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.flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-mkNHsbiuHpp8U7gK rect.text{fill:none;stroke-width:0;}#mermaid-svg-mkNHsbiuHpp8U7gK .icon-shape,#mermaid-svg-mkNHsbiuHpp8U7gK .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-mkNHsbiuHpp8U7gK .icon-shape p,#mermaid-svg-mkNHsbiuHpp8U7gK .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-mkNHsbiuHpp8U7gK .icon-shape .label rect,#mermaid-svg-mkNHsbiuHpp8U7gK .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-mkNHsbiuHpp8U7gK .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-mkNHsbiuHpp8U7gK .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-mkNHsbiuHpp8U7gK :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u81ea\u7136\u8bed\u8a00\u8f93\u5165<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8bed\u8a00\u7406\u89e3<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u5212\u884c\u52a8\u5e8f\u5217<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u673a\u68b0\u81c2\u6267\u884c\u52a8\u4f5c<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u79ef\u6728\u4e16\u754c\u72b6\u6001<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u73af\u5883\u4e0e\u884c\u4e3a\u8bb0\u5fc6<\/p>\n<p><\/span><\/p>\n<p>\u5b83\u80fd\u591f\u5904\u7406\u6307\u4ee3\u6d88\u89e3\u548c\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u3002\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u6307\u4ee3\u6d88\u89e3&#xff1a;Find a block which is taller than the one you are holding and put it into the box.<\/li>\n<li>\u4e0a\u4e0b\u6587\u8bb0\u5fc6&#xff1a;\u5148\u8bf4 Grasp the pyramid.&#xff0c;\u518d\u95ee What does the box contain?<\/li>\n<li>\u884c\u4e3a\u5386\u53f2&#xff1a;\u95ee\u5b83 Why did you pick up the red block?&#xff0c;\u5b83\u53ef\u4ee5\u56de\u7b54 BECAUSE YOU ASKED ME TO.<\/li>\n<\/ul>\n<p>SHRDLU \u7684\u91cd\u8981\u6027\u4e0d\u5728\u4e8e\u5b83\u8d70\u51fa\u4e86\u79ef\u6728\u4e16\u754c&#xff0c;\u800c\u5728\u4e8e\u5b83\u7b2c\u4e00\u6b21\u628a\u591a\u4e2a\u72ec\u7acb AI \u6a21\u5757\u7ec4\u7ec7\u6210\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u201c\u611f\u77e5\u3001\u601d\u8003\u3001\u884c\u52a8\u201d\u95ed\u73af\u3002\u8fd9\u4e2a\u7ed3\u6784\u6210\u4e3a\u540e\u6765\u667a\u80fd\u4f53\u7814\u7a76\u7684\u91cd\u8981\u539f\u578b\u3002<\/p>\n<h4>2.4 \u7b26\u53f7\u4e3b\u4e49\u4e3a\u4ec0\u4e48\u96be\u4ee5\u8d70\u5411\u5f00\u653e\u4e16\u754c<\/h4>\n<p>\u4ece 20 \u4e16\u7eaa 80 \u5e74\u4ee3\u8d77&#xff0c;\u7b26\u53f7\u4e3b\u4e49 AI \u4ece\u5c01\u95ed\u7684\u5fae\u89c2\u4e16\u754c\u8d70\u5411\u73b0\u5b9e\u4e16\u754c\u65f6&#xff0c;\u9047\u5230\u4e24\u7c7b\u6839\u672c\u6027\u56f0\u96be\u3002<\/p>\n<p>\u77e5\u8bc6\u83b7\u53d6\u4e0e\u5e38\u8bc6\u95ee\u9898<\/p>\n<p>\u4e13\u5bb6\u7cfb\u7edf\u7684\u80fd\u529b\u5b8c\u5168\u4f9d\u8d56\u77e5\u8bc6\u5e93\u3002\u4f46\u4eba\u5de5\u6574\u7406\u4e13\u5bb6\u77e5\u8bc6\u6210\u672c\u6781\u9ad8\u3001\u96be\u4ee5\u89c4\u6a21\u5316&#xff0c;\u800c\u4e14\u5f88\u591a\u4e13\u5bb6\u77e5\u8bc6\u662f\u5185\u9690\u548c\u76f4\u89c9\u6027\u7684&#xff0c;\u5f88\u96be\u5199\u6210 IF-THEN \u89c4\u5219\u3002\u5373\u4f7f\u5efa\u7acb\u4e86\u5e9e\u5927\u77e5\u8bc6\u5e93&#xff0c;\u7cfb\u7edf\u5bf9\u201c\u6c34\u662f\u6e7f\u7684\u201d\u201c\u7ef3\u5b50\u53ef\u4ee5\u62c9\u4f46\u4e0d\u80fd\u63a8\u201d\u8fd9\u7c7b\u5e38\u8bc6\u4e5f\u4e00\u65e0\u6240\u77e5&#xff0c;\u9664\u975e\u89c4\u5219\u88ab\u663e\u5f0f\u5199\u8fdb\u53bb\u3002<\/p>\n<p>\u6846\u67b6\u95ee\u9898\u4e0e\u7cfb\u7edf\u8106\u5f31\u6027<\/p>\n<p>\u5728\u52a8\u6001\u4e16\u754c\u4e2d&#xff0c;\u667a\u80fd\u4f53\u6267\u884c\u4e00\u4e2a\u52a8\u4f5c\u540e&#xff0c;\u5982\u4f55\u5224\u65ad\u54ea\u4e9b\u4e8b\u7269\u6ca1\u6709\u53d8\u5316&#xff0c;\u8fd9\u662f\u4e00\u4e2a\u903b\u8f91\u96be\u9898\u3002\u66f4\u68d8\u624b\u7684\u662f\u8106\u5f31\u6027&#xff1a;\u7b26\u53f7\u7cfb\u7edf\u53ea\u8ba4\u8bc6\u9884\u8bbe\u89c4\u5219&#xff0c;\u9047\u5230\u89c4\u5219\u4e4b\u5916\u7684\u5c0f\u53d8\u5316\u5c31\u53ef\u80fd\u5b8c\u5168\u5931\u7075\u3002<\/p>\n<p>SHRDLU \u4e4b\u6240\u4ee5\u6210\u529f&#xff0c;\u6070\u6070\u662f\u56e0\u4e3a\u5b83\u8fd0\u884c\u5728\u4e00\u4e2a\u89c4\u5219\u5b8c\u5907\u7684\u5c01\u95ed\u4e16\u754c\u3002\u771f\u5b9e\u4e16\u754c\u5219\u5145\u6ee1\u4f8b\u5916\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u52a8\u624b\u89c2\u5bdf&#xff1a;\u7528\u89c4\u5219\u5b9e\u73b0\u4e00\u4e2a ELIZA \u804a\u5929\u673a\u5668\u4eba<\/h3>\n<p>\u4e3a\u4e86\u66f4\u76f4\u89c2\u5730\u7406\u89e3\u89c4\u5219\u9a71\u52a8\u7cfb\u7edf\u7684\u80fd\u529b\u548c\u5c40\u9650&#xff0c;\u6211\u4eec\u53ef\u4ee5\u590d\u73b0\u5386\u53f2\u4e0a\u5f88\u6709\u5f71\u54cd\u529b\u7684\u65e9\u671f\u804a\u5929\u673a\u5668\u4eba ELIZA\u3002<\/p>\n<h4>3.1 ELIZA \u7684\u8bbe\u8ba1\u601d\u60f3<\/h4>\n<p>ELIZA \u7531\u7ea6\u745f\u592b\u00b7\u9b4f\u6cfd\u9c8d\u59c6\u4e8e 1966 \u5e74\u53d1\u5e03\u3002\u5b83\u5e76\u4e0d\u771f\u6b63\u7406\u89e3\u5185\u5bb9&#xff0c;\u800c\u662f\u8bc6\u522b\u5173\u952e\u8bcd&#xff0c;\u518d\u7528\u9884\u8bbe\u8f6c\u6362\u89c4\u5219\u628a\u7528\u6237\u7684\u8bdd\u6539\u5199\u6210\u5f00\u653e\u5f0f\u63d0\u95ee\u3002\u6700\u6709\u540d\u7684\u811a\u672c DOCTOR \u6a21\u4eff\u4e86\u4e00\u4f4d\u975e\u6307\u5bfc\u6027\u5fc3\u7406\u6cbb\u7597\u5e08\u3002<\/p>\n<p>\u4f8b\u5982&#xff0c;\u7528\u6237\u8bf4\u201c\u6211\u4e3a\u6211\u7684\u7537\u670b\u53cb\u611f\u5230\u96be\u8fc7\u201d&#xff0c;ELIZA \u53ef\u80fd\u8bc6\u522b\u5230\u201c\u6211\u4e3a\u2026\u2026\u611f\u5230\u96be\u8fc7\u201d&#xff0c;\u5e76\u56de\u5e94&#xff1a;\u201c\u4f60\u4e3a\u4ec0\u4e48\u4f1a\u4e3a\u4f60\u7684\u7537\u670b\u53cb\u611f\u5230\u96be\u8fc7&#xff1f;\u201d<\/p>\n<p>\u8fd9\u4e2a\u8bbe\u8ba1\u60f3\u8bc1\u660e\u7684\u5e76\u4e0d\u662f\u673a\u5668\u80fd\u591f\u7406\u89e3\u4eba\u7c7b&#xff0c;\u800c\u662f\u7b80\u5355\u7684\u53e5\u5f0f\u8f6c\u6362\u5c31\u53ef\u4ee5\u5236\u9020\u4e00\u79cd\u201c\u667a\u80fd\u201d\u548c\u201c\u5171\u60c5\u201d\u7684\u5047\u8c61\u3002<\/p>\n<h4>3.2 \u6a21\u5f0f\u5339\u914d\u4e0e\u6587\u672c\u66ff\u6362<\/h4>\n<p>ELIZA \u7684\u5de5\u4f5c\u6d41\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\u5173\u952e\u8bcd\u8bc6\u522b\u3001\u5206\u89e3\u3001\u91cd\u7ec4\u3001\u4ee3\u8bcd\u8f6c\u6362\u56db\u6b65\u3002<\/p>\n<p>\u4e0b\u9762\u4fdd\u7559\u539f\u6587\u6863\u4e2d\u7684\u4f2a\u4ee3\u7801\u601d\u8def&#xff1a;<\/p>\n<p>FUNCTION generate_response(user_input):<br \/>\n    \/\/ 1. \u5c06\u7528\u6237\u8f93\u5165\u62c6\u5206\u6210\u5355\u8bcd<br \/>\n    words &#061; SPLIT(user_input)<\/p>\n<p>    \/\/ 2. \u5bfb\u627e\u4f18\u5148\u7ea7\u6700\u9ad8\u7684\u5173\u952e\u8bcd\u89c4\u5219<br \/>\n    best_rule &#061; FIND_BEST_RULE(words)<br \/>\n    IF best_rule is NULL:<br \/>\n        RETURN a_generic_response() \/\/ \u4f8b\u5982:&#034;Please go on.&#034;<\/p>\n<p>    \/\/ 3. \u4f7f\u7528\u89c4\u5219\u5206\u89e3\u7528\u6237\u8f93\u5165<br \/>\n    decomposed_parts &#061; DECOMPOSE(user_input, best_rule.decomposition_pattern)<br \/>\n    IF decomposition_failed:<br \/>\n        RETURN a_generic_response()<\/p>\n<p>    \/\/ 4. \u5bf9\u5206\u89e3\u51fa\u7684\u90e8\u5206\u8fdb\u884c\u4ee3\u8bcd\u8f6c\u6362<br \/>\n    transformed_parts &#061; TRANSFORM_PRONOUNS(decomposed_parts)<\/p>\n<p>    \/\/ 5. \u4f7f\u7528\u91cd\u7ec4\u89c4\u5219\u751f\u6210\u56de\u5e94<br \/>\n    response &#061; REASSEMBLE(transformed_parts, best_rule.reassembly_patterns)<\/p>\n<p>    RETURN response<\/p>\n<p>\u901a\u8fc7\u8fd9\u5957\u673a\u5236&#xff0c;\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u95ee\u9898\u88ab\u7b80\u5316\u6210\u4e00\u4e2a\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u5f0f\u5339\u914d\u6e38\u620f\u3002<\/p>\n<h4>3.3 \u6838\u5fc3\u903b\u8f91\u5b9e\u73b0<\/h4>\n<p>\u4e0b\u9762\u662f\u8ff7\u4f60\u7248 ELIZA&#xff0c;\u5b83\u53ea\u5305\u542b\u4e00\u5c0f\u90e8\u5206\u89c4\u5219&#xff0c;\u4f46\u8db3\u4ee5\u5c55\u793a\u6838\u5fc3\u5de5\u4f5c\u673a\u5236\u3002<\/p>\n<p>import re<br \/>\nimport random<\/p>\n<p># \u5b9a\u4e49\u89c4\u5219\u5e93:\u6a21\u5f0f(\u6b63\u5219\u8868\u8fbe\u5f0f) -&gt; \u54cd\u5e94\u6a21\u677f\u5217\u8868<br \/>\nrules &#061; {<br \/>\n    r&#039;I need (.*)&#039;: [<br \/>\n        &#034;Why do you need {0}?&#034;,<br \/>\n        &#034;Would it really help you to get {0}?&#034;,<br \/>\n        &#034;Are you sure you need {0}?&#034;<br \/>\n    ],<br \/>\n    r&#039;Why don\\\\&#039;t you (.*)\\\\?&#039;: [<br \/>\n        &#034;Do you really think I don&#039;t {0}?&#034;,<br \/>\n        &#034;Perhaps eventually I will {0}.&#034;,<br \/>\n        &#034;Do you really want me to {0}?&#034;<br \/>\n    ],<br \/>\n    r&#039;Why can\\\\&#039;t I (.*)\\\\?&#039;: [<br \/>\n        &#034;Do you think you should be able to {0}?&#034;,<br \/>\n        &#034;If you could {0}, what would you do?&#034;,<br \/>\n        &#034;I don&#039;t know &#8212; why can&#039;t you {0}?&#034;<br \/>\n    ],<br \/>\n    r&#039;I am (.*)&#039;: [<br \/>\n        &#034;Did you come to me because you are {0}?&#034;,<br \/>\n        &#034;How long have you been {0}?&#034;,<br \/>\n        &#034;How do you feel about being {0}?&#034;<br \/>\n    ],<br \/>\n    r&#039;.* mother .*&#039;: [<br \/>\n        &#034;Tell me more about your mother.&#034;,<br \/>\n        &#034;What was your relationship with your mother like?&#034;,<br \/>\n        &#034;How do you feel about your mother?&#034;<br \/>\n    ],<br \/>\n    r&#039;.* father .*&#039;: [<br \/>\n        &#034;Tell me more about your father.&#034;,<br \/>\n        &#034;How did your father make you feel?&#034;,<br \/>\n        &#034;What has your father taught you?&#034;<br \/>\n    ],<br \/>\n    r&#039;.*&#039;: [<br \/>\n        &#034;Please tell me more.&#034;,<br \/>\n        &#034;Let&#039;s change focus a bit&#8230; Tell me about your family.&#034;,<br \/>\n        &#034;Can you elaborate on that?&#034;<br \/>\n    ]<br \/>\n}<\/p>\n<p># \u5b9a\u4e49\u4ee3\u8bcd\u8f6c\u6362\u89c4\u5219<br \/>\npronoun_swap &#061; {<br \/>\n    &#034;i&#034;: &#034;you&#034;, &#034;you&#034;: &#034;i&#034;, &#034;me&#034;: &#034;you&#034;, &#034;my&#034;: &#034;your&#034;,<br \/>\n    &#034;am&#034;: &#034;are&#034;, &#034;are&#034;: &#034;am&#034;, &#034;was&#034;: &#034;were&#034;, &#034;i&#039;d&#034;: &#034;you would&#034;,<br \/>\n    &#034;i&#039;ve&#034;: &#034;you have&#034;, &#034;i&#039;ll&#034;: &#034;you will&#034;, &#034;yours&#034;: &#034;mine&#034;,<br \/>\n    &#034;mine&#034;: &#034;yours&#034;<br \/>\n}<\/p>\n<p>def swap_pronouns(phrase):<br \/>\n    &#034;&#034;&#034;<br \/>\n    \u5bf9\u8f93\u5165\u77ed\u8bed\u4e2d\u7684\u4ee3\u8bcd\u8fdb\u884c\u7b2c\u4e00\/\u7b2c\u4e8c\u4eba\u79f0\u8f6c\u6362<br \/>\n    &#034;&#034;&#034;<br \/>\n    words &#061; phrase.lower().split()<br \/>\n    swapped_words &#061; [pronoun_swap.get(word, word) for word in words]<br \/>\n    return &#034; &#034;.join(swapped_words)<\/p>\n<p>def respond(user_input):<br \/>\n    &#034;&#034;&#034;<br \/>\n    \u6839\u636e\u89c4\u5219\u5e93\u751f\u6210\u54cd\u5e94<br \/>\n    &#034;&#034;&#034;<br \/>\n    for