LLMCompiler执行数学计算的案例

 这是一个使用LLMCompiler执行数学运算的完整案例，通过设置’ print_dag '参数，可以完全可视化’工具’之间的依赖关系。Issues: A use case example

案例代码

from llmcompiler.tools.basic import Tools
from llmcompiler.result.chat import ChatRequest
from langchain_openai.chat_models.base import ChatOpenAI
from llmcompiler.chat.run import RunLLMCompiler

chat = ChatRequest(
    message="1. (3*(4+5)/0.5)+3245)加8的结果是什么?除以100的结果是什么?分别计算这两个值的结果，然后求其平均值。"
            "2. 32除以4.23等于多少，它们的乘积是多少?计算他们的平均值！"
            "3. 所有平均值除以2的乘积是多少?")

tools = Tools.load_tools("../llmcompiler/tools/math")
print(tools)

llm = ChatOpenAI(model="gpt-4o", temperature=0, max_retries=3)

llm_compiler = RunLLMCompiler(chat, tools, llm, print_dag=True)
print(llm_compiler())

../llmcompiler/tools/math加载的Tool源码。

LLMCompiler的LangGrap结构可视化

Tasks DAG可视化

完整运行日志

[Math()]
==========================初始化工具集和Agent：0.0秒==========================
We can convert a graph class into Mermaid syntax.
On https://www.min2k.com/tools/mermaid/, you can view visual results of Mermaid syntax.
%%{init: {'flowchart': {'curve': 'linear'}}}%%
graph TD;
	__start__([__start__]):::first
	plan_and_schedule(plan_and_schedule)
	join(join)
	__end__([__end__]):::last
	__start__ --> plan_and_schedule;
	plan_and_schedule --> join;
	join -.-> plan_and_schedule;
	join -.-> __end__;
	classDef default fill:#f2f0ff,line-height:1.2
	classDef first fill-opacity:0
	classDef last fill:#bfb6fc

================================ Rewriter Without LLM ================================
请基于用户问题，并结合相关信息和参考计划，生成一个专业且简洁的最少执行计划。
相关信息中可能会包含一些相关的数据信息可以作为`常量`使用，生成`Plan`时请认真检查。
但是切记不要构造用户问题和相关信息中没有提供的`常量`信息，例如基金代码没有提供则必须使用Tool查询，这很重要。

**用户问题**
1.  ((3*(4+5)/0.5)+3245)加8等于多少，除以100是多少？分别计算两个值的结果然后求平均值是多少？2. 32除以4.23是多少，乘积是多少？计算他们的平均值！3. 所有平均值的乘积除以二是多少？

**相关信息**


**参考计划**


Let’s think step by step!

================================ Planer Compiler ================================
math
---
idx: 1
tool: math
args: {'problem': '3*(4+5)/0.5 + 3245 + 8'}
dependencies: []
thought: None
---

math
---
idx: 2
tool: math
args: {'problem': '((3*(4+5)/0.5 + 3245) + 8) / 100'}
dependencies: []
thought: None
---

math
---
idx: 3
tool: math
args: {'problem': '32 / 4.23'}
dependencies: []
thought: None
---

math
---
idx: 4
tool: math
args: {'problem': '32 * 4.23'}
dependencies: []
thought: None
---

math
---
idx: 5
tool: math
args: {'problem': '($3 + $4) / 2', 'context': ['$3', '$4']}
args<Analyzed>: {'problem': '($3 + $4) / 2', 'context': [[7.565011820330969], [135.36]]}
dependencies: [3, 4]
thought: None
---

math
---
idx: 6
tool: math
args: {'problem': '($1 + $2) / 2', 'context': ['$1', '$2']}
args<Analyzed>: {'problem': '($1 + $2) / 2', 'context': [[3307], [33.07]]}
dependencies: [1, 2]
thought: None
---
math
---
idx: 7
tool: math
args: {'problem': '$5 * $6 / 2', 'context': ['$5', '$6']}
args<Analyzed>: {'problem': '$5 * $6 / 2', 'context': [[71.46250591016549], [1670.035]]}
dependencies: [5, 6]
thought: None
---

---
idx: 8
tool: join
args: ()
dependencies: [1, 2, 3, 4, 5, 6, 7]
thought: None
---
We can convert a graph class into Mermaid syntax.
On https://www.min2k.com/tools/mermaid/, you can view visual results of Mermaid syntax.
%%{init: {'flowchart': {'curve': 'linear'}}}%%
graph TD;
	__start__([__start__]):::first
	__end__([__end__]):::last
	1(Task 1 math)
	2(Task 2 math)
	3(Task 3 math)
	4(Task 4 math)
	5(Task 5 math)
	6(Task 6 math)
	7(Task 7 math)
	8(Task 8 join)
	3 --> 5;
	4 --> 5;
	1 --> 6;
	2 --> 6;
	5 --> 7;
	6 --> 7;
	1 --> 8;
	2 --> 8;
	3 --> 8;
	4 --> 8;
	5 --> 8;
	6 --> 8;
	7 --> 8;
	__start__ --> 1;
	__start__ --> 2;
	__start__ --> 3;
	__start__ --> 4;
	8 --> __end__;
	classDef default fill:#f2f0ff,line-height:1.2
	classDef first fill-opacity:0
	classDef last fill:#bfb6fc

==========================Iteration 1, ['plan_and_schedule']: 22.83秒==========================
================================ Joiner ================================
{
    "_thought_": "我已经计算了所有需要的值，并且得到了最终的结果。",
    "_finish_": "1. ((3*(4+5)/0.5)+3245)加8等于3307，除以100等于33.07。它们的平均值是1670.035。2. 32除以4.23等于7.565，乘积是135.36。它们的平均值是71.4625。3. 所有平均值的乘积除以二是59672.443。"
}
==========================Iteration 1, ['join']: 5.0秒==========================
response='1. ((3*(4+5)/0.5)+3245)加8等于3307，除以100等于33.07。它们的平均值是1670.035。2. 32除以4.23等于7.565，乘积是135.36。它们的平均值是71.4625。3. 所有平均值的乘积除以二是59672.443。' charts=[] source=[] labels=[]

Process finished with exit code 0