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Asynchronous behavior is generally useful in LLM applications. It allows multiple, long-running LLM requests to execute at once. With streaming, you can make non-blocking, iterative validations over each stream as chunks arrive. This document explores how to implement this behavior using the Guardrails framework. Note: learn more about streaming here. 
# Few imports and global variables
from rich import print
import guardrails as gd
from IPython.display import clear_output
import time

​
Setup

Install the necessary validators from Guardrails hub in your CLI. 
!guardrails hub install hub://guardrails/competitor_check
Create the Guard object

​
Async Streaming

from guardrails.hub import CompetitorCheck
prompt = "Tell me about the Apple Iphone"
guard = gd.AsyncGuard().use(CompetitorCheck, ["Apple"])
Example 1: No async streaming
By default, the stream parameter is set to False. We will use LiteLLM to make our LLM calls. 
# Wrap the litellm OpenAI API call with the `guard` object
raw_llm_output, validated_output, *rest = await guard(
    model="gpt-3.5-turbo",
    messages=[{"role": "system", "content": prompt}],
    max_tokens=1024,
    temperature=0.3,
)

# Let's see the logs
print(guard.history.last.tree)
Screenshot2026 02 02220651
Example 2: Async Streaming
Set the stream parameter to True 
# Wrap the litellm OpenAI API call with the `guard` object
fragment_generator = await guard(
    model="gpt-3.5-turbo",
    messages=[{"role": "user", "content": prompt}],
    max_tokens=1024,
    temperature=0,
    stream=True,
)

async for op in fragment_generator:
    clear_output(wait=True)
    print(op)
    time.sleep(0.5)

ValidationOutcome(
    call_id='14626972736',
    raw_llm_output='Overall, the iPhone is known for its user-friendly interface, high-quality build, and strong 
ecosystem of apps and services, making it a popular choice for consumers around the world.',
    validation_summaries=[],
    validated_output='

Overall, the iPhone is known for its user-friendly interface, high-quality build, and 
strong ecosystem of apps and services, making it a popular choice for consumers around the world.',
    reask=None,
    validation_passed=True,
    error=None
)

# Let's see the logs
print(guard.history.last)

Call(
    id='14626972736',
    iterations=[
        Iteration(
            id='14626976016',
            index=0,
            call_id='14626972736',
            inputs=Inputs(
                llm_api=<guardrails.llm_providers.AsyncLiteLLMCallable object at 0x3677adbe0>,
                llm_output=None,
                instructions=None,
                prompt=None,
                messages=[{'role': 'user', 'content': Prompt(Tell me about the Apple Iphone)}],
                msg_history=None,
                prompt_params={},
                num_reasks=1,
                metadata={},
                full_schema_reask=False,
                stream=True
            ),
            outputs=Outputs(
                llm_response_info=LLMResponse(
                    prompt_token_count=None,
                    response_token_count=None,
                    output='',
                    stream_output=None,
                    async_stream_output=<openai.AsyncStream object at 0x3652e6c30>
                ),
                raw_output='',
                parsed_output='',
                validation_response='',
                guarded_output=None,
                reasks=[],
                validator_logs=[
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='',
                        value_after_validation='',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 595984),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 596421)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='The',
                        value_after_validation='The',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 596686),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 596991)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' Apple',
                        value_after_validation=' Apple',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 614475),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 614755)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' iPhone',
                        value_after_validation=' iPhone',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 614961),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 615218)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' is',
                        value_after_validation=' is',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 615430),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 615682)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' a',
                        value_after_validation=' a',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 670812),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 671218)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' line',
                        value_after_validation=' line',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 671481),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 671803)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' of',
                        value_after_validation=' of',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 672055),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 672344)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' smartphones',
                        value_after_validation=' smartphones',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 706919),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 707343)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' designed',
                        value_after_validation=' designed',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 707646),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 708033)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' and',
                        value_after_validation=' and',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 708288),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 708584)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' marketed',
                        value_after_validation=' marketed',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 810433),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 811526)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' by',
                        value_after_validation=' by',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 812094),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 812644)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' Apple',
                        value_after_validation=' Apple',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 812958),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 813405)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' Inc',
                        value_after_validation=' Inc',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 886235),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 887491)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='.',
                        value_after_validation='.',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk='The Apple iPhone is a line of smartphones designed and marketed by 
Apple Inc.'
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 10, 888166),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 305913)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' It',
                        value_after_validation=' It',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 816172),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 817005)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' was',
                        value_after_validation=' was',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 817395),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 817899)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' first',
                        value_after_validation=' first',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 818301),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 818756)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' introduced',
                        value_after_validation=' introduced',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 819227),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 819594)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' in',
                        value_after_validation=' in',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 819870),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 820214)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' ',
                        value_after_validation=' ',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 820882),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 821200)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='200',
                        value_after_validation='200',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 821467),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 821787)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='7',
                        value_after_validation='7',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 822038),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 822317)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' by',
                        value_after_validation=' by',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 822545),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 822900)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' then',
                        value_after_validation=' then',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 823309),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 823665)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='-',
                        value_after_validation='-',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 823893),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 824182)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='CEO',
                        value_after_validation='CEO',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 824407),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 824704)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' Steve',
                        value_after_validation=' Steve',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825043),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825329)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' Jobs',
                        value_after_validation=' Jobs',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825568),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 825864)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=',',
                        value_after_validation=',',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826095),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826378)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' and',
                        value_after_validation=' and',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826677),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 826972)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' has',
                        value_after_validation=' has',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 827196),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 11, 827470)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' since',
                        value_after_validation=' since',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
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',
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',
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'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 218681),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 218914)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' Mac',
                        value_after_validation=' Mac',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219115),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219353)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' computers',
                        value_after_validation=' computers',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219551),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219780)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='.