pattern, responses in rules.items():<br \/>\n        match &#061; re.search(pattern, user_input, re.IGNORECASE)<br \/>\n        if match:<br \/>\n            # \u6355\u83b7\u5339\u914d\u5230\u7684\u90e8\u5206<br \/>\n            captured_group &#061; match.group(1) if match.groups() else &#039;&#039;<br \/>\n            # \u8fdb\u884c\u4ee3\u8bcd\u8f6c\u6362<br \/>\n            swapped_group &#061; swap_pronouns(captured_group)<br \/>\n            # \u4ece\u6a21\u677f\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u5e76\u683c\u5f0f\u5316<br \/>\n            response &#061; random.choice(responses).format(swapped_group)<br \/>\n            return response<br \/>\n    # \u5982\u679c\u6ca1\u6709\u5339\u914d\u4efb\u4f55\u7279\u5b9a\u89c4\u5219&#xff0c;\u4f7f\u7528\u6700\u540e\u7684\u901a\u914d\u7b26\u89c4\u5219<br \/>\n    return random.choice(rules[r&#039;.*&#039;])<\/p>\n<p># \u4e3b\u804a\u5929\u5faa\u73af<br \/>\nif __name__ &#061;&#061; &#039;__main__&#039;:<br \/>\n    print(&#034;Therapist: Hello! How can I help you today?&#034;)<br \/>\n    while True:<br \/>\n        user_input &#061; input(&#034;You: &#034;)<br \/>\n        if user_input.lower() in [&#034;quit&#034;, &#034;exit&#034;, &#034;bye&#034;]:<br \/>\n            print(&#034;Therapist: Goodbye. It was nice talking to you.&#034;)<br \/>\n            break<br \/>\n        response &#061; respond(user_input)<br \/>\n        print(f&#034;Therapist: {response}&#034;)<\/p>\n<p>&gt;&gt;&gt;<br \/>\nTherapist: Hello! How can I help you today?<br \/>\nYou: I am feeling sad today.<br \/>\nTherapist: How long have you been feeling sad today?<br \/>\nYou: I need some help with my project.<br \/>\nTherapist: Are you sure you need some help with your project?<br \/>\nYou: My mother is not happy with my work.<br \/>\nTherapist: Tell me more about your mother.<br \/>\nYou: quit<br \/>\nTherapist: Goodbye. It was nice talking to you.<\/p>\n<h4>3.4 \u4ece ELIZA \u770b\u5230\u89c4\u5219\u9a71\u52a8\u7cfb\u7edf\u7684\u8fb9\u754c<\/h4>\n<p>\u8fd9\u4e2a\u5b9e\u73b0\u628a\u7b26\u53f7\u4e3b\u4e49\u7684\u4f18\u52bf\u4e0e\u5c40\u9650\u90fd\u66b4\u9732\u5f97\u5f88\u6e05\u695a\u3002<\/p>\n<ul>\n<li>\u7f3a\u4e4f\u8bed\u4e49\u7406\u89e3&#xff1a;\u9762\u5bf9 I am not happy&#xff0c;\u7cfb\u7edf\u4ecd\u53ef\u80fd\u673a\u68b0\u5339\u914d I am (.*) \u5e76\u7ed9\u51fa\u8bed\u4e49\u4e0d\u901a\u7684\u56de\u5e94&#xff0c;\u56e0\u4e3a\u5b83\u4e0d\u7406\u89e3\u5426\u5b9a\u8bcd\u7684\u4f5c\u7528\u3002<\/li>\n<li>\u65e0\u4e0a\u4e0b\u6587\u8bb0\u5fc6&#xff1a;\u6bcf\u6b21\u56de\u5e94\u53ea\u57fa\u4e8e\u5f53\u524d\u5355\u53e5\u8f93\u5165&#xff0c;\u7cfb\u7edf\u662f\u65e0\u72b6\u6001\u7684\u3002<\/li>\n<li>\u89c4\u5219\u6269\u5c55\u56f0\u96be&#xff1a;\u89c4\u5219\u6570\u91cf\u589e\u52a0\u540e&#xff0c;\u51b2\u7a81\u3001\u4f18\u5148\u7ea7\u548c\u7ef4\u62a4\u6210\u672c\u4f1a\u8fc5\u901f\u4e0a\u5347\u3002<\/li>\n<\/ul>\n<p>\u4e0d\u8fc7&#xff0c;\u5f53\u65f6\u8bb8\u591a\u7528\u6237\u4ecd\u7136\u76f8\u4fe1 ELIZA \u80fd\u7406\u89e3\u81ea\u5df1&#xff0c;\u8fd9\u5c31\u662f ELIZA \u6548\u5e94\u3002\u5b83\u8bf4\u660e\u201c\u770b\u4f3c\u667a\u80fd\u201d\u5e76\u4e0d\u7b49\u4e8e\u201c\u771f\u6b63\u7406\u89e3\u201d\u3002<\/p>\n<p>#mermaid-svg-Low4FkAswHcePKzE{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-Low4FkAswHcePKzE .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-Low4FkAswHcePKzE .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-Low4FkAswHcePKzE .error-icon{fill:#552222;}#mermaid-svg-Low4FkAswHcePKzE .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-Low4FkAswHcePKzE .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-Low4FkAswHcePKzE .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-Low4FkAswHcePKzE .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-Low4FkAswHcePKzE .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-Low4FkAswHcePKzE .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-Low4FkAswHcePKzE .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-Low4FkAswHcePKzE .marker{fill:#333333;stroke:#333333;}#mermaid-svg-Low4FkAswHcePKzE .marker.cross{stroke:#333333;}#mermaid-svg-Low4FkAswHcePKzE svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-Low4FkAswHcePKzE p{margin:0;}#mermaid-svg-Low4FkAswHcePKzE .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-Low4FkAswHcePKzE .cluster-label text{fill:#333;}#mermaid-svg-Low4FkAswHcePKzE .cluster-label span{color:#333;}#mermaid-svg-Low4FkAswHcePKzE .cluster-label span p{background-color:transparent;}#mermaid-svg-Low4FkAswHcePKzE .label text,#mermaid-svg-Low4FkAswHcePKzE span{fill:#333;color:#333;}#mermaid-svg-Low4FkAswHcePKzE .node rect,#mermaid-svg-Low4FkAswHcePKzE .node circle,#mermaid-svg-Low4FkAswHcePKzE .node ellipse,#mermaid-svg-Low4FkAswHcePKzE .node polygon,#mermaid-svg-Low4FkAswHcePKzE .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-Low4FkAswHcePKzE .rough-node .label text,#mermaid-svg-Low4FkAswHcePKzE .node .label text,#mermaid-svg-Low4FkAswHcePKzE .image-shape .label,#mermaid-svg-Low4FkAswHcePKzE .icon-shape .label{text-anchor:middle;}#mermaid-svg-Low4FkAswHcePKzE .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-Low4FkAswHcePKzE .rough-node .label,#mermaid-svg-Low4FkAswHcePKzE .node .label,#mermaid-svg-Low4FkAswHcePKzE .image-shape .label,#mermaid-svg-Low4FkAswHcePKzE .icon-shape .label{text-align:center;}#mermaid-svg-Low4FkAswHcePKzE .node.clickable{cursor:pointer;}#mermaid-svg-Low4FkAswHcePKzE .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-Low4FkAswHcePKzE .arrowheadPath{fill:#333333;}#mermaid-svg-Low4FkAswHcePKzE .