FEA-Bench / testbed /googleapis__python-aiplatform /vertexai /preview /evaluation /prompt_template.py
| # -*- coding: utf-8 -*- | |
| # Copyright 2024 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 string | |
| from typing import Set | |
| 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. 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( | |
| field_name | |
| for _, field_name, _, _ in string.Formatter().parse(self.template) | |
| if field_name is not None | |
| ) | |
| 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. | |
| """ | |
| replaced_values = { | |
| key: kwargs.get(key, "{" + key + "}") for key in self.variables | |
| } | |
| new_template = self.template.format(**replaced_values) | |
| return PromptTemplate(new_template) | |
| 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}')" | |