gateway/modules/workflows/processing/shared/promptGenerationActionsReact.py

"""
React Mode Prompt Generation
Handles prompt templates for react mode action handling.
"""

from typing import Any, List
from modules.datamodels.datamodelChat import PromptBundle, PromptPlaceholder
from modules.workflows.processing.shared.placeholderFactory import (
    extractUserPrompt,
    extractUserLanguage,
    extractAvailableMethods,
    extractAvailableDocumentsSummary,
    extractAvailableDocumentsIndex,
    extractAvailableConnectionsIndex,
    extractPreviousActionResults,
    extractLearningsAndImprovements,
    extractLatestRefinementFeedback,
)
from modules.workflows.processing.shared.methodDiscovery import methods, getActionParameterSignature

def generateReactPlanSelectionPrompt(services, context: Any) -> PromptBundle:
    """Define placeholders first, then the template; return PromptBundle."""
    placeholders: List[PromptPlaceholder] = [
        PromptPlaceholder(label="USER_PROMPT", content=extractUserPrompt(context), summaryAllowed=False),
        PromptPlaceholder(label="AVAILABLE_DOCUMENTS_SUMMARY", content=extractAvailableDocumentsSummary(services, context), summaryAllowed=True),
        PromptPlaceholder(label="AVAILABLE_METHODS", content=extractAvailableMethods(services), summaryAllowed=False),
    ]

    template = """Select one action to advance the task.

  OBJECTIVE:
  {{KEY:USER_PROMPT}}

  AVAILABLE_DOCUMENTS_SUMMARY:
  {{KEY:AVAILABLE_DOCUMENTS_SUMMARY}}

  AVAILABLE_METHODS:
  {{KEY:AVAILABLE_METHODS}}

  REPLY: Return only a JSON object with the selected action:
  {{
    "action": "method.action_name"
  }}

  RULES:
  1. Use EXACT action names from AVAILABLE_METHODS
  2. Return ONLY JSON - no other text
  3. Do NOT use markdown code blocks
  4. Do NOT add explanations
  """

    return PromptBundle(prompt=template, placeholders=placeholders)

def generateReactParametersPrompt(services, context: Any, compoundActionName: str) -> PromptBundle:
    """Define placeholders first, then the template; return PromptBundle."""
    # derive method/action and signature
    methodName, actionName = (compoundActionName.split('.', 1) if '.' in compoundActionName else (compoundActionName, ''))
    actionSignature = getActionParameterSignature(methodName, actionName, methods)

    # determine action objective if available, else fall back to user prompt
    actionObjective = None
    if hasattr(context, 'action_objective') and context.action_objective:
        actionObjective = context.action_objective
    elif hasattr(context, 'task_step') and context.task_step and getattr(context.task_step, 'objective', None):
        actionObjective = context.task_step.objective
    else:
        actionObjective = extractUserPrompt(context)

    placeholders: List[PromptPlaceholder] = [
        PromptPlaceholder(label="ACTION_OBJECTIVE", content=actionObjective, summaryAllowed=False),
        PromptPlaceholder(label="ACTION_SIGNATURE", content=actionSignature, summaryAllowed=False),
        PromptPlaceholder(label="AVAILABLE_DOCUMENTS_INDEX", content=extractAvailableDocumentsIndex(services, context), summaryAllowed=True),
        PromptPlaceholder(label="AVAILABLE_CONNECTIONS_INDEX", content=extractAvailableConnectionsIndex(services), summaryAllowed=False),
        PromptPlaceholder(label="USER_PROMPT", content=extractUserPrompt(context), summaryAllowed=False),
        PromptPlaceholder(label="USER_LANGUAGE", content=extractUserLanguage(services), summaryAllowed=False),
        PromptPlaceholder(label="PREVIOUS_ACTION_RESULTS", content=extractPreviousActionResults(context), summaryAllowed=True),
        PromptPlaceholder(label="LEARNINGS_AND_IMPROVEMENTS", content=extractLearningsAndImprovements(context), summaryAllowed=True),
        PromptPlaceholder(label="LATEST_REFINEMENT_FEEDBACK", content=extractLatestRefinementFeedback(context), summaryAllowed=True),
        PromptPlaceholder(label="SELECTED_ACTION", content=compoundActionName, summaryAllowed=False),
    ]

    template = """Generate parameters for this action.

  ACTION_OBJECTIVE (the objective for this action to fulfill):
  {{KEY:ACTION_OBJECTIVE}}

  ACTION_SIGNATURE (the signature of the action to generate parameters for):
  {{KEY:ACTION_SIGNATURE}}

  AVAILABLE_DOCUMENTS_INDEX:
  {{KEY:AVAILABLE_DOCUMENTS_INDEX}}

  AVAILABLE_CONNECTIONS_INDEX:
  {{KEY:AVAILABLE_CONNECTIONS_INDEX}}

  USER_REQUEST (final user prompt to deliver):
  {{KEY:USER_PROMPT}}

  USER_LANGUAGE:
  {{KEY:USER_LANGUAGE}}

  PREVIOUS_ACTION_RESULTS:
  {{KEY:PREVIOUS_ACTION_RESULTS}}

  LEARNINGS_AND_IMPROVEMENTS:
  {{KEY:LEARNINGS_AND_IMPROVEMENTS}}

  LATEST_REFINEMENT_FEEDBACK:
  {{KEY:LATEST_REFINEMENT_FEEDBACK}}

  SELECTED_ACTION:
  {{KEY:SELECTED_ACTION}}

  REPLY: Return only a JSON object with the parameters according to the ACTION_SIGNATURE without any comments in the structure below:
  {{
    "parameters": {{
      "parameter": "value",
    }},
    "signature": [List of all signatures, you see in the ACTION_SIGNATURE]
  }}

  RULES:
  1. Use ONLY parameter names from ACTION_SIGNATURE
  2. Use exact connection references from AVAILABLE_CONNECTIONS_INDEX for connectionReference parameters
  3. Use exact document references from AVAILABLE_DOCUMENTS_INDEX for documentList parameters
  4. Learn from PREVIOUS_ACTION_RESULTS and LEARNINGS_AND_IMPROVEMENTS to avoid repeating mistakes
  5. Consider LATEST_REFINEMENT_FEEDBACK when generating parameters
  6. Use the ACTION_OBJECTIVE to understand the specific goal for this action
  7. Generate parameters that align with the USER_LANGUAGE when applicable
  8. Return ONLY JSON - no other text
  9. Do NOT use markdown code blocks
  10. Do NOT add explanations
  """

    return PromptBundle(prompt=template, placeholders=placeholders)

def generateReactRefinementPrompt(services, context: Any, reviewContent: str) -> PromptBundle:
    """Define placeholders first, then the template; return PromptBundle."""
    placeholders: List[PromptPlaceholder] = [
        PromptPlaceholder(label="USER_PROMPT", content=extractUserPrompt(context), summaryAllowed=False),
        PromptPlaceholder(label="REVIEW_CONTENT", content=reviewContent, summaryAllowed=True),
    ]

    template = """Decide the next step based on the observation.

  OBJECTIVE:
  {{KEY:USER_PROMPT}}

  OBSERVATION:
  {{KEY:REVIEW_CONTENT}}

  REPLY: Return only a JSON object with your decision:
  {{
    "decision": "continue|stop",
    "reason": "brief explanation"
  }}

  RULES:
  1. Use "continue" if objective NOT fulfilled
  2. Use "stop" if objective fulfilled
  3. Return ONLY JSON - no other text
  4. Do NOT use markdown code blocks
  5. Do NOT add explanations
  """

    return PromptBundle(prompt=template, placeholders=placeholders)