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-Low4FkAswHcePKzE .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-Low4FkAswHcePKzE .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Low4FkAswHcePKzE .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-Low4FkAswHcePKzE .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Low4FkAswHcePKzE .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-Low4FkAswHcePKzE .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-Low4FkAswHcePKzE .cluster text{fill:#333;}#mermaid-svg-Low4FkAswHcePKzE .cluster span{color:#333;}#mermaid-svg-Low4FkAswHcePKzE div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-Low4FkAswHcePKzE .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-Low4FkAswHcePKzE rect.text{fill:none;stroke-width:0;}#mermaid-svg-Low4FkAswHcePKzE .icon-shape,#mermaid-svg-Low4FkAswHcePKzE .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-Low4FkAswHcePKzE .icon-shape p,#mermaid-svg-Low4FkAswHcePKzE .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-Low4FkAswHcePKzE .icon-shape .label rect,#mermaid-svg-Low4FkAswHcePKzE .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-Low4FkAswHcePKzE .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-Low4FkAswHcePKzE .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-Low4FkAswHcePKzE :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u8f93\u5165<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5173\u952e\u8bcd\u4e0e\u6a21\u5f0f\u5339\u914d<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u4ee3\u8bcd\u8f6c\u6362<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u91cd\u7ec4\u6a21\u677f<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u770b\u4f3c\u8fde\u8d2f\u7684\u56de\u5e94<\/p>\n<p><\/span><\/p>\n<hr \/>\n<h3>\u56db\u3001\u5fc3\u667a\u793e\u4f1a&#xff1a;\u4ece\u5355\u4e00\u5927\u8111\u5230\u53bb\u4e2d\u5fc3\u5316\u534f\u4f5c<\/h3>\n<p>\u7b26\u53f7\u4e3b\u4e49\u901a\u8fc7\u9884\u8bbe\u89c4\u5219\u6784\u5efa\u4e86\u4e00\u4e2a\u96c6\u4e2d\u5f0f\u63a8\u7406\u5f15\u64ce&#xff0c;\u4f46\u9762\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u6a21\u7cca\u548c\u65e0\u7a77\u53d8\u5316\u65f6&#xff0c;\u5b83\u59cb\u7ec8\u663e\u5f97\u8106\u5f31\u3002\u9a6c\u6587\u00b7\u660e\u65af\u57fa\u5728\u300a\u5fc3\u667a\u793e\u4f1a\u300b\u4e2d\u63d0\u51fa\u4e86\u53e6\u4e00\u79cd\u601d\u8def&#xff1a;\u667a\u80fd\u4e0d\u662f\u6765\u81ea\u67d0\u4e2a\u5b8c\u7f8e\u539f\u5219&#xff0c;\u800c\u662f\u6765\u81ea\u5927\u91cf\u7b80\u5355\u3001\u4e13\u95e8\u5316\u5fc3\u667a\u8fc7\u7a0b\u4e4b\u95f4\u7684\u534f\u4f5c\u3002<\/p>\n<h4>4.1 \u628a\u5fc3\u667a\u770b\u4f5c\u4e00\u4e2a\u793e\u4f1a<\/h4>\n<p>\u5728\u660e\u65af\u57fa\u7684\u6846\u67b6\u91cc&#xff0c;\u667a\u80fd\u4f53\u4e0d\u662f\u4eca\u5929\u5e38\u89c1\u7684 LLM \u667a\u80fd\u4f53&#xff0c;\u800c\u662f\u4e00\u4e2a\u6781\u5176\u7b80\u5355\u3001\u4e13\u95e8\u5316\u3001\u81ea\u8eab\u201c\u65e0\u5fc3\u201d\u7684\u8fc7\u7a0b\u3002\u4f8b\u5982 LINE-FINDER \u8d1f\u8d23\u8bc6\u522b\u7ebf\u6761&#xff0c;GRASP \u8d1f\u8d23\u6293\u63e1\u3002<\/p>\n<p>\u8fd9\u4e9b\u7b80\u5355\u667a\u80fd\u4f53\u7ec4\u6210\u673a\u6784&#xff0c;\u673a\u6784\u518d\u901a\u8fc7\u53bb\u4e2d\u5fc3\u5316\u7684\u6fc0\u6d3b\u548c\u6291\u5236\u4fe1\u53f7\u76f8\u4e92\u5f71\u54cd\u3002\u590d\u6742\u884c\u4e3a\u4e0d\u662f\u7531\u67d0\u4e2a\u9ad8\u7ea7\u667a\u80fd\u4f53\u9884\u5148\u89c4\u5212\u7684&#xff0c;\u800c\u662f\u4ece\u5c40\u90e8\u4ea4\u4e92\u4e2d\u6d8c\u73b0\u51fa\u6765\u7684\u3002<\/p>\n<p>#mermaid-svg-NOugM70Pnr44uRN5{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-NOugM70Pnr44uRN5 .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-NOugM70Pnr44uRN5 .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-NOugM70Pnr44uRN5 .error-icon{fill:#552222;}#mermaid-svg-NOugM70Pnr44uRN5 .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-NOugM70Pnr44uRN5 .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-NOugM70Pnr44uRN5 .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-NOugM70Pnr44uRN5 .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-NOugM70Pnr44uRN5 .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-NOugM70Pnr44uRN5 .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-NOugM70Pnr44uRN5 .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-NOugM70Pnr44uRN5 .marker{fill:#333333;stroke:#333333;}#mermaid-svg-NOugM70Pnr44uRN5 .marker.cross{stroke:#333333;}#mermaid-svg-NOugM70Pnr44uRN5 svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-NOugM70Pnr44uRN5 p{margin:0;}#mermaid-svg-NOugM70Pnr44uRN5 .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-NOugM70Pnr44uRN5 .cluster-label text{fill:#333;}#mermaid-svg-NOugM70Pnr44uRN5 .cluster-label span{color:#333;}#mermaid-svg-NOugM70Pnr44uRN5 .cluster-label span p{background-color:transparent;}#mermaid-svg-NOugM70Pnr44uRN5 .label text,#mermaid-svg-NOugM70Pnr44uRN5 span{fill:#333;color:#333;}#mermaid-svg-NOugM70Pnr44uRN5 .node rect,#mermaid-svg-NOugM70Pnr44uRN5 .node circle,#mermaid-svg-NOugM70Pnr44uRN5 .node ellipse,#mermaid-svg-NOugM70Pnr44uRN5 .node polygon,#mermaid-svg-NOugM70Pnr44uRN5 .