Source code for pyrit.models.seed_prompt_group

# Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.

from __future__ import annotations

import logging
import uuid
from collections import defaultdict
from typing import Any, Dict, Sequence, Union

from pyrit.common.yaml_loadable import YamlLoadable
from pyrit.models.seed_prompt import SeedPrompt

logger = logging.getLogger(__name__)


[docs] class SeedPromptGroup(YamlLoadable): """ A group of prompts that need to be sent together, along with an objective. This can include multiturn and multimodal prompts. This class is useful when a target requires multiple prompt pieces to be grouped and sent together. All prompts in the group should share the same `prompt_group_id`. """ prompts: Sequence[SeedPrompt]
[docs] def __init__( self, *, prompts: Union[Sequence[SeedPrompt], Sequence[Dict[str, Any]]], ): if not prompts: raise ValueError("SeedPromptGroup cannot be empty.") self.prompts = [] for prompt in prompts: if isinstance(prompt, SeedPrompt): self.prompts.append(prompt) elif isinstance(prompt, dict): self.prompts.append(SeedPrompt(**prompt)) self._enforce_consistent_group_id() self._enforce_consistent_role() # Check sequence and sort the prompts in the same loop if len(self.prompts) >= 1: self.prompts = sorted( self.prompts, key=lambda prompt: prompt.sequence if prompt.sequence is not None else 0 )
[docs] def render_template_value(self, **kwargs): """Renders self.value as a template, applying provided parameters in kwargs Args: kwargs:Key-value pairs to replace in the SeedPromptGroup value. Returns: None Raises: ValueError: If parameters are missing or invalid in the template. """ for prompt in self.prompts: prompt.value = prompt.render_template_value(**kwargs)
def _enforce_consistent_group_id(self): """ Ensures that if any of the prompts already have a group ID set, they share the same ID. If none have a group ID set, assign a new UUID to all prompts. Raises: ValueError: If multiple different group IDs exist among the prompts. """ existing_group_ids = {prompt.prompt_group_id for prompt in self.prompts if prompt.prompt_group_id is not None} if len(existing_group_ids) > 1: # More than one distinct group ID found among prompts. raise ValueError("Inconsistent group IDs found across prompts.") elif len(existing_group_ids) == 1: # Exactly one group ID is set; apply it to all. group_id = existing_group_ids.pop() for prompt in self.prompts: prompt.prompt_group_id = group_id else: # No group IDs set; generate a fresh one and assign it to all. new_group_id = uuid.uuid4() for prompt in self.prompts: prompt.prompt_group_id = new_group_id def _enforce_consistent_role(self): """ Ensures that all prompts in the group that share a sequence have a consistent role. If no roles are set, all prompts will be assigned the default 'user' role. If only one prompt in a sequence has a role, all prompts will be assigned that role. Roles must be set if there is more than one sequence and within a sequence all roles must be consistent. Raises: ValueError: If multiple different roles are found across prompts in the group or if no roles are set in a multi-sequence group. """ # groups the prompts according to their sequence grouped_prompts = defaultdict(list) for prompt in self.prompts: if prompt.sequence not in grouped_prompts: grouped_prompts[prompt.sequence] = [] grouped_prompts[prompt.sequence].append(prompt) num_sequences = len(grouped_prompts) for sequence, prompts in grouped_prompts.items(): roles = {prompt.role for prompt in prompts if prompt.role is not None} if not len(roles) and num_sequences > 1: raise ValueError( f"No roles set for sequence {sequence} in a multi-sequence group. " "Please ensure at least one prompt within a sequence has an assigned role." ) if len(roles) > 1: raise ValueError(f"Inconsistent roles found for sequence {sequence}: {roles}") role = roles.pop() if len(roles) else "user" for prompt in prompts: prompt.role = role
[docs] def is_single_request(self) -> bool: unique_sequences = {prompt.sequence for prompt in self.prompts} return len(unique_sequences) <= 1
[docs] def is_single_part_single_text_request(self) -> bool: return len(self.prompts) == 1 and self.prompts[0].data_type == "text"
def __repr__(self): return f"<SeedPromptGroup(prompts={len(self.prompts)} prompts)>"