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""" |
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Reward functions for LinkedIn app tasks. |
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""" |
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import logging |
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from typing import Any, Dict, Tuple |
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logger = logging.getLogger(__name__) |
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def _validate_search_for_dzaka(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: |
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"""Validate that the user successfully searched for Dzaka Athif.""" |
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logger.debug(f"Running reward function on state: {final_state}") |
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if final_state.get("currentView") != "search": |
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return 0.0, f"Not on search page, current view: {final_state.get('currentView')}" |
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query = final_state.get("searchQuery", "").lower() |
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if "dzaka" not in query: |
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return 0.0, f"Search query doesn't contain 'dzaka': {final_state.get('searchQuery')}" |
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search_results = final_state.get("searchResults", {}) |
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people = search_results.get("allPeople", []) |
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dzaka_found = any(user.get("name") == "Dzaka Athif" for user in people) |
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if dzaka_found: |
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return 1.0, "Successfully searched for Dzaka Athif" |
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return 0.0, f"Dzaka Athif not found in search results. Found {len(people)} people." |
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def _validate_fractional_find_user_profile(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: |
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"""Validate LinkedIn profile navigation with fractional scoring. |
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Awards 0.33 points for each criterion met: |
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- currentView is 'profile' |
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- viewedUserId is '2' (John Smith) |
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- searchQuery contains 'john smith' |
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""" |
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logger.debug(f"Running reward function on state: {final_state}") |
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score = 0.0 |
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passed = [] |
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failed = [] |
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if final_state.get("currentView") == "profile": |
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score += 0.33 |
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passed.append("currentView='profile'") |
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else: |
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failed.append(f"currentView='{final_state.get('currentView')}' (expected 'profile')") |
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if final_state.get("viewedUserId") == "2": |
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score += 0.33 |
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passed.append("viewedUserId='2'") |
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else: |
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failed.append(f"viewedUserId='{final_state.get('viewedUserId')}' (expected '2')") |
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query = final_state.get("searchQuery", "").lower() |
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if "john smith" in query: |
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score += 0.34 |
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passed.append("searchQuery contains 'john smith'") |
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else: |
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failed.append(f"searchQuery='{final_state.get('searchQuery')}' (expected to contain 'john smith')") |
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reason_parts = [] |
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if passed: |
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reason_parts.append(f"Passed: {', '.join(passed)}") |
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if failed: |
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reason_parts.append(f"Failed: {', '.join(failed)}") |
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reason = "; ".join(reason_parts) if reason_parts else "No criteria evaluated" |
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return round(score, 2), reason |
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REWARD_FUNCTIONS_LINKEDIN = { |
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"_validate_search_for_dzaka": _validate_search_for_dzaka, |
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"_validate_fractional_find_user_profile": _validate_fractional_find_user_profile, |
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} |
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