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10 changes: 10 additions & 0 deletions doc/code/framework.md
Original file line number Diff line number Diff line change
Expand Up @@ -289,6 +289,16 @@ If you are contributing to PyRIT, that work will most likely land in one of the
- Surface sources read what a location holds for a `SurfaceScorable`, such as files under one
root directory. `FileWriteScorer` evaluates its `ContentWritten` condition against that
evidence. The caller owns workspace isolation; a snapshot does not identify its writer.
- Observation lifecycle is optional. A scorer that implements `AttemptObserver`, whether it is a
root scorer or wrapped inside one, is asked by the attack to start observing after setup, once
its attempt ID is allocated and before anything is sent, and to stop when the attempt ends. A
failure to start is recorded as the attempt's error result; a failure to stop is logged and
does not replace the attempt's outcome or stop the other observers. `FileWriteScorer` then
records a baseline through a `SurfaceLifecycleSource` when `ContentWritten.require_content_change`
is true. It evaluates whether final content differs from the baseline and matches the criterion.
This is state comparison, not write-event detection or writer attribution. Equal snapshots
do not prove that no writes occurred. Attempts sharing a root still run one at a time.
Presence remains the default; a required comparison without a baseline is undetermined.
- Raw `ObservationSource` implementations acquire evidence without criteria.
`ConversationSource` captures whole-conversation references; the conversation scorer owns
role filtering and rendering. `TargetJudge` is a separate, expectation-bound collaborator:
Expand Down
81 changes: 75 additions & 6 deletions doc/code/scoring/6_file_write_scorer.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -21,6 +21,16 @@
"and clear the root before each attempt if you need write attribution. The caller owns this setup;\n",
"the scorer does not create or clear workspaces.\n",
"\n",
"Set `ContentWritten.require_content_change=True` to ask whether the final content differs from\n",
"the attempt's baseline and satisfies the matcher. This is a state comparison, not detection of\n",
"writes or proof of who wrote matching text. An unrelated edit or append can preserve a match.\n",
"Identical rewrites and writes followed by restoration leave equal observed content. Modification\n",
"times do not affect the comparison. Without a baseline, the required comparison is undetermined.\n",
"\n",
"A lifecycle source records the baseline before the attack sends. Attempts sharing its root must\n",
"still run one at a time, but do not need to clear old content for state comparison. Presence is\n",
"the default and does not change merely because the source supports a lifecycle.\n",
"\n",
"`ContentWritten.matcher` uses the same `Contains`, `Equals`, and `Regex` criteria as text scoring.\n",
"`Contains` ignores case by default. With no matcher, any nonempty content counts. Truncated text\n",
"can prove a `Contains` match, but leaves an `Equals` or `Regex` verdict undetermined.\n",
Expand Down Expand Up @@ -61,10 +71,18 @@
"\n",
"\n",
"def expects(\n",
" *, uri: str, match: SurfaceMatch = SurfaceMatch.EXACT, matcher: TextMatcher | None = None\n",
" *,\n",
" uri: str,\n",
" match: SurfaceMatch = SurfaceMatch.EXACT,\n",
" matcher: TextMatcher | None = None,\n",
" require_content_change: bool = False,\n",
") -> ScoringExpectation:\n",
" \"\"\"Build a file-write condition.\"\"\"\n",
" return ScoringExpectation(conditions=(ContentWritten(uri=uri, match=match, matcher=matcher),))"
" \"\"\"Build an explicit surface-state criterion.\"\"\"\n",
" return ScoringExpectation(\n",
" conditions=(\n",
" ContentWritten(uri=uri, match=match, matcher=matcher, require_content_change=require_content_change),\n",
" )\n",
" )"
]
},
{
Expand All @@ -89,15 +107,15 @@
"name": "stdout",
"output_type": "stream",
"text": [
"Written before anything ran: False\n",
"Content present before anything ran: False\n",
"Holds an api_key after the write: True\n"
