API Reference

pyrit.analytics

ConversationAnalytics

Handles analytics operations on conversation data, such as finding similar chat messages based on conversation history or embedding similarity.

pyrit.auth

This module contains authentication functionality for a variety of services.

Authenticator	Abstract base class for authenticators.
AzureAuth	Azure CLI Authentication.
AzureStorageAuth	A utility class for Azure Storage authentication, providing methods to generate SAS tokens using user delegation keys.

pyrit.auxiliary_attacks

pyrit.chat_message_normalizer

This module contains the functionality to normalize chat messages into compatible formats for targets.

ChatMessageNormalizer
ChatMessageNop	A no-op chat message normalizer that does not modify the input messages.
GenericSystemSquash
ChatMessageNormalizerChatML	A chat message normalizer that converts a list of chat messages to a ChatML string.
ChatMessageNormalizerTokenizerTemplate	This class enables you to apply the chat template stored in a Hugging Face tokenizer to a list of chat messages.

pyrit.cli

This module provides command-line interface functionalities for PyRIT. The CLI module is currently experimental.

pyrit.common

This module contains common utilities for PyRIT.

combine_dict	Combines two dictionaries containing string keys and values into one.
combine_list	Combines two lists containing string keys, keeping only unique values.
convert_local_image_to_data_url	Converts a local image file to a data URL encoded in base64.
display_image_response	Displays response images if running in notebook environment.
download_chunk	Download a chunk of the file with a specified byte range.
download_file	Download a file in multiple segments (splits) using byte-range requests.
download_files	Download multiple files with parallel downloads and segmented downloading.
download_specific_files	Downloads specific files from a Hugging Face model repository.
get_available_files	Fetches available files for a model from the Hugging Face repository.
get_httpx_client	Get the httpx client for making requests.
get_non_required_value	Gets a non-required value from an environment variable or a passed value, prefering the passed value.
get_random_indices	Generate a list of random indices based on the specified proportion of a given size.
get_required_value	Gets a required value from an environment variable or a passed value, prefering the passed value
initialize_pyrit	Initializes PyRIT with the provided memory instance and loads environment files.
is_in_ipython_session	Determines if the code is running in an IPython session.
make_request_and_raise_if_error_async	Make a request and raise an exception if it fails.
print_chat_messages_with_color	Print chat messages with color to console.
Singleton	A metaclass for creating singleton classes.
YamlLoadable	Abstract base class for objects that can be loaded from YAML files.

pyrit.datasets

fetch_adv_bench_dataset	Retrieve AdvBench examples enhanced with categories from a collaborative and human-centered harms taxonomy.
fetch_aya_redteaming_dataset	Fetch examples from the Aya Red-teaming dataset with optional filtering and create a SeedPromptDataset.
fetch_babelscape_alert_dataset	Fetch the Babelscape/ALERT dataset and create a SeedPromptDataset.
fetch_ccp_sensitive_prompts_dataset	Fetch CCP-sensitive-prompts examples and create a SeedPromptDataset.
fetch_darkbench_dataset	Fetch DarkBench examples and create a SeedPromptDataset.
fetch_decoding_trust_stereotypes_dataset	Fetch DecodingTrust Stereotypes examples and create a SeedPromptDataset.
fetch_equitymedqa_dataset_unique_values	Fetches the EquityMedQA dataset from Hugging Face and returns a SeedPromptDataset.
fetch_examples	Fetch examples from a specified source with caching support.
fetch_forbidden_questions_dataset	Fetch Forbidden question dataset and return it as a SeedPromptDataset
fetch_harmbench_dataset	Fetch HarmBench examples and create a SeedPromptDataset.
fetch_librAI_do_not_answer_dataset	Fetch the LibrAI 'Do Not Answer' dataset and return it as a SeedPromptDataset.
fetch_llm_latent_adversarial_training_harmful_dataset
fetch_many_shot_jailbreaking_dataset	Fetch many-shot jailbreaking dataset from a specified source.
fetch_mlcommons_ailuminate_demo_dataset	Fetch examples from AILuminate v1.0 DEMO Prompt Set and create a SeedPromptDataset.
fetch_multilingual_vulnerability_dataset	Fetch multilingual vulnerability examples from "A Framework to Assess Multilingual Vulnerabilities of LLMs" and create a SeedPromptDataset.
fetch_pku_safe_rlhf_dataset	Fetch PKU-SafeRLHF examples and create a SeedPromptDataset.
fetch_seclists_bias_testing_dataset	Fetch SecLists AI LLM Bias Testing examples from a specified source and create a SeedPromptDataset.
fetch_sosbench_dataset	Fetch SOSBench dataset and create a SeedPromptDataset.
fetch_tdc23_redteaming_dataset	Fetch TDC23-RedTeaming examples and create a SeedPromptDataset.
fetch_wmdp_dataset	Fetch WMDP examples and create a QuestionAnsweringDataset.
fetch_xstest_dataset	Fetch XSTest examples and create a SeedPromptDataset.

