7\u53d6\u548c\u8fc7\u6ee4\u5e16\u5b50<\/strong>:<br \/>\n\u4f7f\u7528\u00a0<code>--subreddits<\/code>\u00a0\u53c2\u6570\u6307\u5b9a\u4e00\u4e2a\u6216\u591a\u4e2aReddit\u5b50\u677f\u5757\uff0c\u591a\u4e2a\u677f\u5757\u4e4b\u95f4\u7528\u9017\u53f7\u5206\u9694\uff0c\u4e0d\u8981\u6709\u7a7a\u683c\u3002<br \/>\n\u4f7f\u7528\u00a0<code>--keywords<\/code>\u00a0\u53c2\u6570\u53ef\u4ee5\u6839\u636e\u5173\u952e\u8bcd\u8fc7\u6ee4\u5e16\u5b50\u3002\u53ea\u6709\u6807\u9898\u6216\u5185\u5bb9\u5305\u542b\u8fd9\u4e9b\u5173\u952e\u8bcd\u7684\u5e16\u5b50\u624d\u4f1a\u88ab\u5904\u7406\u3002\u591a\u4e2a\u5173\u952e\u8bcd\u4e4b\u95f4\u4e5f\u7528\u9017\u53f7\u5206\u9694\u3002<br \/>\n\u4f7f\u7528\u00a0<code>--limit<\/code>\u00a0\u53c2\u6570\u53ef\u4ee5\u9650\u5236\u6293\u53d6\u5e16\u5b50\u7684\u6570\u91cf\u3002<\/p>\n<pre><code>python main.py --subreddits MachineLearning,StableDiffusion --keywords \"LLM,GPT-4,Diffusion\" --limit 50\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u547d\u4ee4\u4f1a\u4ece\u00a0<code>r\/MachineLearning<\/code>\u00a0\u548c\u00a0<code>r\/StableDiffusion<\/code>\u00a0\u6293\u53d6\u6700\u591a50\u4e2a\u5305\u542b\u201cLLM\u201d\u3001\u201cGPT-4\u201d\u6216\u201cDiffusion\u201d\u5173\u952e\u8bcd\u7684\u5e16\u5b50\u3002<\/li>\n<li><strong>\u8fdb\u884c\u60c5\u611f\u5206\u6790<\/strong>:<br \/>\n\u8981\u5bf9\u5e16\u5b50\u8fdb\u884c\u60c5\u611f\u5206\u6790\uff0c\u53ea\u9700\u5728\u547d\u4ee4\u4e2d\u6dfb\u52a0\u00a0<code>--sentiment_analysis<\/code>\u00a0\u53c2\u6570\u3002<\/p>\n<pre><code>python main.py --subreddits <a href=\"https:\/\/www.kdjingpai.com\/chatgpt-6\/\">ChatGPT<\/a> --limit 20 --sentiment_analysis\r\n<\/code><\/pre>\n<p>\u8fd9\u5c06\u5bf9\u00a0<code>r\/ChatGPT<\/code>\u00a0\u768420\u4e2a\u5e16\u5b50\u8fdb\u884c\u60c5\u611f\u5206\u6790\uff0c\u5e76\u5728\u7ed3\u679c\u4e2d\u5305\u542b\u60c5\u611f\u5206\u6570\u3002<\/li>\n<li><strong>\u5e16\u5b50\u5185\u5bb9\u603b\u7ed3<\/strong>:<br \/>\n\u8981\u542f\u7528\u5e16\u5b50\u603b\u7ed3\u529f\u80fd\uff0c\u9700\u8981\u6dfb\u52a0\u00a0<code>--summarize_posts<\/code>\u00a0\u53c2\u6570\u3002\u540c\u65f6\uff0c\u4f60\u9700\u8981\u901a\u8fc7\u00a0<code>--llm_backend<\/code>\u00a0\u6307\u5b9a\u4f7f\u7528\u7684LLM\u540e\u7aef\uff08<code>openai<\/code>\u00a0\u6216\u00a0<code>huggingface<\/code>\uff09\uff0c\u5e76\u901a\u8fc7\u00a0<code>--model_name<\/code>\u00a0\u6307\u5b9a\u5177\u4f53\u7684\u6a21\u578b\u3002<\/p>\n<ul>\n<li><strong>\u4f7f\u7528OpenAI\u8fdb\u884c\u603b\u7ed3<\/strong>:\n<pre><code>python main.py --subreddits MachineLearning --limit 10 --summarize_posts --llm_backend openai --model_name gpt-3.5-turbo --summary_length 50\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u547d\u4ee4\u4f1a\u4f7f\u7528OpenAI\u7684\u00a0<code>gpt-3.5-turbo<\/code>\u00a0\u6a21\u578b\uff0c\u5c06\u6bcf\u4e2a\u5e16\u5b50\u7684\u5185\u5bb9\u603b\u7ed3\u4e3a\u5927\u7ea650\u4e2a\u8bcd\u3002<\/li>\n<li><strong>\u4f7f\u7528Hugging