""" Reward functions for Linear app tasks. """ import logging from typing import Any, Dict, Tuple logger = logging.getLogger(__name__) def _validate_drag_to_different_column(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: """Validate that an issue was moved to a different column.""" if "issues" not in final_state: return 0.0, "No issues in final state" logger.debug(f"Running reward function on state: {final_state}") # Find the issue we're tracking (VSS-101) target_issue = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-101"), None) if not target_issue: return 0.0, "Target issue VSS-101 not found in final state" # Check if it moved to in_progress status if target_issue.get("status") == "in_progress" and target_issue.get("assigneeId") == "1": return 1.0, "Issue VSS-101 successfully moved to In Progress column for user 1" return ( 0.0, f"Issue VSS-101 has status={target_issue.get('status')}, " f"assigneeId={target_issue.get('assigneeId')}, expected status=in_progress, assigneeId=1", ) def _validate_drag_two_issues_same_user(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: """Validate that two issues were moved within the same user's board.""" if "issues" not in final_state: return 0.0, "No issues in final state" logger.debug(f"Running reward function on state: {final_state}") # Find both target issues issue_101 = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-101"), None) issue_106 = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-106"), None) if not issue_101: return 0.0, "Target issue VSS-101 not found in final state" if not issue_106: return 0.0, "Target issue VSS-106 not found in final state" # Check both issues issue_101_correct = issue_101.get("status") == "in_progress" and issue_101.get("assigneeId") == "1" issue_106_correct = issue_106.get("status") == "queued" and issue_106.get("assigneeId") == "1" if issue_101_correct and issue_106_correct: return 1.0, "Both issues successfully moved to target columns for user 1" errors = [] if not issue_101_correct: errors.append( f"VSS-101: status={issue_101.get('status')}, assigneeId={issue_101.get('assigneeId')} (expected in_progress, 1)" ) if not issue_106_correct: errors.append( f"VSS-106: status={issue_106.get('status')}, assigneeId={issue_106.get('assigneeId')} (expected queued, 1)" ) return 0.0, "; ".join(errors) def _validate_create_new_issue(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: """Validate that a new issue was created with correct properties.""" if "issues" not in final_state: return 0.0, "No issues in final state" logger.debug(f"Running reward function on state: {final_state}") # Find issue by title target_issue = next( (issue for issue in final_state["issues"] if issue.get("title") == "Implement user authentication system"), None ) if not target_issue: return 0.0, "Issue with title 'Implement user authentication system' not found in final state" # Validate properties errors = [] if target_issue.get("assigneeId") != "2": errors.append(f"assigneeId={target_issue.get('assigneeId')} (expected '2')") if target_issue.get("priority") != "high": errors.append(f"priority={target_issue.get('priority')} (expected 'high')") description = target_issue.get("description", "") if "JWT-based authentication" not in description: errors.append("description does not contain 'JWT-based authentication'") if errors: return 0.0, "; ".join(errors) return 1.0, "Issue successfully created with correct properties" def _validate_drag_and_reassign_issue(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: """Validate that issue VSS-106 was dragged to different status and assignee.""" if "issues" not in final_state: return 0.0, "No issues in final state" logger.debug(f"Running reward function on state: {final_state}") # Find the target issue target_issue = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-106"), None) if not target_issue: return 0.0, "Target issue VSS-106 not found in final state" # Check if it has correct status and assigneeId if target_issue.get("status") == "in_progress" and target_issue.get("assigneeId") == "2": return 1.0, "Issue VSS-106 successfully moved to In Progress column for Chen (assigneeId=2)" return ( 0.0, f"Issue VSS-106 has status={target_issue.get('status')}, " f"assigneeId={target_issue.get('assigneeId')}, expected status=in_progress, assigneeId=2", ) def _validate_update_issue_properties(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: """Validate that issue VSS-105 has updated priority and label.""" if "issues" not in final_state: return 0.0, "No issues in final state" logger.debug(f"Running reward function on state: {final_state}") # Find the target issue target_issue = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-105"), None) if not target_issue: return 0.0, "Target issue VSS-105 not found in final state" # Validate properties errors = [] if target_issue.get("priority") != "urgent": errors.append(f"priority={target_issue.get('priority')} (expected 'urgent')") labels = target_issue.get("labels", []) has_operations_label = any(label.get("id") == "label2" for label in labels) if not has_operations_label: errors.append("Operations label (id='label2') not found in labels array") if errors: return 0.0, "; ".join(errors) return 1.0, "Issue VSS-105 successfully updated with urgent priority and Operations label" def _validate_multi_issue_reorganization(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: """Validate that three issues were reorganized to different columns and assignees.""" if "issues" not in final_state: return 0.0, "No issues in final state" logger.debug(f"Running reward function on state: {final_state}") # Find all three target issues issue_101 = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-101"), None) issue_102 = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-102"), None) issue_103 = next((issue for issue in final_state["issues"] if issue.get("identifier") == "VSS-103"), None) if not issue_101: return 0.0, "Target issue VSS-101 not found in final state" if not issue_102: return 0.0, "Target issue VSS-102 not found in final state" if not issue_103: return 0.0, "Target issue VSS-103 not found in final state" # Check all issues issue_101_correct = issue_101.get("status") == "in_progress" and issue_101.get("assigneeId") == "2" issue_102_correct = issue_102.get("status") == "blocked" and issue_102.get("assigneeId") == "3" issue_103_correct = issue_103.get("status") == "in_review" and issue_103.get("assigneeId") == "1" if issue_101_correct and issue_102_correct and issue_103_correct: return 1.0, "All three issues successfully reorganized to target columns and assignees" errors = [] if not issue_101_correct: errors.append( f"VSS-101: status={issue_101.get('status')}, assigneeId={issue_101.get('assigneeId')} (expected in_progress, 2)" ) if not issue_102_correct: errors.append( f"VSS-102: status={issue_102.get('status')}, assigneeId={issue_102.get('assigneeId')} (expected blocked, 3)" ) if not issue_103_correct: errors.append( f"VSS-103: status={issue_103.get('status')}, assigneeId={issue_103.get('assigneeId')} (expected in_review, 1)" ) return 0.0, "; ".join(errors) def _validate_complete_issue_workflow(initial_state: Dict[str, Any], final_state: Dict[str, Any]) -> Tuple[float, str]: """Validate that a complete issue workflow was executed.""" if "issues" not in final_state: return 0.0, "No issues in final state" logger.debug(f"Running reward function on state: {final_state}") # Find issue by title target_issue = next( (issue for issue in final_state["issues"] if issue.get("title") == "Fix critical database connection bug"), None ) if not target_issue: return 0.0, "Issue with title 'Fix critical database connection bug' not found in final state" # Validate all properties errors = [] if target_issue.get("priority") != "high": errors.append(f"priority={target_issue.get('priority')} (expected 'high')") if target_issue.get("assigneeId") != "2": errors.append(f"assigneeId={target_issue.get('assigneeId')} (expected '2')") if target_issue.get("status") != "in_progress": errors.append(f"status={target_issue.get('status')} (expected 'in_progress')") labels = target_issue.get("labels", []) has_bug_label = any(label.get("id") == "label1" for label in labels) if not has_bug_label: errors.append("Bug label (id='label1') not found in labels array") comments = target_issue.get("comments", []) has_comment = any("Starting investigation" in comment.get("text", "") for comment in comments) if not has_comment: errors.append("Comment containing 'Starting investigation' not found") if errors: return 0.0, "; ".join(errors) return 1.0, "Complete issue workflow successfully executed" # Registry of all Linear reward functions REWARD_FUNCTIONS_LINEAR = { "_validate_drag_to_different_column": _validate_drag_to_different_column, "_validate_drag_two_issues_same_user": _validate_drag_two_issues_same_user, "_validate_create_new_issue": _validate_create_new_issue, "_validate_drag_and_reassign_issue": _validate_drag_and_reassign_issue, "_validate_update_issue_properties": _validate_update_issue_properties, "_validate_multi_issue_reorganization": _validate_multi_issue_reorganization, "_validate_complete_issue_workflow": _validate_complete_issue_workflow, }