pyrit.embedding

AzureTextEmbedding
OpenAiTextEmbedding

pyrit.exceptions

BadRequestException	Exception class for bad client requests.
EmptyResponseException	Exception class for empty response errors.
handle_bad_request_exception
InvalidJsonException	Exception class for blocked content errors.
MissingPromptPlaceholderException	Exception class for missing prompt placeholder errors.
PyritException
pyrit_json_retry	A decorator to apply retry logic with exponential backoff to a function.
pyrit_target_retry	A decorator to apply retry logic with exponential backoff to a function.
pyrit_placeholder_retry	A decorator to apply retry logic.
RateLimitException	Exception class for authentication errors.
remove_markdown_json	Checks if the response message is in JSON format and removes Markdown formatting if present.

pyrit.memory

AzureSQLMemory	A class to manage conversation memory using Azure SQL Server as the backend database.
CentralMemory	Provides a centralized memory instance across the framework.
DuckDBMemory	A class to manage conversation memory using DuckDB as the backend database.
EmbeddingDataEntry	Represents the embedding data associated with conversation entries in the database.
MemoryInterface	Abstract interface for conversation memory storage systems.
MemoryEmbedding	The MemoryEmbedding class is responsible for encoding the memory embeddings.
MemoryExporter	Handles the export of data to various formats, currently supporting only JSON format.
PromptMemoryEntry	Represents the prompt data.

pyrit.models

ALLOWED_CHAT_MESSAGE_ROLES	Built-in mutable sequence.
AudioPathDataTypeSerializer
AzureBlobStorageIO	Implementation of StorageIO for Azure Blob Storage.
ChatMessage
ChatMessagesDataset	Represents a dataset of chat messages.
ChatMessageRole	alias of Literal['system', 'user', 'assistant']
ChatMessageListDictContent
construct_response_from_request	Constructs a response entry from a request.
DataTypeSerializer	Abstract base class for data type normalizers.
data_serializer_factory	Factory method to create a DataTypeSerializer instance.
DiskStorageIO	Implementation of StorageIO for local disk storage.
EmbeddingData
EmbeddingResponse
EmbeddingSupport
EmbeddingUsageInformation
ErrorDataTypeSerializer
group_conversation_request_pieces_by_sequence	Groups prompt request pieces from the same conversation into PromptRequestResponses.
Identifier
ImagePathDataTypeSerializer
PromptRequestPiece	Represents a piece of a prompt request to a target.
PromptResponse
PromptResponseError	alias of Literal['blocked', 'none', 'processing', 'empty', 'unknown']
PromptDataType	alias of Literal['text', 'image_path', 'audio_path', 'video_path', 'url', 'reasoning', 'error']
PromptRequestResponse	Represents a response to a prompt request.
QuestionAnsweringDataset	Represents a dataset for question answering.
QuestionAnsweringEntry	Represents a question model.
QuestionChoice	Represents a choice for a question.
Score
ScoreType	alias of Literal['true_false', 'float_scale']
SeedPrompt	Represents a seed prompt with various attributes and metadata.
SeedPromptDataset	SeedPromptDataset manages seed prompts plus optional top-level defaults.
SeedPromptGroup	A group of prompts that need to be sent together, along with an objective.
StorageIO	Abstract interface for storage systems (local disk, Azure Storage Account, etc.).
TextDataTypeSerializer
UnvalidatedScore	Score is an object that validates all the fields.

