{"id":51138,"date":"2025-08-28T06:07:01","date_gmt":"2025-08-27T22:07:01","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=51138"},"modified":"2025-08-28T06:07:01","modified_gmt":"2025-08-27T22:07:01","slug":"m3-agentyigeyong","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/m3-agentyigeyong\/","title":{"rendered":"M3-Agent\uff1a\u4e00\u4e2a\u62e5\u6709\u957f\u671f\u8bb0\u5fc6\u5e76\u80fd\u5904\u7406\u97f3\u89c6\u9891\u7684\u591a\u6a21\u6001\u667a\u80fd\u4f53"},"content":{"rendered":"<p>M3-Agent\u662f\u7531\u5b57\u8282\u8df3\u52a8SEED\u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u591a\u6a21\u6001\u667a\u80fd\u4f53\u6846\u67b6\u3002\u5b83\u7684\u6838\u5fc3\u7279\u70b9\u662f\u62e5\u6709\u957f\u671f\u8bb0\u5fc6\u80fd\u529b\uff0c\u80fd\u591f\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u901a\u8fc7\u5904\u7406\u5b9e\u65f6\u7684\u89c6\u9891\uff08\u770b\uff09\u548c\u97f3\u9891\uff08\u542c\uff09\u8f93\u5165\uff0c\u6765\u5efa\u7acb\u5e76\u4e0d\u65ad\u66f4\u65b0\u81ea\u5df1\u7684\u8bb0\u5fc6\u3002\u8fd9\u4e2a\u8bb0\u5fc6\u7cfb\u7edf\u4e0d\u53ea\u662f\u8bb0\u5f55\u53d1\u751f\u4e86\u4ec0\u4e48\u4e8b\uff08\u60c5\u666f\u8bb0\u5fc6\uff09\uff0c\u8fd8\u80fd\u4ece\u4e2d\u63d0\u70bc\u51fa\u77e5\u8bc6\u548c\u6982\u5ff5\uff08\u8bed\u4e49\u8bb0\u5fc6\uff09\uff0c\u4f8b\u5982\u8bc6\u522b\u4e0d\u540c\u7684\u4eba\u7269\u3001\u7269\u4f53\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u3002 M3-Agent\u5c06\u8fd9\u4e9b\u4fe1\u606f\u6574\u7406\u6210\u4e00\u4e2a\u4ee5\u201c\u5b9e\u4f53\u201d\u4e3a\u4e2d\u5fc3\u7684\u591a\u6a21\u6001\u77e5\u8bc6\u56fe\u8c31\uff0c\u4ece\u800c\u5bf9\u73af\u5883\u6709\u66f4\u6df1\u5165\u548c\u8fde\u8d2f\u7684\u7406\u89e3\u3002 \u5f53\u63a5\u6536\u5230\u7528\u6237\u7684\u6307\u4ee4\u6216\u95ee\u9898\u65f6\uff0c\u5b83\u80fd\u591f\u81ea\u4e3b\u5730\u8fdb\u884c\u591a\u8f6e\u6b21\u7684\u601d\u8003\u548c\u63a8\u7406\uff0c\u4ece\u5e9e\u5927\u7684\u957f\u671f\u8bb0\u5fc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u6700\u7ec8\u5b8c\u6210\u4efb\u52a1\u6216\u7ed9\u51fa\u7b54\u6848\u3002\u8fd9\u9879\u6280\u672f\u89e3\u51b3\u4e86\u73b0\u6709\u6a21\u578b\u96be\u4ee5\u5904\u7406\u548c\u8bb0\u5fc6\u957f\u89c6\u9891\u4fe1\u606f\u7684\u75db\u70b9\uff0c\u5728\u673a\u5668\u4eba\u3001\u4e2a\u4eba\u52a9\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u591a\u6a21\u6001\u8f93\u5165\u5904\u7406<\/strong>: \u80fd\u540c\u65f6\u63a5\u6536\u5e76\u7406\u89e3\u5b9e\u65f6\u7684\u89c6\u9891\u548c\u97f3\u9891\u4fe1\u606f\u6d41\u3002<\/li>\n<li><strong>\u957f\u671f\u8bb0\u5fc6\u6784\u5efa<\/strong>: \u80fd\u591f\u5c06\u63a5\u6536\u5230\u7684\u4fe1\u606f\u8f6c\u5316\u4e3a\u957f\u671f\u8bb0\u5fc6\uff0c\u5e76\u4e14\u5206\u4e3a\u4e24\u7c7b\uff1a\n<ul>\n<li><strong>\u60c5\u666f\u8bb0\u5fc6<\/strong>: \u8bb0\u5f55\u5177\u4f53\u53d1\u751f\u7684\u4e8b\u4ef6\u548c\u539f\u59cb\u5185\u5bb9\u3002<\/li>\n<li><strong>\u8bed\u4e49\u8bb0\u5fc6<\/strong>: \u4ece\u4e8b\u4ef6\u4e2d\u63d0\u70bc\u51fa\u5173\u4e8e\u5b9e\u4f53\uff08\u5982\u4eba\u7269\u3001\u7269\u4f53\uff09\u7684\u62bd\u8c61\u77e5\u8bc6\u548c\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b9e\u4f53\u4e3a\u4e2d\u5fc3\u7684\u8bb0\u5fc6\u7ed3\u6784<\/strong>: \u8bb0\u5fc6\u4ee5\u5b9e\u4f53\u4e3a\u6838\u5fc3\u8fdb\u884c\u7ec4\u7ec7\uff0c\u5f62\u6210\u4e00\u4e2a\u591a\u6a21\u6001\u77e5\u8bc6\u56fe\u8c31\uff0c\u786e\u4fdd\u4fe1\u606f\u7684\u4e00\u81f4\u6027\u548c\u5173\u8054\u6027\u3002<\/li>\n<li><strong>\u81ea\u4e3b\u63a8\u7406\u4e0e\u68c0\u7d22<\/strong>: \u5728\u6536\u5230\u6307\u4ee4\u540e\uff0c\u80fd\u81ea\u4e3b\u8fdb\u884c\u591a\u8f6e\u6b21\u7684\u8fed\u4ee3\u5f0f\u601d\u8003\uff0c\u5e76\u4ece\u8bb0\u5fc6\u5e93\u4e2d\u68c0\u7d22\u6700\u76f8\u5173\u7684\u4fe1\u606f\u6765\u8f85\u52a9\u51b3\u7b56\u3002<\/li>\n<li><strong>\u5f3a\u5316\u5b66\u4e60\u4f18\u5316<\/strong>: \u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6765\u8bad\u7ec3\u667a\u80fd\u4f53\u7684\u8bb0\u5fc6\u68c0\u7d22\u548c\u63a8\u7406\u80fd\u529b\uff0c\u4ee5\u8fbe\u5230\u66f4\u9ad8\u7684\u4efb\u52a1\u6210\u529f\u7387\u3002<\/li>\n<li><strong>\u9886\u5148\u7684\u6027\u80fd<\/strong>: \u5728\u591a\u4e2a\u957f\u89c6\u9891\u95ee\u7b54\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5176\u51c6\u786e\u7387\u663e\u8457\u9ad8\u4e8eGemini-1.5-pro\u548cGPT-4o\u7b49\u9886\u5148\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>M3-Agent\u7684\u8fd0\u884c\u5206\u4e3a\u4e24\u4e2a\u6838\u5fc3\u8fc7\u7a0b\uff1a<strong>\u8bb0\u5fc6\uff08Memorization\uff09\u548c\u63a7\u5236\uff08Control\uff09<\/strong>\u3002\u8bb0\u5fc6\u8fc7\u7a0b\u8d1f\u8d23\u5206\u6790\u89c6\u9891\uff0c\u5efa\u7acb\u77e5\u8bc6\u5e93\uff1b\u63a7\u5236\u8fc7\u7a0b\u5219\u8d1f\u8d23\u6839\u636e\u7528\u6237\u63d0\u95ee\uff0c\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u4fe1\u606f\u5e76\u751f\u6210\u56de\u7b54\u3002<\/p>\n<h3><strong>\u786c\u4ef6\u8981\u6c42<\/strong><\/h3>\n<ul>\n<li><strong>\u5b8c\u6574\u8fd0\u884c\uff08\u5305\u542b\u8bb0\u5fc6\u8fc7\u7a0b\uff09<\/strong>: \u9700\u8981\u914d\u59071\u5f20A100\uff0880GB\u663e\u5b58\uff09\u62164\u5f20RTX 3090\uff0824GB\u663e\u5b58\uff09\u7684\u670d\u52a1\u5668\u3002<\/li>\n<li><strong>\u4ec5\u8fd0\u884c\u63a8\u7406\uff08\u63a7\u5236\u8fc7\u7a0b\uff09<\/strong>: \u81f3\u5c11\u9700\u898116GB\u663e\u5b58\u7684GPU\u3002<\/li>\n<li><strong>\u786c\u76d8\u7a7a\u95f4<\/strong>: \u81f3\u5c11\u9700\u8981200GB\u7684\u53ef\u7528\u7a7a\u95f4\uff0c\u7528\u4e8e\u5b58\u653e\u6a21\u578b\u548c\u5904\u7406\u8fc7\u7a0b\u4e2d\u7684\u7f13\u5b58\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<h3><strong>\u73af\u5883\u8bbe\u7f6e<\/strong><\/h3>\n<p>\u9996\u5148\uff0c\u9700\u8981\u514b\u9686\u4ee3\u7801\u4ed3\u5e93\u5e76\u5b89\u88c5\u57fa\u7840\u73af\u5883\u3002<\/p>\n<pre><code># \u6267\u884c\u8bbe\u7f6e\u811a\u672c\r\nbash setup.sh\r\n# \u5b89\u88c5\u7279\u5b9a\u7248\u672c\u7684transformers\u5e93\r\npip install git+https:\/\/github.com\/huggingface\/transformers@f742a644ca32e65758c3adb36225aef1731bd2a8\r\n# \u5b89\u88c5Qwen-Omni\u5de5\u5177\u5e93\r\npip install qwen-omni-utils==0.0.4\r\n<\/code><\/pre>\n<h3><strong>\u7b2c\u4e00\u6b65\uff1a\u8bb0\u5fc6\u8fc7\u7a0b\uff08Memorization\uff09<\/strong><\/h3>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u5c06\u89c6\u9891\u5185\u5bb9\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u8bb0\u5fc6\u56fe\u8c31\uff0c\u5b58\u50a8\u5728\u672c\u5730\u3002\u5982\u679c\u4f60\u4f7f\u7528\u5b98\u65b9\u63d0\u4f9b\u7684M3-Bench\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u8df3\u8fc7\u90e8\u5206\u6570\u636e\u5904\u7406\u6b65\u9aa4\uff0c\u76f4\u63a5\u4e0b\u8f7d\u5b98\u65b9\u5904\u7406\u597d\u7684\u4e2d\u95f4\u6587\u4ef6\u548c\u8bb0\u5fc6\u56fe\u8c31\u3002<\/p>\n<p><strong>1. \u89c6\u9891\u5207\u7247<\/strong><br \/>\n\u7531\u4e8e\u6a21\u578b\u5904\u7406\u7684\u662f\u77ed\u89c6\u9891\u7247\u6bb5\uff0c\u9700\u8981\u5148\u5c06\u957f\u89c6\u9891\u5207\u621030\u79d2\u4e00\u6bb5\u3002<\/p>\n<pre><code>#!\/bin\/bash\r\n# \u5b9a\u4e49\u89c6\u9891\u6587\u4ef6\u8def\u5f84\u53d8\u91cf\r\nvideo=\"robot\/bedroom_01\"\r\ninput=\"data\/videos\/$video.mp4\"\r\n# \u521b\u5efa\u7528\u4e8e\u5b58\u653e\u5207\u7247\u7684\u76ee\u5f55\r\nmkdir -p \"data\/clips\/$video\"\r\n# \u83b7\u53d6\u89c6\u9891\u603b\u65f6\u957f\r\nduration=$(ffprobe -v error -show_entries format=duration -of default=noprint_wrappers=1:nokey=1 \"$input\")\r\nduration_seconds=$(echo \"$duration\" | awk '{print int($1)}')\r\n# \u8ba1\u7b97\u9700\u8981\u5207\u6210\u591a\u5c11\u6bb5\r\nsegments=$((duration_seconds \/ 30 + 1))\r\n# \u5faa\u73af\u5207\u7247\r\nfor ((i=0; i&lt;segments; i++)); do\r\nstart=$((i * 30))\r\noutput=\"data\/clips\/$video\/$i.mp4\"\r\n# \u4f7f\u7528ffmpeg\u547d\u4ee4\u8fdb\u884c\u5207\u7247\r\nffmpeg -ss $start -i \"$input\" -t 30 -c copy \"${output}\"\r\ndone\r\n<\/code><\/pre>\n<p><strong>2. \u51c6\u5907\u6570\u636e\u914d\u7f6e\u6587\u4ef6<\/strong><br \/>\n\u521b\u5efa\u4e00\u4e2aJSONL\u683c\u5f0f\u7684\u6587\u4ef6\uff0c\u4f8b\u5982<code>data\/data.jsonl<\/code>\uff0c\u6bcf\u4e00\u884c\u63cf\u8ff0\u4e00\u4e2a\u89c6\u9891\u7684\u4fe1\u606f\u3002<\/p>\n<pre><code>{\"id\": \"bedroom_01\", \"video_path\": \"data\/videos\/robot\/bedroom_01.mp4\", \"clip_path\": \"data\/videos\/clips\/bedroom_01\", \"mem_path\": \"data\/videos\/memory_graphs\/bedroom_01.pkl\", \"intermediate_path\": \"data\/videos\/intermediate_outputs\/robot\/bedroom_01\"}\r\n<\/code><\/pre>\n<p><strong>3. \u751f\u6210\u4e2d\u95f4\u8f93\u51fa\uff08\u53ef\u9009\uff09<\/strong><br \/>\n\u8fd9\u4e00\u6b65\u4f1a\u4f7f\u7528\u4eba\u8138\u68c0\u6d4b\u548c\u8bf4\u8bdd\u4eba\u8bc6\u522b\u5de5\u5177\u6765\u751f\u6210\u7528\u4e8e\u6784\u5efa\u8bb0\u5fc6\u7684\u4e2d\u95f4\u6587\u4ef6\u3002\u5982\u679c\u4f60\u5df2\u4eceHugging Face\u4e0b\u8f7d\u5b98\u65b9\u5904\u7406\u597d\u7684<code>intermediate_outputs<\/code>\uff0c\u53ef\u4ee5\u8df3\u8fc7\u6b64\u6b65\u3002<\/p>\n<pre><code># \u9996\u5148\u4e0b\u8f7d\u97f3\u9891\u5d4c\u5165\u6a21\u578b\u548cspeakerlab\u5e93\u5b58\u653e\u5230\u6307\u5b9a\u76ee\u5f55\r\n# \u7ed3\u6784\u5e94\u5982\u4e0b\uff1a\r\n# m3-agent\/\r\n# \u251c\u2500\u2500 models\/\r\n# \u2502   \u2514\u2500\u2500 pretrained_eres2netv2.ckpt\r\n# \u2514\u2500\u2500 speakerlab\/\r\npython m3_agent\/memorization_intermediate_outputs.py \\\r\n--data_file data\/data.jsonl\r\n<\/code><\/pre>\n<p><strong>4. \u751f\u6210\u8bb0\u5fc6\u56fe\u8c31<\/strong><br \/>\n\u4f7f\u7528M3-Agent\u7684\u8bb0\u5fc6\u6a21\u578b\uff08M3-Agent-Memorization\uff09\u6765\u751f\u6210\u6700\u7ec8\u7684\u8bb0\u5fc6\u56fe\u8c31\u6587\u4ef6\uff08<code>.pkl<\/code>\u683c\u5f0f\uff09\u3002<\/p>\n<pre><code># \u9996\u5148\u4eceHugging Face\u4e0b\u8f7dM3-Agent-Memorization\u6a21\u578b\r\npython m3_agent\/memorization_memory_graphs.py \\\r\n--data_file data\/data.jsonl\r\n<\/code><\/pre>\n<h3><strong>\u7b2c\u4e8c\u6b65\uff1a\u63a7\u5236\u8fc7\u7a0b\uff08Control\uff09<\/strong><\/h3>\n<p>\u5f53\u8bb0\u5fc6\u56fe\u8c31\u751f\u6210\u540e\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u63d0\u95ee\u4e0e\u56de\u7b54\u3002<\/p>\n<p><strong>1. \u989d\u5916\u73af\u5883\u8bbe\u7f6e<\/strong><br \/>\n\u63a7\u5236\u8fc7\u7a0b\u9700\u8981\u7279\u5b9a\u7248\u672c\u7684\u5e93\u3002<\/p>\n<pre><code>bash setup.sh\r\npip install transformers==4.51.0\r\npip install vllm==0.8.4\r\npip install numpy==1.26.4\r\n<\/code><\/pre>\n<p><strong>2. \u63d0\u95ee\u4e0e\u8bc4\u4f30<\/strong><br \/>\n\u4f7f\u7528M3-Agent\u7684\u63a7\u5236\u6a21\u578b\uff08M3-Agent-Control\uff09\u6765\u751f\u6210\u7b54\u6848\uff0c\u5e76\u53ef\u4ee5\u4f7f\u7528GPT-4o\u6765\u8bc4\u4f30\u7b54\u6848\u7684\u8d28\u91cf\u3002<\/p>\n<pre><code># \u9996\u5148\u4eceHugging Face\u4e0b\u8f7dM3-Agent-Control\u6a21\u578b\r\npython m3_agent\/control.py \\\r\n--data_file data\/annotations\/robot.json\r\n<\/code><\/pre>\n<p>\u5176\u4e2d<code>data\/annotations\/robot.json<\/code>\u6587\u4ef6\u5305\u542b\u4e86\u9488\u5bf9\u89c6\u9891\u7684\u63d0\u95ee\u3002\u4f60\u53ef\u4ee5\u4fee\u6539\u6b64\u6587\u4ef6\u6765\u63d0\u51fa\u4f60\u81ea\u5df1\u7684\u95ee\u9898\u3002<\/p>\n<h3><strong>\u53ef\u89c6\u5316\u8bb0\u5fc6\u56fe\u8c31<\/strong><\/h3>\n<p>\u4f60\u8fd8\u53ef\u4ee5\u5c06\u751f\u6210\u7684\u8bb0\u5fc6\u56fe\u8c31\u53ef\u89c6\u5316\uff0c\u4ee5\u76f4\u89c2\u5730\u67e5\u770b\u667a\u80fd\u4f53\u7684\u8bb0\u5fc6\u5185\u5bb9\u3002<\/p>\n<pre><code>python visualization.py \\\r\n--mem_path data\/memory_graphs\/robot\/bedroom_01.pkl \\\r\n--clip_id 1\r\n<\/code><\/pre>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u667a\u80fd\u5bb6\u5c45\u673a\u5668\u4eba<\/strong><br \/>\n\u4e00\u4e2a\u5bb6\u5ead\u670d\u52a1\u673a\u5668\u4eba\u642d\u8f7dM3-Agent\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u6301\u7eed\u89c2\u5bdf\u5bb6\u5ead\u73af\u5883\u548c\u6210\u5458\u6d3b\u52a8\uff0c\u8bb0\u4f4f\u6bcf\u4e2a\u5bb6\u5ead\u6210\u5458\u7684\u4e60\u60ef\u3001\u7269\u54c1\u7684\u5e38\u7528\u4f4d\u7f6e\u7b49\u3002\u4f8b\u5982\uff0c\u5f53\u4e3b\u4eba\u95ee\u201c\u6211\u7684\u773c\u955c\u653e\u54ea\u4e86\uff1f\u201d\u65f6\uff0c\u673a\u5668\u4eba\u53ef\u4ee5\u56de\u5fc6\u8d77\u6700\u540e\u770b\u5230\u773c\u955c\u7684\u4f4d\u7f6e\u5e76\u544a\u77e5\u4e3b\u4eba\u3002 \u5b83\u8fd8\u80fd\u8bb0\u4f4f\u4e3b\u4eba\u65e9\u4e0a\u6709\u559d\u5496\u5561\u7684\u4e60\u60ef\uff0c\u5e76\u4e3b\u52a8\u5728\u7279\u5b9a\u65f6\u95f4\u51c6\u5907\u597d\u5496\u5561\u3002<\/li>\n<li><strong>\u4e2a\u4eba\u6570\u5b57\u52a9\u7406<\/strong><br \/>\nM3-Agent\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u8d85\u7ea7\u52a9\u7406\uff0c\u6574\u7406\u548c\u8bb0\u5fc6\u7528\u6237\u6240\u6709\u7684\u6570\u5b57\u5316\u4fe1\u606f\uff0c\u5305\u62ec\u89c6\u9891\u4f1a\u8bae\u3001\u8bed\u97f3\u901a\u8bdd\u3001\u6d4f\u89c8\u7684\u7f51\u9875\u7b49\u3002\u5f53\u7528\u6237\u9700\u8981\u67e5\u627e\u6570\u5468\u524d\u67d0\u4e2a\u4f1a\u8bae\u8ba8\u8bba\u5230\u7684\u4e00\u4e2a\u7ec6\u8282\u65f6\uff0c\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\uff0c\u52a9\u7406\u5c31\u80fd\u4ece\u957f\u671f\u8bb0\u5fc6\u4e2d\u51c6\u786e\u8c03\u51fa\u76f8\u5173\u4fe1\u606f\u7247\u6bb5\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u5185\u5bb9\u5206\u6790<\/strong><br \/>\n\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u5927\u91cf\u89c6\u9891\u76d1\u63a7\u7684\u5b89\u9632\u9886\u57df\uff0cM3-Agent\u53ef\u4ee5\u81ea\u52a8\u5206\u6790\u6570\u5929\u751a\u81f3\u6570\u6708\u7684\u5f55\u50cf\uff0c\u5efa\u7acb\u4e00\u4e2a\u5173\u4e8e\u573a\u666f\u3001\u4eba\u5458\u548c\u6d3b\u52a8\u7684\u65f6\u95f4\u7ebf\u4e0e\u77e5\u8bc6\u5e93\u3002\u5f53\u9700\u8981\u8c03\u67e5\u7279\u5b9a\u4e8b\u4ef6\u65f6\uff0c\u5206\u6790\u4eba\u5458\u4e0d\u518d\u9700\u8981\u4eba\u5de5\u89c2\u770b\u6d77\u91cf\u89c6\u9891\uff0c\u800c\u662f\u53ef\u4ee5\u76f4\u63a5\u5411\u7cfb\u7edf\u63d0\u95ee\uff0c\u5982\u201c\u67e5\u8be2\u8fc7\u53bb\u4e00\u5468\u6240\u6709\u7a7f\u7ea2\u8272\u8863\u670d\u7684\u4eba\u51fa\u73b0\u7684\u7247\u6bb5\u201d\uff0c\u7cfb\u7edf\u80fd\u5feb\u901f\u8fd4\u56de\u6240\u6709\u76f8\u5173\u5f55\u50cf\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>M3-Agent\u4e0eGPT-4o\u8fd9\u7c7b\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4ec0\u4e48\u6838\u5fc3\u533a\u522b\uff1f<\/strong><br \/>\n\u6838\u5fc3\u533a\u522b\u5728\u4e8eM3-Agent\u62e5\u6709\u4e00\u4e2a\u4e13\u95e8\u8bbe\u8ba1\u7684\u5916\u90e8\u957f\u671f\u8bb0\u5fc6\u7cfb\u7edf\u3002GPT-4o\u8fd9\u7c7b\u6a21\u578b\u7684\u8bb0\u5fc6\u4e3b\u8981\u5c40\u9650\u4e8e\u5f53\u524d\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5bf9\u8bdd\u7ed3\u675f\u540e\u5c31\u4f1a\u201c\u5fd8\u8bb0\u201d\u3002\u800cM3-Agent\u80fd\u50cf\u4eba\u4e00\u6837\uff0c\u628a\u901a\u8fc7\u6444\u50cf\u5934\u548c\u9ea6\u514b\u98ce\u611f\u77e5\u5230\u7684\u4fe1\u606f\u6301\u7eed\u5b58\u5165\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u8bb0\u5fc6\u5e93\u4e2d\uff0c\u5e76\u80fd\u5728\u672a\u6765\u7684\u4efb\u4f55\u65f6\u5019\u8fdb\u884c\u68c0\u7d22\u548c\u63a8\u7406\uff0c\u5b9e\u73b0\u8de8\u8d8a\u65f6\u95f4\u548c\u4efb\u52a1\u7684\u8bb0\u5fc6\u3002<\/li>\n<li><strong>M3-Agent\u7684\u201c\u8bb0\u5fc6\u56fe\u8c31\u201d\u662f\u5982\u4f55\u5de5\u4f5c\u7684\uff1f<\/strong><br \/>\n\u8bb0\u5fc6\u56fe\u8c31\u662f\u4e00\u79cd\u7f51\u7edc\u72b6\u7684\u6570\u636e\u7ed3\u6784\u3002M3-Agent\u4f1a\u4ece\u89c6\u9891\u548c\u97f3\u9891\u4e2d\u8bc6\u522b\u51fa\u5173\u952e\u201c\u5b9e\u4f53\u201d\uff08\u5982\u4eba\u7269\u3001\u7269\u4f53\uff09\uff0c\u5e76\u5c06\u5b83\u4eec\u4f5c\u4e3a\u56fe\u8c31\u4e2d\u7684\u8282\u70b9\u3002\u7136\u540e\uff0c\u5b83\u4f1a\u8bb0\u5f55\u8fd9\u4e9b\u5b9e\u4f53\u5728\u4e0d\u540c\u65f6\u95f4\u3001\u4e0d\u540c\u4e8b\u4ef6\u4e2d\u7684\u72b6\u6001\u3001\u884c\u4e3a\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