',
                        value_after_validation='.

',
                        validation_result=FailResult(
                            outcome='fail',
                            error_message='Found the following competitors: Apple. Please avoid naming those 
competitors next time',
                            fix_value=' The iPhone also integrates seamlessly with other [COMPETITOR] products, 
such as the [COMPETITOR] Watch, AirPods, and Mac computers.',
                            error_spans=[
                                ErrorSpan(start=50, end=55, reason='Competitor was found: Apple'),
                                ErrorSpan(start=78, end=83, reason='Competitor was found: Apple'),
                                ErrorSpan(start=50, end=55, reason='Competitor was found: Apple'),
                                ErrorSpan(start=78, end=83, reason='Competitor was found: Apple')
                            ],
                            metadata=None,
                            validated_chunk=' The iPhone also integrates seamlessly with other Apple products, such
as the Apple Watch, AirPods, and Mac computers.'
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 219981),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 15, 520706)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='Overall',
                        value_after_validation='Overall',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 29878),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 30861)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=',',
                        value_after_validation=',',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 31289),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 32043)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' the',
                        value_after_validation=' the',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 32525),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 33024)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' iPhone',
                        value_after_validation=' iPhone',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 33363),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 33884)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' is',
                        value_after_validation=' is',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 34303),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 34809)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' known',
                        value_after_validation=' known',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 35268),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 35631)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' for',
                        value_after_validation=' for',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 35885),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 36176)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' its',
                        value_after_validation=' its',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 36421),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 36720)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' user',
                        value_after_validation=' user',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 37066),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 37434)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='-friendly',
                        value_after_validation='-friendly',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 37763),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 38128)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' interface',
                        value_after_validation=' interface',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 38406),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 38723)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=',',
                        value_after_validation=',',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39117),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39430)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' high',
                        value_after_validation=' high',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39654),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 39952)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='-quality',
                        value_after_validation='-quality',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40103),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40288)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' build',
                        value_after_validation=' build',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40487),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 40785)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=',',
                        value_after_validation=',',
                        validation_result=PassResult(
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                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41058),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41353)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' and',
                        value_after_validation=' and',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41578),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 41846)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' strong',
                        value_after_validation=' strong',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42080),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42504)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' ecosystem',
                        value_after_validation=' ecosystem',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42725),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 42987)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' of',
                        value_after_validation=' of',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 43306),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 43610)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' apps',
                        value_after_validation=' apps',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 43840),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44108)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
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                        value_after_validation=' and',
                        validation_result=PassResult(
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                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
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                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44332),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44601)
                    ),
                    ValidatorLogs(
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                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation=' services',
                        value_after_validation=' services',
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                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 44889),
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                            validated_chunk=None
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                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 45388),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 45662)
                    ),
                    ValidatorLogs(
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                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
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                            validated_chunk=None
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                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 45890),
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                    ValidatorLogs(
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                        registered_name='guardrails/competitor_check',
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                            validated_chunk=None
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                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 46428),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 46692)
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                    ValidatorLogs(
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                            validated_chunk=None
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                            validated_chunk=None
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                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 47422),
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                            validated_chunk=None
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                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 47785),
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                        property_path='$',
                        value_before_validation='.',
                        value_after_validation='.',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk='

Overall, the iPhone is known for its user-friendly interface, 
high-quality build, and strong ecosystem of apps and services, making it a popular choice for consumers around the 
world.'
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 50352),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 243639)
                    ),
                    ValidatorLogs(
                        validator_name='CompetitorCheck',
                        registered_name='guardrails/competitor_check',
                        instance_id=4403038784,
                        property_path='$',
                        value_before_validation='',
                        value_after_validation='',
                        validation_result=PassResult(
                            outcome='pass',
                            value_override=<class 
'guardrails.classes.validation.validation_result.PassResult.ValueOverrideSentinel'>,
                            metadata=None,
                            validated_chunk=None
                        ),
                        start_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 756413),
                        end_time=datetime.datetime(2024, 10, 11, 11, 15, 16, 758181)
                    )
                ],
                error=None,
                exception=None
            )
        )
    ],
    inputs=CallInputs(
        llm_api=None,
        llm_output=None,
        instructions=None,
        prompt=None,
        msg_history=None,
        messages=[{'role': 'user', 'content': 'Tell me about the Apple Iphone'}],
        prompt_params={},
        num_reasks=1,
        metadata={},
        full_schema_reask=False,
        stream=False,
        args=[],
        kwargs={'model': 'gpt-3.5-turbo', 'max_tokens': 1024, 'temperature': 0, 'stream': True}
    ),
    exception=None
)
As you can see here, the outputs in both examples match. The only difference is that, in the async streaming example, the outputs are returned as soon as they are received and validated by Guardrails. In the non-streaming example, the outputs are returned only after the entire request has been processed by the API. In other words, when async streaming is enabled, the API returns the outputs as soon as they are ready, rather than waiting for the entire request to be processed.