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guardrails.py
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189 lines (162 loc) · 6.22 KB
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from __future__ import annotations
import asyncio
from typing import Any
from ..agent import Agent
from ..exceptions import InputGuardrailTripwireTriggered, OutputGuardrailTripwireTriggered
from ..guardrail import (
InputGuardrail,
InputGuardrailResult,
OutputGuardrail,
OutputGuardrailResult,
)
from ..items import TResponseInputItem
from ..result import RunResultStreaming
from ..run_context import RunContextWrapper, TContext
from ..tracing import Span, SpanError, guardrail_span
from ..util import _error_tracing
__all__ = [
"run_single_input_guardrail",
"run_single_output_guardrail",
"run_input_guardrails_with_queue",
"run_input_guardrails",
"run_output_guardrails",
"input_guardrail_tripwire_triggered_for_stream",
]
async def run_single_input_guardrail(
agent: Agent[Any],
guardrail: InputGuardrail[TContext],
input: str | list[TResponseInputItem],
context: RunContextWrapper[TContext],
) -> InputGuardrailResult:
with guardrail_span(guardrail.get_name()) as span_guardrail:
result = await guardrail.run(agent, input, context)
span_guardrail.span_data.triggered = result.output.tripwire_triggered
return result
async def run_single_output_guardrail(
guardrail: OutputGuardrail[TContext],
agent: Agent[Any],
agent_output: Any,
context: RunContextWrapper[TContext],
) -> OutputGuardrailResult:
with guardrail_span(guardrail.get_name()) as span_guardrail:
result = await guardrail.run(agent=agent, agent_output=agent_output, context=context)
span_guardrail.span_data.triggered = result.output.tripwire_triggered
return result
async def run_input_guardrails_with_queue(
agent: Agent[Any],
guardrails: list[InputGuardrail[TContext]],
input: str | list[TResponseInputItem],
context: RunContextWrapper[TContext],
streamed_result: RunResultStreaming,
parent_span: Span[Any],
) -> None:
"""Run guardrails concurrently and stream results into the queue."""
queue = streamed_result._input_guardrail_queue
guardrail_tasks = [
asyncio.create_task(run_single_input_guardrail(agent, guardrail, input, context))
for guardrail in guardrails
]
guardrail_results = []
try:
for done in asyncio.as_completed(guardrail_tasks):
result = await done
guardrail_results.append(result)
if result.output.tripwire_triggered:
streamed_result.input_guardrail_results = (
streamed_result.input_guardrail_results + guardrail_results
)
guardrail_results = []
streamed_result._triggered_input_guardrail_result = result
queue.put_nowait(result)
for t in guardrail_tasks:
t.cancel()
await asyncio.gather(*guardrail_tasks, return_exceptions=True)
_error_tracing.attach_error_to_span(
parent_span,
SpanError(
message="Guardrail tripwire triggered",
data={
"guardrail": result.guardrail.get_name(),
"type": "input_guardrail",
},
),
)
break
queue.put_nowait(result)
except Exception:
for t in guardrail_tasks:
t.cancel()
raise
streamed_result.input_guardrail_results = (
streamed_result.input_guardrail_results + guardrail_results
)
async def run_input_guardrails(
agent: Agent[Any],
guardrails: list[InputGuardrail[TContext]],
input: str | list[TResponseInputItem],
context: RunContextWrapper[TContext],
) -> list[InputGuardrailResult]:
"""Run input guardrails concurrently and raise on tripwires."""
if not guardrails:
return []
guardrail_tasks = [
asyncio.create_task(run_single_input_guardrail(agent, guardrail, input, context))
for guardrail in guardrails
]
guardrail_results: list[InputGuardrailResult] = []
for done in asyncio.as_completed(guardrail_tasks):
result = await done
if result.output.tripwire_triggered:
for t in guardrail_tasks:
t.cancel()
await asyncio.gather(*guardrail_tasks, return_exceptions=True)
_error_tracing.attach_error_to_current_span(
SpanError(
message="Guardrail tripwire triggered",
data={"guardrail": result.guardrail.get_name()},
)
)
raise InputGuardrailTripwireTriggered(result)
guardrail_results.append(result)
return guardrail_results
async def run_output_guardrails(
guardrails: list[OutputGuardrail[TContext]],
agent: Agent[TContext],
agent_output: Any,
context: RunContextWrapper[TContext],
) -> list[OutputGuardrailResult]:
"""Run output guardrails in parallel and raise on tripwires."""
if not guardrails:
return []
guardrail_tasks = [
asyncio.create_task(run_single_output_guardrail(guardrail, agent, agent_output, context))
for guardrail in guardrails
]
guardrail_results: list[OutputGuardrailResult] = []
for done in asyncio.as_completed(guardrail_tasks):
result = await done
if result.output.tripwire_triggered:
for t in guardrail_tasks:
t.cancel()
_error_tracing.attach_error_to_current_span(
SpanError(
message="Guardrail tripwire triggered",
data={"guardrail": result.guardrail.get_name()},
)
)
raise OutputGuardrailTripwireTriggered(result)
guardrail_results.append(result)
return guardrail_results
async def input_guardrail_tripwire_triggered_for_stream(
streamed_result: RunResultStreaming,
) -> bool:
"""Return True if any input guardrail triggered during a streamed run."""
task = streamed_result._input_guardrails_task
if task is None:
return False
if not task.done():
await task
return any(
guardrail_result.output.tripwire_triggered
for guardrail_result in streamed_result.input_guardrail_results
)