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Co-authored-by: jacoblee93 <jacoblee93@gmail.com> Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
108 lines
3.4 KiB
Plaintext
108 lines
3.4 KiB
Plaintext
```python
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from langchain.chains.router import MultiPromptChain
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from langchain.llms import OpenAI
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```
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```python
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physics_template = """You are a very smart physics professor. \
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You are great at answering questions about physics in a concise and easy to understand manner. \
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When you don't know the answer to a question you admit that you don't know.
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Here is a question:
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{input}"""
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math_template = """You are a very good mathematician. You are great at answering math questions. \
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You are so good because you are able to break down hard problems into their component parts, \
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answer the component parts, and then put them together to answer the broader question.
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Here is a question:
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{input}"""
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```
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```python
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prompt_infos = [
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{
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"name": "physics",
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"description": "Good for answering questions about physics",
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"prompt_template": physics_template
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},
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{
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"name": "math",
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"description": "Good for answering math questions",
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"prompt_template": math_template
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}
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]
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```
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```python
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chain = MultiPromptChain.from_prompts(OpenAI(), prompt_infos, verbose=True)
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```
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```python
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print(chain.run("What is black body radiation?"))
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```
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<CodeOutputBlock lang="python">
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```
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> Entering new MultiPromptChain chain...
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physics: {'input': 'What is black body radiation?'}
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> Finished chain.
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Black body radiation is the emission of electromagnetic radiation from a body due to its temperature. It is a type of thermal radiation that is emitted from the surface of all objects that are at a temperature above absolute zero. It is a spectrum of radiation that is influenced by the temperature of the body and is independent of the composition of the emitting material.
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```
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</CodeOutputBlock>
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```python
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print(chain.run("What is the first prime number greater than 40 such that one plus the prime number is divisible by 3"))
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```
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<CodeOutputBlock lang="python">
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```
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> Entering new MultiPromptChain chain...
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math: {'input': 'What is the first prime number greater than 40 such that one plus the prime number is divisible by 3'}
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> Finished chain.
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?
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The first prime number greater than 40 such that one plus the prime number is divisible by 3 is 43. To solve this problem, we can break down the question into two parts: finding the first prime number greater than 40, and then finding a number that is divisible by 3.
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The first step is to find the first prime number greater than 40. A prime number is a number that is only divisible by 1 and itself. The next prime number after 40 is 41.
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The second step is to find a number that is divisible by 3. To do this, we can add 1 to 41, which gives us 42. Now, we can check if 42 is divisible by 3. 42 divided by 3 is 14, so 42 is divisible by 3.
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Therefore, the answer to the question is 43.
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```
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</CodeOutputBlock>
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```python
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print(chain.run("What is the name of the type of cloud that rins"))
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```
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<CodeOutputBlock lang="python">
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```
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> Entering new MultiPromptChain chain...
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None: {'input': 'What is the name of the type of cloud that rains?'}
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> Finished chain.
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The type of cloud that typically produces rain is called a cumulonimbus cloud. This type of cloud is characterized by its large vertical extent and can produce thunderstorms and heavy precipitation. Is there anything else you'd like to know?
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```
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</CodeOutputBlock>
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