demo/src/validation.py

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])