from __future__ import annotations from collections import defaultdict from src.domain import ( AssignmentInstance, Family, InventoryInstance, ScheduleInstance, Solution, ValidationIssue, ValidationReport, parse_instance, ) def _issue(code: str, message: str, entity_id: str | None = None, passed: bool = False) -> ValidationIssue: return ValidationIssue(code=code, message=message, entity_id=entity_id, passed=passed) def validate_schema(family: Family | str, payload: dict) -> ValidationReport: issues: list[ValidationIssue] = [] checked = ["schema", "ids", "values"] try: instance = parse_instance(family, payload) except Exception as exc: return ValidationReport(ok=False, issues=[_issue("schema", f"schema rejected: {exc}")], checked=checked) if isinstance(instance, InventoryInstance): ids = [sku.sku_id for sku in instance.skus] if len(ids) != len(set(ids)): issues.append(_issue("ids", "duplicate SKU ids")) if not instance.skus: issues.append(_issue("schema", "inventory needs at least one SKU")) for sku in instance.skus: if len(sku.demand) != instance.periods: issues.append(_issue("values", f"{sku.sku_id} demand length must equal periods", sku.sku_id)) if any(value < 0 for value in sku.demand): issues.append(_issue("values", f"{sku.sku_id} demand must be non-negative", sku.sku_id)) elif isinstance(instance, AssignmentInstance): if not instance.tasks or not instance.agents: issues.append(_issue("schema", "assignment needs tasks and agents")) task_ids = [task.task_id for task in instance.tasks] agent_ids = [agent.agent_id for agent in instance.agents] if len(task_ids) != len(set(task_ids)) or len(agent_ids) != len(set(agent_ids)): issues.append(_issue("ids", "duplicate task or agent ids")) known = {(task.task_id, agent.agent_id) for task in instance.tasks for agent in instance.agents} for row in instance.costs: if (row.task_id, row.agent_id) not in known: issues.append(_issue("references", f"cost for unknown pair {row.task_id}/{row.agent_id}")) else: job_ids = [job.job_id for job in instance.jobs] if len(job_ids) != len(set(job_ids)): issues.append(_issue("ids", "duplicate job ids")) if not instance.machines or not instance.jobs: issues.append(_issue("schema", "scheduling needs jobs and machines")) seen = set() for edge in instance.precedences: if edge.before not in job_ids or edge.after not in job_ids: issues.append(_issue("references", f"precedence {edge.before}->{edge.after} is unknown")) if edge.before == edge.after: issues.append(_issue("values", f"self precedence on {edge.before}", edge.before)) pair = (edge.before, edge.after) if pair in seen: continue seen.add(pair) if _has_cycle(instance.precedences): issues.append(_issue("values", "precedence graph has a cycle")) return ValidationReport(ok=not issues, issues=issues, checked=checked) def _has_cycle(edges) -> bool: graph: dict[str, list[str]] = defaultdict(list) nodes: set[str] = set() for edge in edges: graph[edge.before].append(edge.after) nodes.add(edge.before) nodes.add(edge.after) state: dict[str, int] = {} def visit(node: str) -> bool: state[node] = 1 for nxt in graph.get(node, []): if state.get(nxt) == 1: return True if state.get(nxt, 0) == 0 and visit(nxt): return True state[node] = 2 return False return any(state.get(node, 0) == 0 and visit(node) for node in nodes) def validate_solution(family: Family | str, payload: dict, solution: Solution | dict) -> ValidationReport: family = Family(family) schema_report = validate_schema(family, payload) if not schema_report.ok: return schema_report instance = parse_instance(family, payload) if not isinstance(solution, Solution): solution = Solution.model_validate(solution) if family == Family.INVENTORY: return _validate_inventory(instance, solution) if family == Family.ASSIGNMENT: return _validate_assignment(instance, solution) return _validate_schedule(instance, solution) def _validate_inventory(instance: InventoryInstance, solution: Solution) -> ValidationReport: issues: list[ValidationIssue] = [] checked = ["pack", "budget", "balance", "capacity", "cover", "objective"] qty = {(row.sku_id, int(row.period)): int(row.qty) for row in solution.orders} spend = 0 hold_cost = 0 short_cost = 0 stock = {sku.sku_id: sku.initial_stock for sku in instance.skus} for t in range(1, instance.periods + 1): ending = 0 for sku in instance.skus: order = int(qty.get((sku.sku_id, t), 0)) if order < 0: issues.append(_issue("values", f"negative order {sku.sku_id}@{t}", sku.sku_id)) if sku.pack_size and order % sku.pack_size != 0: issues.append(_issue("pack", f"{sku.sku_id}@{t} qty {order} is not a multiple of pack {sku.pack_size}", sku.sku_id)) spend += order * sku.unit_cost demand = int(sku.demand[t - 1]) available = stock[sku.sku_id] + order sold = min(available, demand) short = demand - sold stock[sku.sku_id] = available - sold if stock[sku.sku_id] < 0: issues.append(_issue("balance", f"negative inventory {sku.sku_id}@{t}", sku.sku_id)) if instance.cover_required and short: