bots

django_spire.ai.prompt.tuning.bots

PromptTestingBot

Bases: BaseLlmBot

instructions_prompt = Prompt() class-attribute instance-attribute

intel_class = intel.PromptTestingIntel class-attribute instance-attribute

config_options = LlmConfigOptions(temperature=0.4) class-attribute instance-attribute

process classmethod

Takes a system prompt and a user prompt. Used to test the response of the system prompt.

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        system_prompt: str,
        user_prompt: str,

) -> intel.PromptTuningIntel:
    """
        Takes a system prompt and a user prompt.
        Used to test the response of the system prompt.
    """

    cls.instructions_prompt = system_prompt
    return cls.process_prompt_to_intel(
        prompt=user_prompt
    )

SimplePromptTuningBot

Bases: BaseLlmBot

instructions_prompt = prompts.prompt_tuning_instruction_bot_prompt() class-attribute instance-attribute

intel_class = intel.PromptTuningIntel class-attribute instance-attribute

config_options = LlmConfigOptions(temperature=0.1) class-attribute instance-attribute

process classmethod

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        prompt: str,
        feedback: str,

) -> intel.PromptTuningIntel:

    return cls.process_prompt_to_intel(
        prompt=prompts.prompt_tuning_input_prompt(prompt, feedback),
    )

AdvancedPromptTuningBot

Bases: BaseLlmBot

instructions_prompt = prompts.prompt_tuning_instruction_bot_prompt() class-attribute instance-attribute

intel_class = intel.PromptTuningIntel class-attribute instance-attribute

process classmethod

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        system_prompt: str,
        feedback: str,

) -> intel.PromptTuningIntel:
    tuned_prompt = SimplePromptTuningBot.process(system_prompt, feedback)
    formatted_prompt = FormattingBot.process(tuned_prompt.prompt)
    remove_duplicates = DuplicationRemovalBot.process(formatted_prompt.prompt)
    improve_instructions = InstructionClarityBot.process(remove_duplicates.prompt)
    example_optimization = ExampleOptimizationBot.process(improve_instructions.prompt)
    persona = PersonaBot.process(example_optimization.prompt)
    return persona

FormattingBot

Bases: BaseLlmBot

Bot that preserves structure and standardizes formatting of system prompts.

instructions_prompt = prompts.formatting_bot_instruction_prompt() class-attribute instance-attribute

intel_class = intel.PromptTuningIntel class-attribute instance-attribute

process classmethod

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        system_prompt: str,

) -> intel.PromptTuningIntel:

    return cls.process_prompt_to_intel(
        prompt=prompts.specialized_bot_input_prompt(system_prompt),
        postfix_system_prompt=None
    )

InstructionClarityBot

Bases: BaseLlmBot

Bot that focuses on improving the clarity of instructions in system prompts.

instructions_prompt = prompts.instruction_clarity_bot_instruction_prompt() class-attribute instance-attribute

intel_class = intel.PromptTuningIntel class-attribute instance-attribute

process classmethod

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        system_prompt: str,

) -> intel.PromptTuningIntel:

    return cls.process_prompt_to_intel(
        prompt=prompts.specialized_bot_input_prompt(system_prompt),
        postfix_system_prompt=None
    )

PersonaBot

Bases: BaseLlmBot

Bot that maintains consistent tone and persona throughout system prompts.

instructions_prompt = prompts.persona_bot_instruction_prompt() class-attribute instance-attribute

intel_class = intel.PromptTuningIntel class-attribute instance-attribute

process classmethod

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        system_prompt: str,

) -> intel.PromptTuningIntel:

    return cls.process_prompt_to_intel(
        prompt=prompts.specialized_bot_input_prompt(system_prompt),
        postfix_system_prompt=None
    )

DuplicationRemovalBot

Bases: BaseLlmBot

Bot that identifies and removes redundancies in system prompts.

instructions_prompt = prompts.duplication_removal_bot_instruction_prompt() class-attribute instance-attribute

intel_class = intel.PromptTuningIntel class-attribute instance-attribute

process classmethod

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        system_prompt: str,

) -> intel.PromptTuningIntel:

    return cls.process_prompt_to_intel(
        prompt=prompts.specialized_bot_input_prompt(system_prompt),
        postfix_system_prompt=None
    )

ExampleOptimizationBot

Bases: BaseLlmBot

Bot that refines examples within system prompts.

instructions_prompt = prompts.example_optimization_bot_instruction_prompt() class-attribute instance-attribute

intel_class = intel.PromptTuningIntel class-attribute instance-attribute

process classmethod

Source code in django_spire/ai/prompt/tuning/bots.py

@classmethod
def process(
        cls,
        system_prompt: str,

) -> intel.PromptTuningIntel:

    return cls.process_prompt_to_intel(
        prompt=prompts.specialized_bot_input_prompt(system_prompt),
        postfix_system_prompt=None
    )