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# =========== Copyright 2023 @ CAMEL-AI.org. All Rights Reserved. =========== | |
# 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. | |
# =========== Copyright 2023 @ CAMEL-AI.org. All Rights Reserved. =========== | |
import warnings | |
from typing import Any, Optional | |
from camel.prompts import TaskPromptTemplateDict, TextPrompt | |
from camel.typing import RoleType, TaskType | |
class PromptTemplateGenerator: | |
r"""A class for generating prompt templates for tasks. | |
Args: | |
task_prompt_template_dict (TaskPromptTemplateDict, optional): | |
A dictionary of task prompt templates for each task type. If not | |
provided, an empty dictionary is used as default. | |
""" | |
def __init__( | |
self, | |
task_prompt_template_dict: Optional[TaskPromptTemplateDict] = None, | |
) -> None: | |
self.task_prompt_template_dict = (task_prompt_template_dict or TaskPromptTemplateDict()) | |
def get_prompt_from_key(self, task_type: TaskType, key: Any) -> TextPrompt: | |
r"""Generates a text prompt using the specified :obj:`task_type` and | |
:obj:`key`. | |
Args: | |
task_type (TaskType): The type of task. | |
key (Any): The key used to generate the prompt. | |
Returns: | |
TextPrompt: The generated text prompt. | |
Raises: | |
KeyError: If failed to generate prompt using the specified | |
:obj:`task_type` and :obj:`key`. | |
""" | |
try: | |
print(task_type, key) | |
return self.task_prompt_template_dict[task_type][key] | |
except KeyError: | |
raise KeyError("Failed to get generate prompt template for " | |
f"task: {task_type.value} from key: {key}.") | |
def get_system_prompt( | |
self, | |
task_type: TaskType, | |
role_type: RoleType, | |
) -> TextPrompt: | |
r"""Generates a text prompt for the system role, using the specified | |
:obj:`task_type` and :obj:`role_type`. | |
Args: | |
task_type (TaskType): The type of task. | |
role_type (RoleType): The type of role, either "USER" or | |
"ASSISTANT". | |
Returns: | |
TextPrompt: The generated text prompt. | |
Raises: | |
KeyError: If failed to generate prompt using the specified | |
:obj:`task_type` and :obj:`role_type`. | |
""" | |
try: | |
return self.get_prompt_from_key(task_type, role_type) | |
except KeyError: | |
prompt = "You are a helpful assistant." | |
warnings.warn("Failed to get system prompt template for " | |
f"task: {task_type.value}, role: {role_type.value}. " | |
f"Set template to: {prompt}") | |
return TextPrompt(prompt) | |
def get_generate_tasks_prompt( | |
self, | |
task_type: TaskType, | |
) -> TextPrompt: | |
r"""Gets the prompt for generating tasks for a given task type. | |
Args: | |
task_type (TaskType): The type of the task. | |
Returns: | |
TextPrompt: The generated prompt for generating tasks. | |
""" | |
return self.get_prompt_from_key(task_type, "generate_tasks") | |
def get_task_specify_prompt( | |
self, | |
task_type: TaskType, | |
) -> TextPrompt: | |
r"""Gets the prompt for specifying a task for a given task type. | |
Args: | |
task_type (TaskType): The type of the task. | |
Returns: | |
TextPrompt: The generated prompt for specifying a task. | |
""" | |
return self.get_prompt_from_key(task_type, "task_specify_prompt") | |