issues.append(_issue("cover", f"{sku.sku_id}@{t} shortage {short} while cover is required", sku.sku_id)) ending += stock[sku.sku_id] hold_cost += stock[sku.sku_id] * sku.holding_cost short_cost += short * sku.shortage_cost if ending > instance.warehouse_capacity: issues.append(_issue("capacity", f"period {t} inventory {ending} exceeds capacity {instance.warehouse_capacity}")) if spend > instance.budget: issues.append(_issue("budget", f"purchase {spend} exceeds budget {instance.budget}")) objective = float(spend + hold_cost + short_cost) return ValidationReport(ok=not issues, issues=issues, checked=checked, recomputed_objective=objective) def _validate_assignment(instance: AssignmentInstance, solution: Solution) -> ValidationReport: issues: list[ValidationIssue] = [] checked = ["unique", "eligible", "capacity", "required", "objective"] seen_tasks: set[str] = set() load: dict[str, int] = defaultdict(int) cost_map = instance.cost_map() agents = {agent.agent_id: agent for agent in instance.agents} tasks = {task.task_id: task for task in instance.tasks} spend = 0 for row in solution.assignments: if row.task_id in seen_tasks: issues.append(_issue("unique", f"task {row.task_id} assigned more than once", row.task_id)) seen_tasks.add(row.task_id) task = tasks.get(row.task_id) agent = agents.get(row.agent_id) if task is None or agent is None: issues.append(_issue("references", f"unknown pair {row.task_id}/{row.agent_id}", row.task_id)) continue if not instance.eligible(task, agent): issues.append(_issue("eligible", f"{row.task_id} is not eligible for {row.agent_id}", row.task_id)) if (row.task_id, row.agent_id) not in cost_map: issues.append(_issue("references", f"no cost for {row.task_id}/{row.agent_id}", row.task_id)) else: spend += cost_map[(row.task_id, row.agent_id)] load[row.agent_id] += task.size for agent in instance.agents: if load[agent.agent_id] > agent.capacity: issues.append(_issue("capacity", f"{agent.agent_id} load {load[agent.agent_id]} exceeds {agent.capacity}", agent.agent_id)) leftover = set(solution.unassigned) for task in instance.tasks: assigned = task.task_id in seen_tasks if task.required and not assigned: issues.append(_issue("required", f"required task {task.task_id} is unassigned", task.task_id)) if not assigned: leftover.add(task.task_id) spend += task.penalty if assigned and task.task_id in leftover: leftover.discard(task.task_id) return ValidationReport(ok=not issues, issues=issues, checked=checked, recomputed_objective=float(spend)) def _validate_schedule(instance: ScheduleInstance, solution: Solution) -> ValidationReport: issues: list[ValidationIssue] = [] checked = ["unique", "eligible", "release", "overlap", "precedence", "hard_due", "duration", "objective"] jobs = {job.job_id: job for job in instance.jobs} seen: set[str] = set() by_machine: dict[str, list[tuple[int, int, str]]] = defaultdict(list) ends: dict[str, int] = {} starts: dict[str, int] = {} tardy = 0 for row in solution.starts: if row.job_id in seen: issues.append(_issue("unique", f"job {row.job_id} starts more than once", row.job_id)) seen.add(row.job_id) job = jobs.get(row.job_id) if job is None: issues.append(_issue("references", f"unknown job {row.job_id}", row.job_id)) continue if row.machine_id not in instance.machines: issues.append(_issue("references", f"unknown machine {row.machine_id}", row.job_id)) if job.machine_eligible and row.machine_id not in set(job.machine_eligible): issues.append(_issue("eligible", f"{row.job_id} cannot use {row.machine_id}", row.job_id)) if row.start < job.release: issues.append(_issue("release", f"{row.job_id} starts at {row.start} before release {job.release}", row.job_id)) if row.end - row.start != job.duration: issues.append(_issue("duration", f"{row.job_id} duration {row.end - row.start} != {job.duration}", row.job_id)) if job.hard_due and row.end > job.due: issues.append(_issue("hard_due", f"{row.job_id} ends at {row.end} after hard due {job.due}", row.job_id)) by_machine[row.machine_id].append((row.start, row.end, row.job_id)) ends[row.job_id] = row.end starts[row.job_id] = row.start tardy += job.weight * max(0, row.end - job.due) for job in instance.jobs: if job.job_id not in seen: issues.append(_issue("cover", f"job {job.job_id} has no start", job.job_id)) for machine, blocks in by_machine.items(): ordered = sorted(blocks) for prev, cur in zip(ordered, ordered[1:]): if prev[1] > cur[0]: issues.append(_issue("overlap", f"{machine} overlap {prev[2]} and {cur[2]}", machine)) for edge in instance.precedences: if edge.before in ends and edge.after in starts and ends[edge.before] > starts[edge.after]: issues.append(_issue("precedence", f"{edge.before} must finish before {edge.after}", edge.after)) return ValidationReport(ok=not issues, issues=issues, checked=checked, recomputed_objective=float(tardy)) def format_input_error(report: ValidationReport) -> str: if report.ok: return "" return " | ".join(f"{item.code}: {item.message}" for item in report.issues[:8])