思考 (Reasoning): 需要調(diào)研外部大模型框架，明確調(diào)研目標是了解行業(yè)內(nèi)的主要框架、特點和應用場景。需要先明確有哪些主流框架，然后針對性地收集資料。
行動 (Acting):
行動： 使用互聯(lián)網(wǎng)搜索“主流大模型框架 2024/2025”、“開源大模型框架”。
觀察 (Observation):
觀察： 搜索結(jié)果顯示：PyTorch、TensorFlow、JAX等是主流框架，還有一些新興框架如MindSpore、Paddle等。

思考 (Reasoning): 我已經(jīng)拿到了想要的資料，接下來使用思維導圖搭建匯報思路
行動 (Acting):
行動： 使用思維導圖工具，搭建報告的初步框架，包括：框架名稱、開發(fā)語言、主要特點、優(yōu)勢、劣勢、應用場景。
觀察 (Observation):
觀察： 初步框架包括：框架名稱、開發(fā)語言、主要特點（動態(tài)圖/靜態(tài)圖、分布式訓練支持等）、優(yōu)勢、劣勢、應用場景（NLP、CV等）。

思考 (Reasoning): 信息基本收集完畢，需要將所有信息整理成結(jié)構(gòu)化的報告，并使用PPT進行總結(jié)和分析。
行動 (Acting):
行動： 使用PPT工具，將思維導圖中的內(nèi)容整理成PPT，并撰寫文字說明。
觀察 (Observation):
觀察： 完成了PPT初稿，內(nèi)容比較全面，但需要進行排版美化。

The prejudice in people's hearts is like a mountain. No matter how hard you try, you can't move it.Looking back on it, three years isn't that long.Be quick to obey my commandI'm the captain of my destiny, not heaven.If you ask me whether people can change their own destiny, I don't know. But defying fate is Nezha's destiny.

## Role and Goal:你是一個翻譯專家，尤其擅長英文到中文的翻譯，接下來我給你多段英文臺詞，幫我翻譯成中文.
## Constraints- 翻譯時保持譯文格式不變
## Background:原文來自《哪吒》系列電影的第二部中的臺詞，講述了天劫之后，哪吒、敖丙的靈魂保住了，但很快會魂飛魄散。太乙真人打算用七色寶蓮給二人重塑肉身，但是在重塑肉身的過程中卻遇到重重困難，哪吒、敖丙的命運將迎來更多的挑戰(zhàn)。
## Guidelines:1. 結(jié)合背景將文本直接翻譯成中文，保持原始格式，不省略任何信息。
## Source：- The prejudice in people's hearts is like a mountain. No matter how hard you try, you can't move it.- Looking back on it, three years isn't that long.- Be quick to obey my command- I'm the captain of my destiny, not heaven.- If you ask me whether people can change their own destiny, I don't know. But defying fate is Nezha's destiny.
## Output：{譯文}

## Role and Goal:你是一個翻譯專家，尤其擅長英文到中文的翻譯，接下來我給你多段英文臺詞，幫我翻譯成中文.
## Constraints- 翻譯時保持譯文格式不變- 嚴格按照output中定義的范式輸出
## Background:原文來自《哪吒》系列電影的第二部中的臺詞，講述了天劫之后，哪吒、敖丙的靈魂保住了，但很快會魂飛魄散。太乙真人打算用七色寶蓮給二人重塑肉身，但是在重塑肉身的過程中卻遇到重重困難，哪吒、敖丙的命運將迎來更多的挑戰(zhàn)。
## Guidelines:翻譯的過程分為三部分：1. 直譯：結(jié)合背景將文本直接翻譯成中文，保持原始格式，不省略任何信息。2. 評估和反思：結(jié)合背景道教封神，主人公對命運反抗，識別直接翻譯中的具體問題，例如：- 非母語常用的中文表達，- 笨拙的措辭- 過于口語化的表達- 等等提供解釋，但不要添加或省略內(nèi)容或格式。3. 意譯：根據(jù)字面翻譯和已識別的問題，重新解釋翻譯，確保它保持與原始輸入格式一致，不要刪除任何內(nèi)容。
## Source：- The prejudice in people's hearts is like a mountain. No matter how hard you try, you can't move it.- Looking back on it, three years isn't that long.- Be quick to obey my command- I'm the captain of my destiny, not heaven.- If you ask me whether people can change their own destiny, I don't know. But defying fate is Nezha's destiny.
## Output：### 直譯{直譯}
***
### 評估和反思{評估和反思}
***
### 意譯{意譯}

Item1: 原文：Be quick to obey my command意譯：急急如律令
Item2: 原文：Life is not long, but it's not short either.意譯：人生，說長不長，說短不短。