Face\u8fdb\u884c\u603b\u7ed3<\/strong>:\n<pre><code>python main.py --subreddits StableDiffusion --limit 10 --summarize_posts --llm_backend huggingface --model_name facebook\/bart-large-cnn --summary_length 100\r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u547d\u4ee4\u4f1a\u4f7f\u7528Hugging Face\u7684\u00a0<code>facebook\/bart-large-cnn<\/code>\u00a0\u6a21\u578b\uff0c\u5c06\u6bcf\u4e2a\u5e16\u5b50\u7684\u5185\u5bb9\u603b\u7ed3\u4e3a\u5927\u7ea6100\u4e2a\u8bcd\u3002\u8bf7\u786e\u4fdd\u4f60\u9009\u62e9\u7684\u6a21\u578b\u662f\u4e00\u4e2a\u6458\u8981\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u751f\u6210\u6570\u636e\u53ef\u89c6\u5316<\/strong>:<br \/>\n\u8981\u81ea\u52a8\u751f\u6210\u56fe\u8868\uff0c\u6dfb\u52a0\u00a0<code>--visualize_data<\/code>\u00a0\u53c2\u6570\u3002\u8fd9\u4e2a\u5de5\u5177\u4f1a\u4f7f\u7528\u00a0<code>LIDA<\/code>\u00a0\u5e93\u6839\u636e\u6293\u53d6\u5230\u7684\u6570\u636e\u81ea\u52a8\u751f\u6210\u591a\u79cd\u56fe\u8868\u3002<\/p>\n<pre><code>python main.py --subreddits ChatGPT,MachineLearning --limit 100 --visualize_data --output_dir my_results\r\n```\r\n\u8fd9\u4e2a\u547d\u4ee4\u4e0d\u4ec5\u4f1a\u6293\u53d6\u6570\u636e\uff0c\u8fd8\u4f1a\u751f\u6210\u56fe\u8868\u5e76\u4fdd\u5b58\u5230 `my_results` \u6587\u4ef6\u5939\u4e2d\u3002\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u6307\u5b9a\u8f93\u51fa\u76ee\u5f55<\/strong>:<br \/>\n\u4f7f\u7528\u00a0<code>--output_dir<\/code>\u00a0\u53c2\u6570\u6765\u6307\u5b9a\u5206\u6790\u7ed3\u679c\uff08CSV\u3001JSON\u6587\u4ef6\u548c\u751f\u6210\u7684\u56fe\u50cf\uff09\u7684\u4fdd\u5b58\u76ee\u5f55\u3002\u5982\u679c\u76ee\u5f55\u4e0d\u5b58\u5728\uff0c\u811a\u672c\u4f1a\u81ea\u52a8\u521b\u5efa\u3002<\/p>\n<pre><code>python main.py --subreddits AITech --limit 30 --output_dir AI_Reports --summarize_posts --visualize_data\r\n<\/code><\/pre>\n<p>\u6240\u6709\u751f\u6210\u7684\u6587\u4ef6\u5c06\u4fdd\u5b58\u5728\u00a0<code>AI_Reports<\/code>\u00a0\u6587\u4ef6\u5939\u4e0b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u547d\u4ee4\u884c\u53c2\u6570\u4e00\u89c8\u8868<\/h3>\n<p>\u8fd9\u662f\u4e00\u4e2a\u811a\u672c\u652f\u6301\u7684\u5b8c\u6574\u53c2\u6570\u5217\u8868\uff1a<\/p>\n<ul>\n<li><code>--subreddits<\/code>: \u5fc5\u9700\u3002\u9017\u53f7\u5206\u9694\u7684Reddit\u5b50\u677f\u5757\u540d\u79f0\u5217\u8868\u3002<\/li>\n<li><code>--keywords<\/code>: \u53ef\u9009\u3002\u9017\u53f7\u5206\u9694\u7684\u5173\u952e\u8bcd\u5217\u8868\uff0c\u7528\u4e8e\u8fc7\u6ee4\u5e16\u5b50\u3002<\/li>\n<li><code>--limit<\/code>: \u53ef\u9009\u3002\u8981\u6293\u53d6\u7684\u6700\u5927\u5e16\u5b50\u6570\u91cf\uff0c\u9ed8\u8ba4\u4e3a50\u3002<\/li>\n<li><code>--llm_backend<\/code>: \u53ef\u9009\u3002\u9009\u62e9LLM\u540e\u7aef\uff0c<code>openai<\/code>\u00a0\u6216\u00a0<code>huggingface<\/code>\uff0c\u5982\u679c\u542f\u7528\u00a0<code>summarize_posts<\/code>\u00a0\u5219\u9700\u8981\u3002<\/li>\n<li><code>--model_name<\/code>: \u53ef\u9009\u3002LLM\u6a21\u578b\u540d\u79f0\uff0c\u5982\u00a0<code>gpt-3.5-turbo<\/code>\u00a0\u6216\u00a0<code>facebook\/bart-large-cnn<\/code>\u3002<\/li>\n<li><code>--summary_length<\/code>: \u53ef\u9009\u3002\u5e16\u5b50\u603b\u7ed3\u7684\u957f\u5ea6\uff08\u8bcd\u6570\uff09\uff0c\u9ed8\u8ba4\u4e3a100\u3002<\/li>\n<li><code>--output_dir<\/code>: \u53ef\u9009\u3002\u4fdd\u5b58\u7ed3\u679c\u548c\u56fe\u8868\u7684\u76ee\u5f55\uff0c\u9ed8\u8ba4\u4e3a\u00a0<code>results<\/code>\u3002<\/li>\n<li><code>--sentiment_analysis<\/code>: \u53ef\u9009\u3002\u5982\u679c\u5b58\u5728\uff0c\u5219\u6267\u884c\u60c5\u611f\u5206\u6790\u3002<\/li>\n<li><code>--summarize_posts<\/code>: \u53ef\u9009\u3002\u5982\u679c\u5b58\u5728\uff0c\u5219\u5bf9\u5e16\u5b50\u8fdb\u884c\u603b\u7ed3\u3002<\/li>\n<li><code>--visualize_data<\/code>: \u53ef\u9009\u3002\u5982\u679c\u5b58\u5728\uff0c\u5219\u751f\u6210\u6570\u636e\u53ef\u89c6\u5316\u56fe\u8868\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u7ec4\u5408\u8fd9\u4e9b\u53c2\u6570\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\uff0c\u7075\u6d3b\u5730\u914d\u7f6e\u548c\u8fd0\u884cReddit AI \u8d8b\u52bf\u5206\u6790\u5de5\u5177\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>AI\u7814\u7a76\u4eba\u5458\u8ffd\u8e2a\u6280\u672f\u70ed\u70b9<\/strong><br \/>\n\u901a\u8fc7\u5206\u6790\u00a0<code>r\/MachineLearning<\/code>\u00a0\u6216\u00a0<code>r\/ArtificialIntelligence<\/code>\u00a0\u7b49\u677f\u5757\u7684\u5e16\u5b50\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u5feb\u901f\u4e86\u89e3\u6700\u65b0\u7814\u7a76\u6210\u679c\u3001\u70ed\u95e8\u7b97\u6cd5\u548c\u4e1a\u754c\u8d8b\u52bf\uff0c\u4ece\u800c\u8c03\u6574\u7814\u7a76\u65b9\u5411\u3002<\/li>\n<li><strong>\u5e02\u573a\u5206\u6790\u5e08\u6d1e\u5bdfAI\u4ea7\u54c1\u7528\u6237\u60c5\u7eea<\/strong><br \/>\n\u5e02\u573a\u5206\u6790\u5e08\u53ef\u4ee5\u76d1\u63a7\u00a0<code>r\/ChatGPT<\/code>\u00a0\u6216\u7279\u5b9aAI\u4ea7\u54c1\u793e\u533a\uff0c\u901a\u8fc7\u60c5\u611f\u5206\u6790\u529f\u80fd\u4e86\u89e3\u7528\u6237\u5bf9\u65b0\u529f\u80fd\u3001\u66f4\u65b0\u6216\u7ade\u4e89\u4ea7\u54c1\u7684\u53cd\u5e94\u548c\u60c5\u7eea\uff0c\u4e3a\u4ea7\u54c1\u7b56\u7565\u63d0\u4f9b\u6570\u636e\u652f\u6301\u3002<\/li>\n<li><strong>\u5185\u5bb9\u521b\u4f5c\u8005\u5bfb\u627eAI\u76f8\u5173\u70ed\u95e8\u8bdd\u9898<\/strong><br \/>\n\u81ea\u5a92\u4f53\u4f5c\u8005\u6216\u535a\u5ba2\u5199\u624b\u53ef\u4ee5\u4f7f\u7528\u6b64\u5de5\u5177\uff0c\u8bc6\u522bReddit\u4e0a\u5173\u4e8eAI\u7684\u6d41\u884c\u8bdd\u9898\u548c\u5173\u952e\u8bcd\uff0c\u4ece\u800c\u521b\u4f5c\u51fa\u66f4\u53d7\u8bfb\u8005\u6b22\u8fce\u7684\u5185\u5bb9\uff0c\u63d0\u9ad8\u6587\u7ae0\u7684\u9605\u8bfb\u91cf\u548c\u4e92\u52a8\u6027\u3002<\/li>\n<li><strong>AI\u5f00\u53d1\u8005\u76d1\u6d4b\u5de5\u5177\u6216\u6846\u67b6\u793e\u533a\u53cd\u9988<\/strong><br \/>\n\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u8ddf\u8e2a\u7279\u5b9aAI\u6846\u67b6\uff08\u5982TensorFlow, PyTorch\uff09\u6216\u5de5\u5177\uff08\u5982Stable Diffusion\uff09\u76f8\u5173\u7684\u5b50\u677f\u5757\uff0c\u6536\u96c6\u7528\u6237\u9047\u5230\u7684\u95ee\u9898\u3001\u529f\u80fd\u8bf7\u6c42\u548c\u4f7f\u7528\u4f53\u9a8c\uff0c\u4ee5\u4fbf\u6539\u8fdb\u4ea7\u54c1\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>\u95ee\uff1a\u5982\u4f55\u83b7\u53d6Reddit API\u51ed\u8bc1\uff1f<\/strong><br \/>\n\u7b54\uff1a\u4f60\u9700\u8981\u8bbf\u95eeReddit\u5f00\u53d1\u8005\u9875\u9762\u00a0<code>https:\/\/www.reddit.com\/prefs\/apps\/<\/code>\u3002\u5728\u90a3\u91cc\u521b\u5efa\u4e00\u4e2a\u201c<code>script<\/code>\u201d\u7c7b\u578b\u7684\u5e94\u7528\uff0c\u5e76\u586b\u5199\u5fc5\u8981\u7684\u5e94\u7528\u4fe1\u606f\u3002\u521b\u5efa\u6210\u529f\u540e\uff0c\u9875\u9762\u4f1a\u663e\u793a\u4f60\u7684\u00a0<code>client_id<\/code>\u00a0\u548c\u00a0<code>client_secret<\/code>\u3002\u540c\u65f6\uff0c\u4f60\u9700\u8981\u4e3a\u5e94\u7528\u8bbe\u7f6e\u4e00\u4e2a\u00a0<code>user_agent<\/code>\u3002<\/li>\n<li><strong>\u95ee\uff1a\u4e3a\u4ec0\u4e48\u9700\u8981LLM API Key\uff1f<\/strong><br \/>\n\u7b54\uff1aLLM API Key\u662f\u7528\u6765\u8c03\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u670d\u52a1\u7684\u3002\u8fd9\u4e2a\u5de5\u5177\u4f7f\u7528LLM\u6765\u81ea\u52a8\u603b\u7ed3Reddit\u5e16\u5b50\u7684\u5185\u5bb9\u3002\u5982\u679c\u4f60\u9700\u8981\u4f7f\u7528OpenAI\u7684GPT\u6a21\u578b\u6216Hugging Face\u4e0a\u7684\u5176\u4ed6\u6a21\u578b\u8fdb\u884c\u603b\u7ed3\uff0c\u5c31\u5fc5\u987b\u63d0\u4f9b\u76f8\u5e94\u7684API Key\u6216Token\u3002<\/li>\n<li><strong>\u95ee\uff1a\u652f\u6301\u54ea\u4e9bLLM\u6a21\u578b\u8fdb\u884c\u5e16\u5b50\u603b\u7ed3\uff1f<\/strong><br \/>\n\u7b54\uff1a\u5982\u679c\u4f60\u9009\u62e9OpenAI\u4f5c\u4e3a\u540e\u7aef\uff0c\u53ef\u4ee5\u4f7f\u7528\u00a0<code>gpt-3.5-turbo<\/code>\u00a0\u7b49OpenAI\u652f\u6301\u7684\u5404\u79cd\u6a21\u578b\u3002\u5982\u679c\u4f60\u9009\u62e9Hugging Face\u4f5c\u4e3a\u540e\u7aef\uff0c\u53ef\u4ee5\u4f7f\u7528Hugging Face\u6a21\u578b\u5e93\u4e2d\u4efb\u4f55\u9002\u5408\u6587\u672c\u6458\u8981\u4efb\u52a1\u7684\u6a21\u578b\uff0c\u6bd4\u5982\u00a0<code>facebook\/bart-large-cnn<\/code>\u3002\u4f60\u9700\u8981\u6839\u636e\u6a21\u578b\u7684\u540d\u79f0\u5728\u547d\u4ee4\u884c\u4e2d\u6307\u5b9a\u3002<\/li>\n<li><strong>\u95ee\uff1a\u5982\u4f55\u6307\u5b9a\u591a\u4e2aReddit\u5b50\u677f\u5757\u6216\u5173\u952e\u8bcd\uff1f<\/strong><br 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