```python
from langchain.prompts import PromptTemplate
from langchain.prompts import FewShotPromptTemplate
from langchain.prompts.example_selector import LengthBasedExampleSelector


# These are a lot of examples of a pretend task of creating antonyms.
examples = [
    {"input": "happy", "output": "sad"},
    {"input": "tall", "output": "short"},
    {"input": "energetic", "output": "lethargic"},
    {"input": "sunny", "output": "gloomy"},
    {"input": "windy", "output": "calm"},

example_prompt = PromptTemplate(
    input_variables=["input", "output"],
    template="Input: {input}\nOutput: {output}",
)
example_selector = LengthBasedExampleSelector(
    # These are the examples it has available to choose from.
    examples=examples, 
    # This is the PromptTemplate being used to format the examples.
    example_prompt=example_prompt, 
    # This is the maximum length that the formatted examples should be.
    # Length is measured by the get_text_length function below.
    max_length=25,
    # This is the function used to get the length of a string, which is used
    # to determine which examples to include. It is commented out because
    # it is provided as a default value if none is specified.
    # get_text_length: Callable[[str], int] = lambda x: len(re.split("\n| ", x))
)
dynamic_prompt = FewShotPromptTemplate(
    # We provide an ExampleSelector instead of examples.
    example_selector=example_selector,
    example_prompt=example_prompt,
    prefix="Give the antonym of every input",
    suffix="Input: {adjective}\nOutput:", 
    input_variables=["adjective"],
)
```


```python
# An example with small input, so it selects all examples.
print(dynamic_prompt.format(adjective="big"))
```

<CodeOutputBlock lang="python">

```
    Give the antonym of every input
    
    Input: happy
    Output: sad
    
    Input: tall
    Output: short
    
    Input: energetic
    Output: lethargic
    
    Input: sunny
    Output: gloomy
    
    Input: windy
    Output: calm
    
    Input: big
    Output:
```

</CodeOutputBlock>


```python
# An example with long input, so it selects only one example.
long_string = "big and huge and massive and large and gigantic and tall and much much much much much bigger than everything else"
print(dynamic_prompt.format(adjective=long_string))
```

<CodeOutputBlock lang="python">

```
    Give the antonym of every input
    
    Input: happy
    Output: sad
    
    Input: big and huge and massive and large and gigantic and tall and much much much much much bigger than everything else
    Output:
```

</CodeOutputBlock>


```python
# You can add an example to an example selector as well.
new_example = {"input": "big", "output": "small"}
dynamic_prompt.example_selector.add_example(new_example)
print(dynamic_prompt.format(adjective="enthusiastic"))
```

<CodeOutputBlock lang="python">

```
    Give the antonym of every input
    
    Input: happy
    Output: sad
    
    Input: tall
    Output: short
    
    Input: energetic
    Output: lethargic
    
    Input: sunny
    Output: gloomy
    
    Input: windy
    Output: calm
    
    Input: big
    Output: small
    
    Input: enthusiastic
    Output:
```

</CodeOutputBlock>