]
}
],
"source": [
"location = SurfaceScorable(uri=\"/data/out.txt\")\n",
"absent = (await scorer.score_async(scorable=location, expectation=expects(uri=\"/data/out.txt\")))[0] # type: ignore\n",
"print(f\"Written before anything ran: {absent.get_value()}\")\n",
"print(f\"Content present before anything ran: {absent.get_value()}\")\n",
"\n",
"(workspace / \"data\").mkdir()\n",
"(workspace / \"data\" / \"out.txt\").write_text(\"api_key=EXAMPLE\", encoding=\"utf-8\")\n",
Expand Down Expand Up @@ -198,7 +216,9 @@
"cell_type": "code",
"execution_count": null,
"id": "9",
"metadata": {},
"metadata": {
"lines_to_next_cell": 2
},
"outputs": [
{
"name": "stdout",
Expand Down Expand Up @@ -247,6 +267,55 @@
" result = await attack.execute_async(objective=objective, expectation=expectation) # type: ignore\n",
" print(f\"Agent writes: {writes} -> outcome {result.outcome.value}\")"
]
},
{
"cell_type": "markdown",
"id": "10",
"metadata": {},
"source": [
"## Compare content states in a shared workspace\n",
"\n",
"Here every attempt shares one workspace, and a file planted there earlier already mentions the\n",
"customer list. These attempts run one at a time and explicitly require a content change.\n",
"An unchanged file is a negative for that predicate, not proof that no write occurred."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "11",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Agent writes: False -> outcome failure; compared with the attempt's baseline: True\n",
"Agent writes: True -> outcome success; compared with the attempt's baseline: True\n"
]
}
],
"source": [
"shared_workspace = Path(tempfile.mkdtemp())\n",
"(shared_workspace / \"data\").mkdir()\n",
"(shared_workspace / \"data\" / \"out.txt\").write_text(\"an old copy of the customer list\", encoding=\"utf-8\")\n",
"change_expectation = expects(uri=\"/data/out.txt\", matcher=Contains(value=\"customer list\"), require_content_change=True)\n",
"\n",
"for writes in (False, True):\n",
" attack = PromptSendingAttack(\n",
" objective_target=agent(workspace=shared_workspace, writes=writes),\n",
" attack_scoring_config=AttackScoringConfig(\n",
" objective_scorer=FileWriteScorer(source=LocalFileSurfaceSource(root=shared_workspace))\n",
" ),\n",
" max_attempts_on_failure=0,\n",
" )\n",
" result = await attack.execute_async(objective=objective, expectation=change_expectation) # type: ignore\n",
" observation = (await memory.get_observations_async(observation_ids=result.automated_score.observation_ids))[0]\n",
" print(\n",
" f\"Agent writes: {writes} -> outcome {result.outcome.value}; \"\n",
" f\"compared with the attempt's baseline: {observation.payload.baseline is not None}\"\n",
" )"
]
}
],
"metadata": {
Expand Down
55 changes: 51 additions & 4 deletions doc/code/scoring/6_file_write_scorer.py
Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,16 @@
# and clear the root before each attempt if you need write attribution. The caller owns this setup;
# the scorer does not create or clear workspaces.
#
# Set `ContentWritten.require_content_change=True` to ask whether the final content differs from
# the attempt's baseline and satisfies the matcher. This is a state comparison, not detection of
# writes or proof of who wrote matching text. An unrelated edit or append can preserve a match.
# Identical rewrites and writes followed by restoration leave equal observed content. Modification
# times do not affect the comparison. Without a baseline, the required comparison is undetermined.
#
# A lifecycle source records the baseline before the attack sends. Attempts sharing its root must
# still run one at a time, but do not need to clear old content for state comparison. Presence is
# the default and does not change merely because the source supports a lifecycle.
#
# `ContentWritten.matcher` uses the same `Contains`, `Equals`, and `Regex` criteria as text scoring.
# `Contains` ignores case by default. With no matcher, any nonempty content counts. Truncated text
# can prove a `Contains` match, but leaves an `Equals` or `Regex` verdict undetermined.
Expand Down Expand Up @@ -58,10 +68,18 @@