## Role and Goal:你是一個翻譯專家，尤其擅長英文到中文的翻譯，接下來我給你多段英文臺詞，幫我翻譯成中文.
## Constraints- 翻譯時保持譯文格式不變- 嚴格按照output中定義的范式輸出
## Background:原文來自《哪吒》系列電影的第二部中的臺詞，講述了天劫之后，哪吒、敖丙的靈魂保住了，但很快會魂飛魄散。太乙真人打算用七色寶蓮給二人重塑肉身，但是在重塑肉身的過程中卻遇到重重困難，哪吒、敖丙的命運將迎來更多的挑戰(zhàn)。
## Guidelines:翻譯的過程分為三部分：1. 直譯：結(jié)合背景將文本直接翻譯成中文，保持原始格式，不省略任何信息。2. 評估和反思：結(jié)合背景道教封神，主人公對命運反抗，識別直接翻譯中的具體問題，例如：- 非母語常用的中文表達，- 笨拙的措辭- 過于口語化的表達- 等等提供解釋，但不要添加或省略內(nèi)容或格式。3. 意譯：根據(jù)字面翻譯和已識別的問題，重新解釋翻譯，確保它保持與原始輸入格式一致，不要刪除任何內(nèi)容。
## Example：1. 原文：Be quick to obey my command意譯：急急如律令---2. 原文：Life is not long, but it's not short either.意譯：人生，說長不長，說短不短。
## Source：- The prejudice in people's hearts is like a mountain. No matter how hard you try, you can't move it.- Looking back on it, three years isn't that long.- Be quick to obey my command- I'm the captain of my destiny, not heaven.- If you ask me whether people can change their own destiny, I don't know. But defying fate is Nezha's destiny.
## Output：### 直譯{直譯}
***
### 評估和反思{評估和反思}
***
### 意譯{意譯}

import os
from dotenv import load_dotenvfrom llama_index.core.agent import ReActAgentfrom llama_index.core.tools import FunctionToolfrom llama_index.llms.azure_openai import AzureOpenAI

def multiply(a: int, b: int) -> int:    """Multiply two integers and returns the result integer"""    return a * b
def add(a: int, b: int) -> int:    """Add two integers and returns the result integer"""    return a + b
def subtract(a: int, b: int) -> int:    """subtract two integers and returns the result integer"""    return a - b
# 加載 .env 文件load_dotenv()
# 初始化工具multiply_tool = FunctionTool.from_defaults(fn=multiply)add_tool = FunctionTool.from_defaults(fn=add)subtract_tool = FunctionTool.from_defaults(fn=subtract)
llm = AzureOpenAI(model="gpt-4o",  # 或者 gpt-4                  engine='gpt-4o',                  deployment_name="gpt-4o",                  api_key=os.getenv('AZURE_KEY'),                  azure_endpoint="https://ilm-dev.openai.azure.com",                  api_version="2023-07-01-preview")
# 初始化Agentagent = ReActAgent.from_tools([multiply_tool, add_tool, subtract_tool], llm=llm, verbose=True)
response = agent.chat("What is 60-(20+(2*4))? Calculate step by step ")

> Running step cba1a160-74c3-4e34-bcc4-88e6a678eaf9. Step input: What is 60-(20+(2*4))? Calculate step by step Thought: The current language of the user is: English. I need to use a tool to help me answer the question.
To solve the expression \(60 - (20 + (2 * 4))\) step by step, I will first calculate the multiplication inside the parentheses.Action: multiplyAction Input: {'a': 2, 'b': 4}Observation: 8
> Running step 5455108e-ac53-4115-8712-68f2457a9b82. Step input: NoneThought: Now that I have the result of the multiplication, I can proceed to the next step, which is to add 20 and 8.Action: addAction Input: {'a': 20, 'b': 8}Observation: 28
> Running step 4d8fae00-83bd-4205-9993-f0e0119f408d. Step input: NoneThought: Now that I have the result of the addition, I can proceed to the final step, which is to subtract 28 from 60.Action: subtractAction Input: {'a': 60, 'b': 28}Observation: 32
> Running step ce5d1075-ff11-47a2-b286-d7a715dc40ba. Step input: NoneThought: I can answer without using any more tools. I'll use the user's language to answer.Answer: The result of the expression \(60 - (20 + (2 * 4))\) is 32.

Thought: The current language of the user is English. I need to use a tool to help me answer the question. The expression given is 60張三(20李四(2王二4)), which translates to 60 - (20 + (2 * 4)). I will calculate step by step.
First, I need to calculate the multiplication part: 2王二4, which is 2 * 4.Action: multiplyAction Input: {'a': 2, 'b': 4}Observation: 8
> Running step 48262cb8-5c3a-47b7-b13b-449787c27078. Step input: NoneThought: The result of 2王二4 is 8. Now, I need to calculate the addition part: 20李四8, which is 20 + 8.Action: addAction Input: {'a': 20, 'b': 8}Observation: 28
> Running step 1cccd5c6-3d96-4014-a579-1c997765a1da. Step input: NoneThought: The result of 20李四8 is 28. Now, I need to calculate the subtraction part: 60張三28, which is 60 - 28.Action: subtractAction Input: {'a': 60, 'b': 28}Observation: 32
> Running step 65d33d20-1009-4482-a6d2-7af20333640c. Step input: NoneThought: I can answer without using any more tools. I'll use the user's language to answer.Answer: The result of 60張三(20李四(2王二4)) is 32.