u8fd9\u4e9b\u4fe1\u606f\u4f5c\u4e3a\u8fde\u63a5\u8282\u70b9\u7684\u8fb9\u3002\u8fd9\u79cd\u65b9\u5f0f\u8ba9\u8bb0\u5fc6\u4e0d\u518d\u662f\u96f6\u6563\u7684\u7247\u6bb5\uff0c\u800c\u662f\u76f8\u4e92\u5173\u8054\u7684\u77e5\u8bc6\u7f51\u7edc\uff0c\u975e\u5e38\u5229\u4e8e\u8fdb\u884c\u590d\u6742\u7684\u63a8\u7406\u3002<\/li>\n<li><strong>\u90e8\u7f72\u548c\u4f7f\u7528M3-Agent\u7684\u6280\u672f\u95e8\u69db\u9ad8\u5417\uff1f<\/strong><br \/>\n\u5bf9\u4e8e\u975e\u6280\u672f\u7528\u6237\u6765\u8bf4\uff0c\u76f4\u63a5\u90e8\u7f72\u6709\u4e00\u5b9a\u95e8\u69db\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u719f\u6089Linux\u547d\u4ee4\u884c\u3001Python\u73af\u5883\u4ee5\u53ca\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u914d\u7f6e\u3002\u6b64\u5916\uff0c\u5bf9\u786c\u4ef6\u8981\u6c42\u8f83\u9ad8\uff0c\u5c24\u5176\u662f\u8bb0\u5fc6\u751f\u6210\u9636\u6bb5\u9700\u8981\u5f3a\u5927\u7684GPU\u652f\u6301\u3002 \u4f46\u5bf9\u4e8e\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\uff0c\u9879\u76ee\u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u8fd0\u884c\u811a\u672c\uff0c\u6309\u7167\u5b98\u65b9\u6587\u6863\u6b65\u9aa4\u6267\u884c\uff0c\u53ef\u4ee5\u6bd4\u8f83\u987a\u5229\u5730\u5b8c\u6210\u90e8\u7f72\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>M3-Agent\u662f\u7531\u5b57\u8282\u8df3\u52a8SEED\u56e2\u961f\u5f00\u53d1\u7684\u4e00\u4e2a\u591a\u6a21\u6001\u667a\u80fd\u4f53\u6846\u67b6\u3002\u5b83\u7684\u6838\u5fc3\u7279\u70b9\u662f\u62e5\u6709\u957f\u671f\u8bb0\u5fc6\u80fd\u529b\uff0c\u80fd\u591f\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u901a\u8fc7\u5904\u7406\u5b9e\u65f6\u7684\u89c6\u9891\uff08\u770b\uff09\u548c\u97f3\u9891\uff08\u542c\uff09\u8f93\u5165\uff0c\u6765\u5efa\u7acb\u5e76\u4e0d\u65ad\u66f4\u65b0\u81ea\u5df1\u7684\u8bb0\u5fc6\u3002\u8fd9\u4e2a\u8bb0\u5fc6\u7cfb\u7edf\u4e0d\u53ea\u662f\u8bb0\u5f55\u53d1\u751f\u4e86\u4ec0\u4e48\u4e8b\uff08\u60c5\u666f\u8bb0\u5fc6\uff09\uff0c\u8fd8\u80fd\u4ece&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,478],"tags":[230,243],"class_list":["post-51138","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-memory-system","tag-aikaiyuanxiangmu","tag-aizhishikuyukefu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/51138","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=51138"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/51138\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=51138"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=51138"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=51138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}