pyrit.orchestrator

CrescendoOrchestrator	The CrescendoOrchestrator class represents an orchestrator that executes the Crescendo attack.
FlipAttackOrchestrator
FuzzerOrchestrator	An orchestrator that explores a variety of jailbreak options via fuzzing.
MultiTurnOrchestrator	The MultiTurnOrchestrator is an interface that coordinates attacks and conversations between a adversarial_chat target and an objective_target.
Orchestrator
OrchestratorResult	The result of an orchestrator.
PAIROrchestrator	This orchestrator implements the Prompt Automatic Iterative Refinement (PAIR) algorithm
PromptSendingOrchestrator
QuestionAnsweringBenchmarkOrchestrator	Question Answering Benchmark Orchestrator for processing multiple choice questions.
RedTeamingOrchestrator
ScoringOrchestrator	This orchestrator scores prompts in a parallelizable and convenient way.
SkeletonKeyOrchestrator	Creates an orchestrator that executes a skeleton key jailbreak.
TreeOfAttacksWithPruningOrchestrator	TreeOfAttacksWithPruningOrchestrator follows the TAP alogrithm to attack a chat target.
XPIAManualProcessingOrchestrator
XPIAOrchestrator
XPIATestOrchestrator

pyrit.prompt_converter

AddImageTextConverter	Adds a string to an image and wraps the text into multiple lines if necessary.
AddImageVideoConverter	Adds an image to a video at a specified position.
AddTextImageConverter	Adds a string to an image and wraps the text into multiple lines if necessary.
AnsiAttackConverter	Generates prompts with ANSI codes to evaluate LLM behavior and system risks.
AsciiArtConverter	Uses the art package to convert text into ASCII art.
AsciiSmugglerConverter	Implements encoding and decoding using Unicode Tags.
AtbashConverter	Encodes text using the Atbash cipher.
AudioFrequencyConverter	Shifts the frequency of an audio file by a specified value.
AzureSpeechAudioToTextConverter	Transcribes a .wav audio file into text using Azure AI Speech service.
AzureSpeechTextToAudioConverter	Generates a wave file from a text prompt using Azure AI Speech service.
Base64Converter	Converter that encodes text to base64 format.
BinaryConverter	Transforms input text into its binary representation with configurable bits per character (8, 16, or 32).
CaesarConverter	Encodes text using the Caesar cipher with a specified offset.
CharacterSpaceConverter	Spaces out the input prompt and removes specified punctuations.
CharSwapConverter	Applies character swapping to words in the prompt to test adversarial textual robustness.
CodeChameleonConverter	Encrypts user prompt, adds stringified decrypt function in markdown and instructions.
ColloquialWordswapConverter	Converts text into colloquial Singaporean context.
ConverterResult	The result of a prompt conversion, containing the converted output and its type.
DenylistConverter	Replaces forbidden words or phrases in a prompt with synonyms using an LLM.
DiacriticConverter	Applies diacritics to specified characters in a string.
EmojiConverter	Converts English text to randomly chosen circle or square character emojis.
FlipConverter	Flips the input text prompt.
FuzzerCrossOverConverter	Uses multiple prompt templates to generate new prompts.
FuzzerExpandConverter	Generates versions of a prompt with new, prepended sentences.
FuzzerRephraseConverter	Generates versions of a prompt with rephrased sentences.
FuzzerShortenConverter	Generates versions of a prompt with shortened sentences.
FuzzerSimilarConverter	Generates versions of a prompt with similar sentences.
HumanInTheLoopConverter	Allows review of each prompt sent to a target before sending it.
ImageCompressionConverter	Compresses images to reduce file size while preserving visual quality.
InsertPunctuationConverter	Inserts punctuation into a prompt to test robustness.
LeetspeakConverter	Converts a string to a leetspeak version.
LLMGenericTextConverter	Represents a generic LLM converter that expects text to be transformed (e.g. no JSON parsing or format).
MaliciousQuestionGeneratorConverter	Generates malicious questions using an LLM.
MathPromptConverter	Converts natural language instructions into symbolic mathematics problems using an LLM.
MorseConverter	Encodes prompts using morse code.
NoiseConverter	Injects noise errors into a conversation using an LLM.
PDFConverter	Converts a text prompt into a PDF file.
PersuasionConverter	Rephrases prompts using a variety of persuasion techniques.
PromptConverter	Base class for converters that transform prompts into a different representation or format.
QRCodeConverter	Converts a text string to a QR code image.
RandomCapitalLettersConverter	Takes a prompt and randomly capitalizes it by a percentage of the total characters.
RepeatTokenConverter	Repeats a specified token a specified number of times in addition to a given prompt.
ROT13Converter	Encodes prompts using the ROT13 cipher.
SearchReplaceConverter	Converts a string by replacing chosen phrase with a new phrase of choice.
SneakyBitsSmugglerConverter	Encodes and decodes text using a bit-level approach.
StringJoinConverter	Converts text by joining its characters with the specified join value.
SuffixAppendConverter	Appends a specified suffix to the prompt.
SuperscriptConverter	Converts text to superscript.
TemplateSegmentConverter	Uses a template to randomly split a prompt into segments defined by the template.
TenseConverter	Converts a conversation to a different tense using an LLM.
TextJailbreakConverter	Uses a jailbreak template to create a prompt.
TextToHexConverter	Converts text to a hexadecimal encoded utf-8 string.
ToneConverter	Converts a conversation to a different tone using an LLM.
ToxicSentenceGeneratorConverter	Generates toxic sentence starters using an LLM.
TranslationConverter	Translates prompts into different languages using an LLM.
UnicodeConfusableConverter	Applies substitutions to words in the prompt to test adversarial textual robustness by replacing characters with visually similar ones.
UnicodeReplacementConverter	Converts a prompt to its unicode representation.
UnicodeSubstitutionConverter	Encodes the prompt using any unicode starting point.
UrlConverter	Converts a prompt to a URL-encoded string.
VariationConverter	Generates variations of the input prompts using the converter target.
VariationSelectorSmugglerConverter	Encodes and decodes text using Unicode Variation Selectors.
ZalgoConverter	Converts text into cursed Zalgo text using combining Unicode marks.
ZeroWidthConverter	Injects zero-width spaces between characters in the provided text to bypass content safety mechanisms.