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-NOugM70Pnr44uRN5 .rough-node .label text,#mermaid-svg-NOugM70Pnr44uRN5 .node .label text,#mermaid-svg-NOugM70Pnr44uRN5 .image-shape .label,#mermaid-svg-NOugM70Pnr44uRN5 .icon-shape .label{text-anchor:middle;}#mermaid-svg-NOugM70Pnr44uRN5 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-NOugM70Pnr44uRN5 .rough-node .label,#mermaid-svg-NOugM70Pnr44uRN5 .node .label,#mermaid-svg-NOugM70Pnr44uRN5 .image-shape .label,#mermaid-svg-NOugM70Pnr44uRN5 .icon-shape .label{text-align:center;}#mermaid-svg-NOugM70Pnr44uRN5 .node.clickable{cursor:pointer;}#mermaid-svg-NOugM70Pnr44uRN5 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-NOugM70Pnr44uRN5 .arrowheadPath{fill:#333333;}#mermaid-svg-NOugM70Pnr44uRN5 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-NOugM70Pnr44uRN5 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-NOugM70Pnr44uRN5 .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-NOugM70Pnr44uRN5 .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-NOugM70Pnr44uRN5 .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-NOugM70Pnr44uRN5 .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-NOugM70Pnr44uRN5 .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-NOugM70Pnr44uRN5 .cluster text{fill:#333;}#mermaid-svg-NOugM70Pnr44uRN5 .cluster span{color:#333;}#mermaid-svg-NOugM70Pnr44uRN5 div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-NOugM70Pnr44uRN5 .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-NOugM70Pnr44uRN5 rect.text{fill:none;stroke-width:0;}#mermaid-svg-NOugM70Pnr44uRN5 .icon-shape,#mermaid-svg-NOugM70Pnr44uRN5 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-NOugM70Pnr44uRN5 .icon-shape p,#mermaid-svg-NOugM70Pnr44uRN5 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-NOugM70Pnr44uRN5 .icon-shape .label rect,#mermaid-svg-NOugM70Pnr44uRN5 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-NOugM70Pnr44uRN5 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-NOugM70Pnr44uRN5 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-NOugM70Pnr44uRN5 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>BUILD-TOWER<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>BUILDER<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>ADD-BLOCK<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>FIND-BLOCK<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>GET-BLOCK<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>PUT-ON-TOP<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>SEE-SHAPE<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>REACH<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>GRASP<\/p>\n<p><\/span><\/p>\n<p>\u4ee5\u201c\u642d\u5efa\u79ef\u6728\u5854\u201d\u4e3a\u4f8b&#xff1a;BUILD-TOWER \u53ea\u8d1f\u8d23\u6fc0\u6d3b\u4e0b\u5c5e\u673a\u6784&#xff0c;BUILDER \u53ea\u8d1f\u8d23\u5faa\u73af&#xff0c;ADD-BLOCK \u534f\u8c03\u5bfb\u627e\u3001\u6293\u53d6\u548c\u653e\u7f6e\u79ef\u6728\u3002\u6ca1\u6709\u4efb\u4f55\u4e00\u4e2a\u7ec4\u4ef6\u638c\u63e1\u5b8c\u6574\u8ba1\u5212&#xff0c;\u4f46\u534f\u4f5c\u7ed3\u679c\u770b\u8d77\u6765\u50cf\u4e00\u4e2a\u5b8c\u6574\u667a\u80fd\u884c\u4e3a\u3002<\/p>\n<h4>4.2 \u5bf9\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u542f\u53d1<\/h4>\n<p>\u5fc3\u667a\u793e\u4f1a\u7406\u8bba\u4e3a\u5206\u5e03\u5f0f\u4eba\u5de5\u667a\u80fd\u548c\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u63d0\u4f9b\u4e86\u91cd\u8981\u6982\u5ff5\u57fa\u7840\u3002<\/p>\n<ul>\n<li>\u53bb\u4e2d\u5fc3\u5316\u63a7\u5236&#xff1a;\u4e0d\u5b58\u5728\u4e2d\u592e\u63a7\u5236\u5668&#xff0c;\u534f\u8c03\u673a\u5236\u548c\u4efb\u52a1\u5206\u914d\u9700\u8981\u4f9d\u9760\u5c40\u90e8\u4ea4\u4e92\u5b8c\u6210\u3002<\/li>\n<li>\u6d8c\u73b0\u5f0f\u8ba1\u7b97&#xff1a;\u590d\u6742\u95ee\u9898\u7684\u89e3\u53ef\u4ee5\u4ece\u7b80\u5355\u5c40\u90e8\u89c4\u5219\u4e2d\u81ea\u53d1\u4ea7\u751f&#xff0c;\u4f8b\u5982\u8681\u7fa4\u7b97\u6cd5\u548c\u7c92\u5b50\u7fa4\u4f18\u5316\u3002<\/li>\n<li>\u667a\u80fd\u4f53\u7684\u793e\u4f1a\u6027&#xff1a;\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u88ab\u6269\u5c55\u4e3a\u901a\u4fe1\u8bed\u8a00\u3001\u4ea4\u4e92\u534f\u8bae\u3001\u534f\u5546\u7b56\u7565\u548c\u7ec4\u7ec7\u7ed3\u6784\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u6807\u5fd7\u7740\u7814\u7a76\u7126\u70b9\u4ece\u201c\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u5168\u80fd\u7684\u5355\u4e00\u667a\u80fd\u4f53\u201d\u8f6c\u5411\u201c\u5982\u4f55\u8bbe\u8ba1\u4e00\u4e2a\u9ad8\u6548\u534f\u4f5c\u7684\u667a\u80fd\u4f53\u7fa4\u4f53\u201d\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u5b66\u4e60\u8303\u5f0f\u7684\u6f14\u8fdb\u4e0e\u73b0\u4ee3\u667a\u80fd\u4f53<\/h3>\n<p>\u5982\u679c\u667a\u80fd\u65e0\u6cd5\u88ab\u5b8c\u5168\u8bbe\u8ba1\u51fa\u6765&#xff0c;\u90a3\u5b83\u662f\u5426\u53ef\u4ee5\u5b66\u4e60\u51fa\u6765&#xff1f;\u8fd9\u4e2a\u95ee\u9898\u5f00\u542f\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u5b66\u4e60\u65f6\u4ee3\u3002<\/p>\n<h4>5.1 \u4ece\u7b26\u53f7\u5230\u8054\u7ed3&#xff1a;\u77e5\u8bc6\u4e0d\u518d\u88ab\u624b\u5de5\u5199\u5165<\/h4>\n<p>\u8054\u7ed3\u4e3b\u4e49\u4e0e\u7b26\u53f7\u4e3b\u4e49\u8d70\u4e86\u76f8\u53cd\u7684\u65b9\u5411\u3002\u5b83\u4e0d\u628a\u77e5\u8bc6\u5199\u8fdb\u89c4\u5219\u5e93&#xff0c;\u800c\u662f\u7528\u8fde\u63a5\u6743\u91cd\u5206\u5e03\u5f0f\u5730\u4fdd\u5b58\u5728\u5927\u91cf\u7b80\u5355\u4eba\u5de5\u795e\u7ecf\u5143\u4e4b\u95f4\u3002\u7cfb\u7edf\u7684\u667a\u80fd\u6765\u81ea\u5b66\u4e60\u8fc7\u7a0b&#xff0c;\u901a\u8fc7\u63a5\u89e6\u6837\u672c\u548c\u53cd\u5411\u4f20\u64ad\u4e0d\u65ad\u8c03\u6574\u6743\u91cd\u3002<\/p>\n<p>#mermaid-svg-ClnWffHW25PT4kII{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-ClnWffHW25PT4kII .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-ClnWffHW25PT4kII .