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evo-ai/.venv/lib/python3.10/site-packages/vertexai/evaluation/prompt_template.py
2025-04-25 15:30:54 -03:00

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Python

# -*- coding: utf-8 -*-
# Copyright 2025 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
"""Prompt template for creating prompts with variables."""
import re
from typing import Set
_VARIABLE_NAME_REGEX = r"\{([_a-zA-Z][_a-zA-Z0-9]*)\}"
class PromptTemplate:
"""A prompt template for creating prompts with variables.
The `PromptTemplate` class allows users to define a template string with
variables represented in curly braces `{variable}`. The variable
names cannot contain spaces and must start with a letter or underscore,
followed by letters, digits, or underscore. These variables can be
replaced with specific values using the `assemble` method, providing
flexibility in generating dynamic prompts.
Usage:
```
template_str = "Hello, {name}! Today is {day}. How are you?"
prompt_template = PromptTemplate(template_str)
completed_prompt = prompt_template.assemble(name="John", day="Monday")
print(completed_prompt)
```
"""
def __init__(self, template: str):
"""Initializes the PromptTemplate with a given template.
Args:
template: The template string with variables. Variables should be
represented in curly braces `{variable}`.
"""
self.template = str(template)
self.variables = self._get_variables()
def _get_variables(self) -> Set[str]:
"""Extracts and return a set of variable names from the template."""
return set(re.findall(_VARIABLE_NAME_REGEX, self.template))
def assemble(self, **kwargs) -> "PromptTemplate":
"""Replaces only the provided variables in the template with specific values.
Args:
**kwargs: Keyword arguments where keys are placeholder names and values
are the replacements.
Returns:
A new PromptTemplate instance with the updated template string.
"""
assembled_string = self.template
for variable_name, value in kwargs.items():
if variable_name not in self.variables:
raise ValueError(
f"Invalid variable name '{variable_name}'. "
f"Valid variables are: {self.variables}"
)
placeholder = "{" + variable_name + "}"
assembled_string = assembled_string.replace(placeholder, str(value))
return PromptTemplate(assembled_string)
def __str__(self) -> str:
"""Returns the template string."""
return self.template
def __repr__(self) -> str:
"""Returns a string representation of the PromptTemplate."""
return f"PromptTemplate('{self.template}')"