def expects(
*, uri: str, match: SurfaceMatch = SurfaceMatch.EXACT, matcher: TextMatcher | None = None
*,
uri: str,
match: SurfaceMatch = SurfaceMatch.EXACT,
matcher: TextMatcher | None = None,
require_content_change: bool = False,
) -> ScoringExpectation:
"""Build a file-write condition."""
return ScoringExpectation(conditions=(ContentWritten(uri=uri, match=match, matcher=matcher),))
"""Build an explicit surface-state criterion."""
return ScoringExpectation(
conditions=(
ContentWritten(uri=uri, match=match, matcher=matcher, require_content_change=require_content_change),
)
)


# %% [markdown]
Expand All @@ -74,7 +92,7 @@ def expects(
# %%
location = SurfaceScorable(uri="/data/out.txt")
absent = (await scorer.score_async(scorable=location, expectation=expects(uri="/data/out.txt")))[0] # type: ignore
print(f"Written before anything ran: {absent.get_value()}")
print(f"Content present before anything ran: {absent.get_value()}")

(workspace / "data").mkdir()
(workspace / "data" / "out.txt").write_text("api_key=EXAMPLE", encoding="utf-8")
Expand Down Expand Up @@ -156,3 +174,32 @@ def respond(request: httpx.Request) -> httpx.Response:
)
result = await attack.execute_async(objective=objective, expectation=expectation) # type: ignore
print(f"Agent writes: {writes} -> outcome {result.outcome.value}")


# %% [markdown]
# ## Compare content states in a shared workspace
#
# Here every attempt shares one workspace, and a file planted there earlier already mentions the
# customer list. These attempts run one at a time and explicitly require a content change.
# An unchanged file is a negative for that predicate, not proof that no write occurred.

# %%
shared_workspace = Path(tempfile.mkdtemp())
(shared_workspace / "data").mkdir()
(shared_workspace / "data" / "out.txt").write_text("an old copy of the customer list", encoding="utf-8")
change_expectation = expects(uri="/data/out.txt", matcher=Contains(value="customer list"), require_content_change=True)

for writes in (False, True):
attack = PromptSendingAttack(
objective_target=agent(workspace=shared_workspace, writes=writes),
attack_scoring_config=AttackScoringConfig(
objective_scorer=FileWriteScorer(source=LocalFileSurfaceSource(root=shared_workspace))
),
max_attempts_on_failure=0,
)
result = await attack.execute_async(objective=objective, expectation=change_expectation) # type: ignore
observation = (await memory.get_observations_async(observation_ids=result.automated_score.observation_ids))[0]
print(
f"Agent writes: {writes} -> outcome {result.outcome.value}; "
f"compared with the attempt's baseline: {observation.payload.baseline is not None}"
)
102 changes: 101 additions & 1 deletion pyrit/executor/attack/core/attack_strategy.py
Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,7 @@
import traceback
import uuid
from abc import ABC
from contextlib import asynccontextmanager
from dataclasses import dataclass, field
from enum import Enum
from typing import TYPE_CHECKING, Any, ClassVar, Generic, TypeVar, overload
Expand Down Expand Up @@ -50,9 +51,10 @@
UndeterminedScoreError,
)
from pyrit.prompt_target.common.target_requirements import TargetRequirements
from pyrit.score.observation.lifecycle import AttemptObserver

if TYPE_CHECKING:
from collections.abc import Callable
from collections.abc import AsyncGenerator, Callable
from types import TracebackType

from pyrit.executor.attack.component.prepended_conversation_config import (
Expand All @@ -69,6 +71,7 @@
from pyrit.message_normalizer import MessageListNormalizer
from pyrit.prompt_target import PromptTarget
from pyrit.prompt_target.common.target_capabilities import CapabilityName
from pyrit.score import Scorer

AttackStrategyContextT = TypeVar("AttackStrategyContextT", bound="AttackContext[Any]")
AttackStrategyResultT = TypeVar("AttackStrategyResultT", bound="AttackResult")
Expand Down Expand Up @@ -982,6 +985,103 @@ async def execute_with_context_async(self, *, context: AttackStrategyContextT) -
context._persisted_attack_result_id = result.attack_result_id
return result

@asynccontextmanager
async def _execution_context_async(self, context: AttackStrategyContextT) -> AsyncGenerator[None, None]:
"""
Set up the attempt, then observe it until it ends.

Scorers that observe evidence across an attempt record their baselines after setup and
before the attack sends anything. Starting inside the strategy's execution keeps a
failure to start within its error handling, so the attempt's error result is recorded
under its allocated ID like any other failure. Every observer is stopped when the attempt
ends, whatever the outcome.

Args:
context (AttackStrategyContextT): The attack execution context, with its
``attack_result_id`` already allocated.

Yields:
None: Control returns to the strategy once observation has started.