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-ClnWffHW25PT4kII .error-icon{fill:#552222;}#mermaid-svg-ClnWffHW25PT4kII .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-ClnWffHW25PT4kII .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-ClnWffHW25PT4kII .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-ClnWffHW25PT4kII .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-ClnWffHW25PT4kII .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-ClnWffHW25PT4kII .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-ClnWffHW25PT4kII .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-ClnWffHW25PT4kII .marker{fill:#333333;stroke:#333333;}#mermaid-svg-ClnWffHW25PT4kII .marker.cross{stroke:#333333;}#mermaid-svg-ClnWffHW25PT4kII svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-ClnWffHW25PT4kII p{margin:0;}#mermaid-svg-ClnWffHW25PT4kII .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-ClnWffHW25PT4kII .cluster-label text{fill:#333;}#mermaid-svg-ClnWffHW25PT4kII .cluster-label span{color:#333;}#mermaid-svg-ClnWffHW25PT4kII .cluster-label span p{background-color:transparent;}#mermaid-svg-ClnWffHW25PT4kII .label text,#mermaid-svg-ClnWffHW25PT4kII span{fill:#333;color:#333;}#mermaid-svg-ClnWffHW25PT4kII .node rect,#mermaid-svg-ClnWffHW25PT4kII .node circle,#mermaid-svg-ClnWffHW25PT4kII .node ellipse,#mermaid-svg-ClnWffHW25PT4kII .node polygon,#mermaid-svg-ClnWffHW25PT4kII .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-ClnWffHW25PT4kII .rough-node .label text,#mermaid-svg-ClnWffHW25PT4kII .node .label text,#mermaid-svg-ClnWffHW25PT4kII .image-shape .label,#mermaid-svg-ClnWffHW25PT4kII .icon-shape .label{text-anchor:middle;}#mermaid-svg-ClnWffHW25PT4kII .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-ClnWffHW25PT4kII .rough-node .label,#mermaid-svg-ClnWffHW25PT4kII .node .label,#mermaid-svg-ClnWffHW25PT4kII .image-shape .label,#mermaid-svg-ClnWffHW25PT4kII .icon-shape .label{text-align:center;}#mermaid-svg-ClnWffHW25PT4kII .node.clickable{cursor:pointer;}#mermaid-svg-ClnWffHW25PT4kII .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-ClnWffHW25PT4kII .arrowheadPath{fill:#333333;}#mermaid-svg-ClnWffHW25PT4kII .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-ClnWffHW25PT4kII .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-ClnWffHW25PT4kII .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-ClnWffHW25PT4kII .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-ClnWffHW25PT4kII .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-ClnWffHW25PT4kII .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-ClnWffHW25PT4kII .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-ClnWffHW25PT4kII .cluster text{fill:#333;}#mermaid-svg-ClnWffHW25PT4kII .cluster span{color:#333;}#mermaid-svg-ClnWffHW25PT4kII div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-ClnWffHW25PT4kII .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-ClnWffHW25PT4kII rect.text{fill:none;stroke-width:0;}#mermaid-svg-ClnWffHW25PT4kII .icon-shape,#mermaid-svg-ClnWffHW25PT4kII .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-ClnWffHW25PT4kII .icon-shape p,#mermaid-svg-ClnWffHW25PT4kII .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-ClnWffHW25PT4kII .icon-shape .label rect,#mermaid-svg-ClnWffHW25PT4kII .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-ClnWffHW25PT4kII .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-ClnWffHW25PT4kII .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-ClnWffHW25PT4kII :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/p>\n<p>\u624b\u5de5\u7f16\u7801\u77e5\u8bc6<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u4ece\u6570\u636e\u4e2d\u5b66\u4e60<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u7b26\u53f7\u4e3b\u4e49\u663e\u5f0f\u89c4\u5219 &#043; \u77e5\u8bc6\u5e93<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u667a\u80fd<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8054\u7ed3\u4e3b\u4e49\u8fde\u63a5\u6743\u91cd &#043; \u5206\u5e03\u5f0f\u8868\u793a<\/p>\n<p><\/span><\/p>\n<p>\u8054\u7ed3\u4e3b\u4e49\u4e3a\u667a\u80fd\u4f53\u8d4b\u4e88\u4e86\u5f3a\u5927\u7684\u611f\u77e5\u548c\u6a21\u5f0f\u8bc6\u522b\u80fd\u529b&#xff0c;\u8ba9\u673a\u5668\u53ef\u4ee5\u76f4\u63a5\u4ece\u56fe\u50cf\u3001\u58f0\u97f3\u548c\u6587\u672c\u7b49\u539f\u59cb\u6570\u636e\u4e2d\u7406\u89e3\u4e16\u754c\u3002\u4f46\u201c\u770b\u5230\u4e16\u754c\u201d\u4e4b\u540e&#xff0c;\u667a\u80fd\u4f53\u8fd8\u9700\u8981\u5b66\u4f1a\u201c\u5728\u52a8\u6001\u73af\u5883\u4e2d\u505a\u5e8f\u8d2f\u51b3\u7b56\u201d\u3002<\/p>\n<h4>5.2 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infinite;stroke-linecap:round;}#mermaid-svg-DlGqhuRHD4llmvHp .error-icon{fill:#552222;}#mermaid-svg-DlGqhuRHD4llmvHp .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-DlGqhuRHD4llmvHp .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-DlGqhuRHD4llmvHp .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-DlGqhuRHD4llmvHp .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-DlGqhuRHD4llmvHp .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-DlGqhuRHD4llmvHp .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-DlGqhuRHD4llmvHp .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-DlGqhuRHD4llmvHp .marker{fill:#333333;stroke:#333333;}#mermaid-svg-DlGqhuRHD4llmvHp .marker.cross{stroke:#333333;}#mermaid-svg-DlGqhuRHD4llmvHp svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-DlGqhuRHD4llmvHp p{margin:0;}#mermaid-svg-DlGqhuRHD4llmvHp .