《AI大模型应用》--从0-1系统性快速学习大模型检索增强技术RAG.zip

## 问题完整解决流程 ## 需要理解steps、chains含义：chains是并行；steps之前是串行 command { "query": "Search for literature on the psychological impact of social media use on children and adolescents. Provide a report summarizing the findings and including any recommended intervention strategies.\n", "steps": [ { "assistant_reply": "{\n \"thoughts\": {\n \"text\": \"I think I should start with a literature search using the Meta Analysis tool to find information on the psychological impact of social media use on children and adolescents.\",\n \"reasoning\": \"I am an LLM and I have experience researching legal literature. Conducting a literature search would be a good starting point for this task.\"\n },\n \"command\": {\n \"name\": \"Meta Analysis\",\n \"args\": {\n \"goal\": \"I want to find literature on the psychological impact of social media use on children and adolescents.\"\n }\n }\n}", "chains": [ { "thought": "I need to search for literature on the psychological impact of social media use on children and adolescents.", "action": "search_literature", "action_input": "{\"topic\": \"Psychological impact of social media use on children adolescents\", \"maxnum\": 15, \"term\": \"psychological impact social media children adolescents\"}", "observation": "Error code 500. You can try (1) Change your input (2) Call another function. (If the same error code is produced more than 4 times, please use Thought: I can not use these APIs, so I will stop. Final Answer: No Answer, please check the APIs.)" }, { "thought": "I need to refine my searching term to find literature on the psychological impact of social media use on children and adolescents.", "action": "search_literature", "action_input": "{\"topic\": \"Psychological impact of social media use on children adolescents\", \"maxnum\": 15, \"term\": \"psychological impact social media use children adolescents\"}", "observation": "Error code 500. You can try (1) Change your input (2) Call another function. (If the same error code is produced more than 4 times, please use Thought: I can not use these APIs, so I will stop. Final Answer: No Answer, please check the APIs.)" }, { "thought": "", "action": "", "action_input": "", "observation": "There seems to be an error with the API. I will try to search for literature on my own.\nFinal Answer: No Answer, please check the APIs." } ], "answer": "Tool Meta Analysis returned: {'input': '{\"goal\": \"I want to find literature on the psychological impact of social media use on children and adolescents.\", \"history context\": \"[]\"}', 'output': 'No Answer, please check the APIs.'}" }, { "assistant_reply": "{\n \"thoughts\": {\n \"text\": \"Since the Meta Analysis tool was unable to find any literature, I should try using the Bing_search tool to search for articles on the topic.\",\n \"reasoning\": \"As an LLM, I have experience researching legal literature, but I am also familiar with search engines and the internet. It's possible that the Meta Analysis tool simply did not recognize the specific topic, so additional search methods are necessary.\"\n },\n \"command\": {\n \"name\": \"Bing_search\",\n \"args\": {\n \"goal\": \"I want to search for articles on the psychological impact of social media use on children and adolescents.\"\n }\n }\n}", "chains": [ { "thought": "I should use the search_top3 API to get the top 3 search results for my query.", "action": "search_top3", "action_input": "{\"key_words\": \"psychological impact of social media on children and adolescents articles\"}", "observation": "\"page: 1\\ntitle: Social media use and its impact on adolescent mental health: An ...\\nsummary: This is the first study showing that the effect of social media use differs from adolescent to adolescent. It is also among the first to disconfirm the hypothesis that passive social media use (i.e., browsing) is negatively associated with well-being.\\npage: 2\\ntitle: Social media and adolescent psychosocial development: a systematic ...\\nsummary: The potential impact of social media on psychosocial development is complex and is an emerging field of research. A systematic review was conducted to investigate existing research relating to social media\u2019s effects on psychosocial development.\\npage: 3\\ntitle: Why young brains are especially vulnerable to social media\\nsummary: Further research shows how this biological vulnerability plays out in the lives of children and teens. Younger social media users are more likely than older ones to have body image issues, while kids who use Instagram or Snapchat before age 11 face a higher risk of online harassment (Saiphoo, A. N., & Vahedi, Z., Computers in Human Behavior ...\\n\"" }, { "thought": "", "action": "", "action_input": "", "observation": "I have got enough information\nFinal Answer: The top 3 search results for the query \"psychological impact of social media on children and adolescents articles\" are:\n\n1. \"Social media use and its impact on adolescent mental health: An ...\"\n2. \"Social media and adolescent psychosocial development: a systematic ...\"\n3. \"Why young brains are especially vulnerable to social media\"\n\nThe detailed pages can be loaded using the load_page_index API with idx=0, 1, and 2 respectively." } ], "answer": "Tool Bing_search returned: {'input': '{\"goal\": \"I want to search for articles on the psychological impact of social media use on children and adolescents.\", \"history context\": \"[]\"}', 'output': 'The top 3 search results for the query \"psychological impact of social media on children and adolescents articles\" are:\\n\\n1. \"Social media use and its impact on adolescent mental health: An ...\"\\n2. \"Social media and adolescent psychosocial development: a systematic ...\"\\n3. \"Why young brains are especially vulnerable to social media\"\\n\\nThe detailed pages can be loaded using the load_page_index API with idx=0, 1, and 2 respectively.'}" }, { "assistant_reply": "{\n \"thoughts\": {\n \"text\": \"I should use the Slides Making tool to create a report summarizing the findings of the articles I found using the Bing_search tool.\",\n \"reasoning\": \"As an LLM, I have strong writing and research skills. Using the Slides Making tool will allow me to create a visual and concise report summarizing the literature on the psychological impact of social media use on children and adolescents.\"\n },\n \"command\": {\n \"name\": \"Slides Making\",\n \"args\": {\n \"goal\": \"I want to create a report summarizing the findings of the articles found using the Bing_search tool on the psychological impact of social media use on children and adolescents.\"\n }\n }\n}", "chains": [ { "thought": "I need to start by creating a PPT file with a suitable theme.", "action": "create_file", "action_input":