pyrit.prompt_normalizer

PromptNormalizer
PromptConverterConfiguration	Represents the configuration for a prompt response converter.
NormalizerRequest	Represents a single request sent to normalizer.

pyrit.prompt_target

AzureBlobStorageTarget	The AzureBlobStorageTarget takes prompts, saves the prompts to a file, and stores them as a blob in a provided storage account container.
AzureMLChatTarget
CrucibleTarget
GandalfLevel
GandalfTarget
HTTPTarget	HTTP_Target is for endpoints that do not have an API and instead require HTTP request(s) to send a prompt
HuggingFaceChatTarget	The HuggingFaceChatTarget interacts with HuggingFace models, specifically for conducting red teaming activities.
HuggingFaceEndpointTarget	The HuggingFaceEndpointTarget interacts with HuggingFace models hosted on cloud endpoints.
limit_requests_per_minute	A decorator to enforce rate limit of the target through setting requests per minute.
OpenAICompletionTarget
OpenAIDALLETarget	OpenAI DALL-E Target for generating images from text prompts.
OpenAIChatTarget	This class facilitates multimodal (image and text) input and text output generation
OpenAIResponseTarget	This class enables communication with endpoints that support the OpenAI Response API.
OpenAITTSTarget
OpenAITarget
PromptChatTarget	A prompt chat target is a target where you can explicitly set the conversation history using memory.
PromptShieldTarget	PromptShield is an endpoint which detects the presence of a jailbreak.
PromptTarget
TextTarget	The TextTarget takes prompts, adds them to memory and writes them to io which is sys.stdout by default

pyrit.score

AzureContentFilterScorer
ContentClassifierPaths
CompositeScorer	A scorer that aggregates other true_false scorers using a specified aggregation function.
FloatScaleThresholdScorer	A scorer that applies a threshold to a float scale score to make it a true/false score.
GandalfScorer
HumanInTheLoopScorer	Create scores from manual human input and adds them to the database.
HumanInTheLoopScorerGradio	Create scores from manual human input using Gradio and adds them to the database.
LikertScalePaths
LookBackScorer	Create a score from analyzing the entire conversation and adds them to the database.
MarkdownInjectionScorer
PromptShieldScorer	Returns true if an attack or jailbreak has been detected by Prompt Shield.
QuestionAnswerScorer	A class that represents a question answering scorer.
Scorer	Abstract base class for scorers.
ScoreAggregator	alias of Callable[[Iterable[Score]], ScoreAggregatorResult]
SelfAskCategoryScorer	A class that represents a self-ask score for text classification and scoring.
SelfAskLikertScorer	A class that represents a "self-ask" score for text scoring for a likert scale.
SelfAskRefusalScorer	A self-ask scorer that detects refusal in AI responses.
SelfAskScaleScorer	A class that represents a "self-ask" score for text scoring for a customizable numeric scale.
SelfAskTrueFalseScorer	A class that represents a self-ask true/false for scoring.
SelfAskQuestionAnswerScorer	A class that represents a self-ask question answering scorer.
SubStringScorer	Scorer that checks if a given substring is present in the text.
TrueFalseInverterScorer	A scorer that inverts a true false score.
TrueFalseQuestion	A class that represents a true/false question.
TrueFalseQuestionPaths