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-DlGqhuRHD4llmvHp .cluster-label text{fill:#333;}#mermaid-svg-DlGqhuRHD4llmvHp .cluster-label span{color:#333;}#mermaid-svg-DlGqhuRHD4llmvHp .cluster-label span p{background-color:transparent;}#mermaid-svg-DlGqhuRHD4llmvHp .label text,#mermaid-svg-DlGqhuRHD4llmvHp span{fill:#333;color:#333;}#mermaid-svg-DlGqhuRHD4llmvHp .node rect,#mermaid-svg-DlGqhuRHD4llmvHp .node circle,#mermaid-svg-DlGqhuRHD4llmvHp .node ellipse,#mermaid-svg-DlGqhuRHD4llmvHp .node polygon,#mermaid-svg-DlGqhuRHD4llmvHp .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-DlGqhuRHD4llmvHp .rough-node .label text,#mermaid-svg-DlGqhuRHD4llmvHp .node .label text,#mermaid-svg-DlGqhuRHD4llmvHp .image-shape .label,#mermaid-svg-DlGqhuRHD4llmvHp .icon-shape .label{text-anchor:middle;}#mermaid-svg-DlGqhuRHD4llmvHp .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-DlGqhuRHD4llmvHp .rough-node .label,#mermaid-svg-DlGqhuRHD4llmvHp .node .label,#mermaid-svg-DlGqhuRHD4llmvHp .image-shape .label,#mermaid-svg-DlGqhuRHD4llmvHp .icon-shape .label{text-align:center;}#mermaid-svg-DlGqhuRHD4llmvHp .node.clickable{cursor:pointer;}#mermaid-svg-DlGqhuRHD4llmvHp .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-DlGqhuRHD4llmvHp .arrowheadPath{fill:#333333;}#mermaid-svg-DlGqhuRHD4llmvHp .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-DlGqhuRHD4llmvHp .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-DlGqhuRHD4llmvHp .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-DlGqhuRHD4llmvHp .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-DlGqhuRHD4llmvHp .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-DlGqhuRHD4llmvHp .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-DlGqhuRHD4llmvHp .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-DlGqhuRHD4llmvHp .cluster text{fill:#333;}#mermaid-svg-DlGqhuRHD4llmvHp .cluster span{color:#333;}#mermaid-svg-DlGqhuRHD4llmvHp div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-DlGqhuRHD4llmvHp .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-DlGqhuRHD4llmvHp rect.text{fill:none;stroke-width:0;}#mermaid-svg-DlGqhuRHD4llmvHp .icon-shape,#mermaid-svg-DlGqhuRHD4llmvHp .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-DlGqhuRHD4llmvHp .icon-shape p,#mermaid-svg-DlGqhuRHD4llmvHp .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-DlGqhuRHD4llmvHp .icon-shape .label rect,#mermaid-svg-DlGqhuRHD4llmvHp .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-DlGqhuRHD4llmvHp .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-DlGqhuRHD4llmvHp .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-DlGqhuRHD4llmvHp :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/p>\n<p>\u884c\u52a8 A_t<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u65b0\u72b6\u6001 S_t&#043;1<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u5956\u52b1 R_t&#043;1<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u667a\u80fd\u4f53\u7b56\u7565 \u03c0<\/p>\n<p><\/span><span 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class=\"edgeLabel\"><\/p>\n<p>\u539f\u59cb\u8f93\u5165<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/p>\n<p>Observation<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>Tool Call<\/p>\n<p><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/p>\n<p>\u65b0\u72b6\u6001\u4e0e\u5de5\u5177\u7ed3\u679c<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5916\u90e8\u73af\u5883<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u611f\u77e5\u6a21\u5757<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u89c4\u5212\u6a21\u5757<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u8bb0\u5fc6\u6a21\u5757<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u6267\u884c\u6a21\u5757<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>\u5de5\u5177\u7bb1<\/p>\n<p><\/span><\/p>\n<p>LLM \u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u5faa\u73af\u53ef\u4ee5\u62c6\u6210\u56db\u6b65&#xff1a;<\/p>\n<li>\u611f\u77e5&#xff1a;\u611f\u77e5\u6a21\u5757\u4ece\u73af\u5883\u63a5\u6536\u539f\u59cb\u8f93\u5165&#xff0c;\u5f62\u6210\u89c2\u5bdf\u3002<\/li>\n<li>\u601d\u8003&#xff1a;\u89c4\u5212\u6a21\u5757\u4e0e LLM \u534f\u4f5c&#xff0c;\u901a\u8fc7\u53cd\u601d\u548c\u81ea\u6211\u6279\u5224\u628a\u5b8f\u89c2\u76ee\u6807\u62c6\u6210\u53ef\u6267\u884c\u6b65\u9aa4&#xff0c;\u5e76\u4e0e\u8bb0\u5fc6\u6a21\u5757\u4ea4\u4e92\u3002<\/li>\n<li>\u884c\u52a8&#xff1a;\u6267\u884c\u6a21\u5757\u89e3\u6790\u5de5\u5177\u8c03\u7528&#xff0c;\u4ece\u5de5\u5177\u7bb1\u4e2d\u9009\u62e9\u5e76\u8c03\u7528\u5de5\u5177\u4e0e\u73af\u5883\u4ea4\u4e92\u3002<\/li>\n<li>\u89c2\u5bdf&#xff1a;\u5de5\u5177\u7ed3\u679c\u548c\u65b0\u73af\u5883\u72b6\u6001\u6784\u6210\u65b0\u4e00\u8f6e\u89c2\u5bdf&#xff0c;\u540c\u65f6\u66f4\u65b0\u8bb0\u5fc6&#xff0c;\u91cd\u65b0\u8fdb\u5165\u5faa\u73af\u3002<\/li>\n<p>\u8fd9\u4e5f\u5c31\u662f\u7b2c\u4e00\u7ae0\u4e2d Thought-Action-Observation \u8303\u5f0f\u5728\u66f4\u5b8c\u6574\u67b6\u6784\u4e2d\u7684\u4f53\u73b0\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u628a\u53d1\u5c55\u53f2\u538b\u7f29\u6210\u4e00\u6761\u65f6\u95f4\u7ebf<\/h3>\n<p>\u7b26\u53f7\u4e3b\u4e49\u3001\u8054\u7ed3\u4e3b\u4e49\u548c\u884c\u4e3a\u4e3b\u4e49\u4e09\u5927\u601d\u60f3\u6d41\u6d3e\u5728\u51e0\u5341\u5e74\u95f4\u4ea4\u7ec7\u3001\u7ade\u4e89\u5e76\u6700\u7ec8\u878d\u5408\u3002\u4e0b\u9762\u7684\u65f6\u95f4\u7ebf\u9002\u5408\u4f5c\u4e3a\u6574\u7ae0\u7684\u901f\u89c8\u3002<\/p>\n<p>#mermaid-svg-aQLBlC0YOK97ivHa{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-aQLBlC0YOK97ivHa .