Async stream-validate LLM responses
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
import litellm
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)
Logs
└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮
│ ╭─────────────────────────────────────────────── Messages ────────────────────────────────────────────────╮ │
│ │ ┏━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓ │ │
│ │ ┃ Role ┃ Content ┃ │ │
│ │ ┡━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩ │ │
│ │ │ system │ Tell me about the Apple Iphone │ │ │
│ │ └────────┴────────────────────────────────┘ │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │
│ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │
│ │ The iPhone is a line of smartphones designed and marketed by Apple Inc. It was first introduced in 2007 │ │
│ │ by then-CEO Steve Jobs, revolutionizing the mobile phone industry with its innovative design and │ │
│ │ features. The iPhone runs on Apple's iOS operating system and is known for its sleek design, │ │
│ │ high-quality camera, and user-friendly interface. │ │
│ │ │ │
│ │ Over the years, Apple has released numerous models of the iPhone, each with upgraded features and │ │
│ │ capabilities. Some of the key features of the iPhone include Face ID facial recognition technology, │ │
│ │ Siri virtual assistant, and the App Store, which offers a wide range of apps for users to download. │ │
│ │ │ │
│ │ The iPhone has become one of the most popular smartphones in the world, with a large and dedicated fan │ │
│ │ base. It is known for its high performance, reliability, and seamless integration with other Apple │ │
│ │ products and services. The iPhone continues to be a top-selling device, with new models being released │ │
│ │ regularly to keep up with the latest technological advancements. │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │
│ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │
│ │ The iPhone is a line of smartphones designed and marketed by Apple Inc. It was first introduced in 2007 │ │
│ │ by then-CEO Steve Jobs, revolutionizing the mobile phone industry with its innovative design and │ │
│ │ features. The iPhone runs on Apple's iOS operating system and is known for its sleek design, │ │
│ │ high-quality camera, and user-friendly interface. │ │
│ │ │ │
│ │ Over the years, Apple has released numerous models of the iPhone, each with upgraded features and │ │
│ │ capabilities. Some of the key features of the iPhone include Face ID facial recognition technology, │ │
│ │ Siri virtual assistant, and the App Store, which offers a wide range of apps for users to download. │ │
│ │ │ │
│ │ The iPhone has become one of the most popular smartphones in the world, with a large and dedicated fan │ │
│ │ base. It is known for its high performance, reliability, and seamless integration with other Apple │ │
│ │ products and services. The iPhone continues to be a top-selling device, with new models being released │ │
│ │ regularly to keep up with the latest technological advancements. │ │
│ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │
╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
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)
),
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