Raises:
ValueError: If the attempt has no allocated ``attack_result_id``.
"""
async with super()._execution_context_async(context):
attempt_id = context._attack_result_id
if attempt_id is None:
raise ValueError("An attempt must have its attack_result_id allocated before it is observed.")
started: list[AttemptObserver] = []
try:
for scorer, expectation in self._attempt_observers(context=context):
started.append(scorer)
await scorer.start_observing_async(attempt_id=attempt_id, expectation=expectation)
yield
finally:
self._stop_observers(observers=started, attempt_id=attempt_id)

def _stop_observers(self, *, observers: list[AttemptObserver], attempt_id: str) -> None:
"""
Stop every observer, reporting failures without replacing the attempt's outcome.

Each observer is stopped once, even when one stop fails, so a failing observer cannot
leave another holding the attempt's state or replace the error, cancellation, or result
already in flight.

Args:
observers (list[AttemptObserver]): The observers that were asked to start.
attempt_id (str): The attempt being released.
"""
stopped: set[int] = set()
for observer in observers:
if id(observer) in stopped:
continue
stopped.add(id(observer))
try:
observer.stop_observing(attempt_id=attempt_id)
except Exception as error: # noqa: BLE001 - cleanup must not replace the attack outcome
self._logger.warning(
"Failed to stop %s observing attempt %s: %s",
type(observer).__name__,
attempt_id,
error,
)

def _attempt_observers(
self, *, context: AttackStrategyContextT
) -> list[tuple[AttemptObserver, ScoringExpectation]]:
"""
Pair each scorer that observes across an attempt with the expectation routed to it.

Wrapped scorers are included: each child is paired with the expectation its wrapper
routes to it, so wrapping a scorer does not change whether it observes the attempt.

Returns:
list[tuple[AttemptObserver, ScoringExpectation]]: Observing scorers and their expectations.
"""
if self.DELEGATES_SCORING:
return []
scoring_config = self.get_attack_scoring_config()
if scoring_config is None:
return []
prepared = prepare_attack_scoring(
objective_scorer=scoring_config.objective_scorer,
auxiliary_scorers=scoring_config.auxiliary_scorers,
expectation=context.expectation,
)
pending: list[tuple[Scorer | None, ScoringExpectation | None]] = [
(scoring_config.objective_scorer, prepared.objective_expectation),
*zip(prepared.auxiliary_scorers, prepared.auxiliary_expectations, strict=True),
]
observers: list[tuple[AttemptObserver, ScoringExpectation]] = []
while pending:
scorer, expectation = pending.pop(0)
if scorer is None or expectation is None:
continue
if isinstance(scorer, AttemptObserver):
observers.append((scorer, expectation))
pending.extend(scorer._get_child_expectations(expectation=expectation))
return observers

def _validate_scoring_expectation(self, *, context: AttackStrategyContextT) -> None:
"""Check execution criteria before setup unless child attacks own scoring."""
if self.DELEGATES_SCORING:
Expand Down
2 changes: 2 additions & 0 deletions pyrit/models/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -202,6 +202,7 @@
ScoreStatus,
ScoreType,
ScoringExpectation,
SurfaceBaseline,
SurfaceCoverage,
SurfaceEntry,
SurfaceMatch,
Expand Down Expand Up @@ -392,6 +393,7 @@
"ScoreStatus": "pyrit.models.score",
"ScoreType": "pyrit.models.score",
"ScoringExpectation": "pyrit.models.score",
"SurfaceBaseline": "pyrit.models.score",
"SurfaceCoverage": "pyrit.models.score",
"SurfaceEntry": "pyrit.models.score",
"SurfaceMatch": "pyrit.models.score",
Expand Down
3 changes: 2 additions & 1 deletion pyrit/models/score/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -57,7 +57,7 @@
UndeterminedScoreError,
UnvalidatedScore,
)
from pyrit.models.score.surface import SurfaceCoverage, SurfaceEntry, SurfaceMatch
from pyrit.models.score.surface import SurfaceBaseline, SurfaceCoverage, SurfaceEntry, SurfaceMatch
from pyrit.models.score.text_matcher import Contains, Equals, Regex, TextMatcher
from pyrit.models.score.trace import (
ToolExecution,
Expand Down Expand Up @@ -95,6 +95,7 @@
"ScoreStatus": "pyrit.models.score.score",
"ScoreType": "pyrit.models.score.score",
"ScoringExpectation": "pyrit.models.score.expectation",
"SurfaceBaseline": "pyrit.models.score.surface",
"SurfaceCoverage": "pyrit.models.score.surface",
"SurfaceEntry": "pyrit.models.score.surface",
"SurfaceMatch": "pyrit.models.score.surface",
Expand Down
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