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-aQLBlC0YOK97ivHa .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-aQLBlC0YOK97ivHa .error-icon{fill:#552222;}#mermaid-svg-aQLBlC0YOK97ivHa .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-aQLBlC0YOK97ivHa .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-aQLBlC0YOK97ivHa .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-aQLBlC0YOK97ivHa .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-aQLBlC0YOK97ivHa .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-aQLBlC0YOK97ivHa .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-aQLBlC0YOK97ivHa .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-aQLBlC0YOK97ivHa .marker{fill:#333333;stroke:#333333;}#mermaid-svg-aQLBlC0YOK97ivHa .marker.cross{stroke:#333333;}#mermaid-svg-aQLBlC0YOK97ivHa svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-aQLBlC0YOK97ivHa p{margin:0;}#mermaid-svg-aQLBlC0YOK97ivHa .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-aQLBlC0YOK97ivHa .cluster-label text{fill:#333;}#mermaid-svg-aQLBlC0YOK97ivHa .cluster-label span{color:#333;}#mermaid-svg-aQLBlC0YOK97ivHa .cluster-label span p{background-color:transparent;}#mermaid-svg-aQLBlC0YOK97ivHa .label text,#mermaid-svg-aQLBlC0YOK97ivHa span{fill:#333;color:#333;}#mermaid-svg-aQLBlC0YOK97ivHa .node rect,#mermaid-svg-aQLBlC0YOK97ivHa .node circle,#mermaid-svg-aQLBlC0YOK97ivHa .node ellipse,#mermaid-svg-aQLBlC0YOK97ivHa .node polygon,#mermaid-svg-aQLBlC0YOK97ivHa .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-aQLBlC0YOK97ivHa .rough-node .label text,#mermaid-svg-aQLBlC0YOK97ivHa .node .label text,#mermaid-svg-aQLBlC0YOK97ivHa .image-shape .label,#mermaid-svg-aQLBlC0YOK97ivHa .icon-shape .label{text-anchor:middle;}#mermaid-svg-aQLBlC0YOK97ivHa .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-aQLBlC0YOK97ivHa .rough-node .label,#mermaid-svg-aQLBlC0YOK97ivHa .node .label,#mermaid-svg-aQLBlC0YOK97ivHa .image-shape .label,#mermaid-svg-aQLBlC0YOK97ivHa .icon-shape .label{text-align:center;}#mermaid-svg-aQLBlC0YOK97ivHa .node.clickable{cursor:pointer;}#mermaid-svg-aQLBlC0YOK97ivHa .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-aQLBlC0YOK97ivHa .arrowheadPath{fill:#333333;}#mermaid-svg-aQLBlC0YOK97ivHa .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-aQLBlC0YOK97ivHa .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-aQLBlC0YOK97ivHa .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-aQLBlC0YOK97ivHa .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-aQLBlC0YOK97ivHa .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-aQLBlC0YOK97ivHa .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-aQLBlC0YOK97ivHa .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-aQLBlC0YOK97ivHa .cluster text{fill:#333;}#mermaid-svg-aQLBlC0YOK97ivHa .cluster span{color:#333;}#mermaid-svg-aQLBlC0YOK97ivHa div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-aQLBlC0YOK97ivHa .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-aQLBlC0YOK97ivHa rect.text{fill:none;stroke-width:0;}#mermaid-svg-aQLBlC0YOK97ivHa .icon-shape,#mermaid-svg-aQLBlC0YOK97ivHa .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-aQLBlC0YOK97ivHa .icon-shape p,#mermaid-svg-aQLBlC0YOK97ivHa .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-aQLBlC0YOK97ivHa .icon-shape .label rect,#mermaid-svg-aQLBlC0YOK97ivHa .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-aQLBlC0YOK97ivHa .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-aQLBlC0YOK97ivHa .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-aQLBlC0YOK97ivHa :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"edgeLabel\"><\/span><span class=\"nodeLabel\"><\/p>\n<p>1950-1970\u7b26\u53f7\u4e3b\u4e49&#xff1a;PSSH\u3001\u4e13\u5bb6\u7cfb\u7edf\u3001SHRDLU<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>1966ELIZA<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>1986\u5fc3\u667a\u793e\u4f1a<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>1980s\u8054\u7ed3\u4e3b\u4e49\u590d\u5174<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>2016AlphaGo \u4e0e\u5f3a\u5316\u5b66\u4e60<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>2017Transformer<\/p>\n<p><\/span><span class=\"nodeLabel\"><\/p>\n<p>2020sLLM \u667a\u80fd\u4f53<\/p>\n<p><\/span><\/p>\n<p>\u8fdb\u5165 21 \u4e16\u7eaa 20 \u5e74\u4ee3&#xff0c;\u8fd9\u4e9b\u6d41\u6d3e\u4ee5\u524d\u6240\u672a\u6709\u7684\u65b9\u5f0f\u878d\u5408\u3002GPT \u7cfb\u5217\u6a21\u578b\u672c\u8eab\u662f\u8054\u7ed3\u4e3b\u4e49\u7684\u4ea7\u7269&#xff0c;\u5374\u6210\u4e3a\u6267\u884c\u7b26\u53f7\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u548c\u89c4\u5212\u51b3\u7b56\u7684\u6838\u5fc3\u5927\u8111&#xff0c;\u5f62\u6210\u795e\u7ecf\u7b26\u53f7\u7ed3\u5408\u7684\u73b0\u4ee3\u667a\u80fd\u4f53\u67b6\u6784\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u5c0f\u7ed3<\/h3>\n<p>\u667a\u80fd\u4f53\u53d1\u5c55\u53f2\u4e0d\u662f\u7b80\u5355\u7684\u6280\u672f\u8fed\u4ee3&#xff0c;\u800c\u662f\u4e00\u573a\u5173\u4e8e\u5982\u4f55\u5b9a\u4e49\u667a\u80fd\u3001\u83b7\u53d6\u77e5\u8bc6\u548c\u505a\u51fa\u51b3\u7b56\u7684\u601d\u60f3\u53d8\u9769\u3002<\/p>\n<ul>\n<li>\u7b26\u53f7\u4e3b\u4e49\u7528\u201c\u77e5\u8bc6 &#043; \u63a8\u7406\u201d\u6a21\u62df\u667a\u80fd&#xff0c;\u4f46\u53d7\u9650\u4e8e\u77e5\u8bc6\u83b7\u53d6\u74f6\u9888\u3001\u5e38\u8bc6\u7f3a\u5931\u548c\u7cfb\u7edf\u8106\u5f31\u6027\u3002<\/li>\n<li>ELIZA 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