refiner

Attributes

log

Classes

JanusRefiner
SimpleRetry
FixParserExceptions
ReflectionRefiner
RequirementsReflectionRefiner	This requirements-specific refiner is intended to address a common issue with
HallucinationRefiner

Module Contents

refiner.log

class refiner.JanusRefiner

Bases: janus.parsers.parser.JanusParser

parser: janus.parsers.parser.JanusParser

parse_runnable(input)

Parameters:

input (dict[str, Any]) –

Return type:

Any

parse_completion(completion, **kwargs)

Parameters:

completion (str) –

Return type:

Any

abstract parse(text)

Parameters:

text (str) –

Return type:

str

class refiner.SimpleRetry(llm, parser, max_retries)

Bases: JanusRefiner

Parameters:

• llm (janus.llm.models_info.JanusModel) –

• parser (janus.parsers.parser.JanusParser) –

• max_retries (int) –

max_retries: int

retry_chain: langchain_core.runnables.RunnableSerializable

parse_completion(completion, prompt_value, **kwargs)

Parameters:

• completion (str) –

• prompt_value (langchain_core.prompt_values.PromptValue) –

Return type:

Any

class refiner.FixParserExceptions(llm, parser, max_retries)

Bases: JanusRefiner, langchain.output_parsers.RetryWithErrorOutputParser

Parameters:

• llm (janus.llm.models_info.JanusModel) –

• parser (janus.parsers.parser.JanusParser) –

• max_retries (int) –

parse_completion(completion, prompt_value, **kwargs)

Parameters:

• completion (str) –

• prompt_value (langchain_core.prompt_values.PromptValue) –

Return type:

Any

class refiner.ReflectionRefiner(llm, parser, max_retries, prompt_template_name='refinement/reflection')

Bases: JanusRefiner

Parameters:

• llm (janus.llm.models_info.JanusModel) –

• parser (janus.parsers.parser.JanusParser) –

• max_retries (int) –

• prompt_template_name (str) –

max_retries: int

reflection_chain: langchain_core.runnables.RunnableSerializable

revision_chain: langchain_core.runnables.RunnableSerializable

reflection_prompt_name: str

parse_completion(completion, prompt_value, **kwargs)

Parameters:

• completion (str) –

• prompt_value (langchain_core.prompt_values.PromptValue) –

Return type:

Any

class refiner.RequirementsReflectionRefiner(llm, parser, max_retries, prompt_template_name='refinement/reflection/incose')

Bases: JanusRefiner

This requirements-specific refiner is intended to address a common issue with requirements reflection, where over the course of several reflection loops, requirements lists grow increasingly verbose, eventually becoming too wordy to be useful. To reduce this, this refiner interlaces an additional reflection -> revision loop which de-duplicates requirements.

Parameters:

• llm (janus.llm.models_info.JanusModel) –

• parser (janus.parsers.parser.JanusParser) –

• max_retries (int) –

• prompt_template_name (str) –

max_retries: int

reflection_chain: langchain_core.runnables.RunnableSerializable

revision_chain: langchain_core.runnables.RunnableSerializable

reflect_duplication_chain: langchain_core.runnables.RunnableSerializable

revise_duplication_chain: langchain_core.runnables.RunnableSerializable

reflection_prompt_name: str

parse_completion(completion, prompt_value, **kwargs)

Parameters:

• completion (str) –

• prompt_value (langchain_core.prompt_values.PromptValue) –

Return type:

Any

class refiner.HallucinationRefiner(**kwargs)

Bases: ReflectionRefiner