import type { TuitionLessonSeed } from "@/lib/teaching/physicsLessonSeeds";

/**
 * Phase 6L — long-form class runtime.
 *
 * Transforms a curated TuitionLessonSeed into a rich 30-50 minute class
 * runtime for the Tuition UI. Fully deterministic: no AI calls, no invented
 * content. Every field below is derived from seed fields that already passed
 * validation (source-backed, honest). Where the seed genuinely lacks data,
 * the runtime records a "needs curation" warning instead of faking text.
 */

export type LongFormTeachSegment = {
  title: string;
  durationMinutes: number;
  teacherScript: string[];
  boardPoints: string[];
  examples: string[];
  malayalamSupport?: string;
  manglishSupport?: string;
  checkpointQuestion?: string;
};

export type LongFormBoardFrame = {
  title: string;
  durationMinutes: number;
  boardDrawingSteps: string[];
  diagramDescription: string;
  labels: string[];
  teacherNarration: string[];
  studentShouldNotice: string[];
};

export type LongFormMethodCard = {
  title: string;
  method: string;
  whenToUse: string;
  mistakeAvoided: string;
  example: string;
};

export type LongFormExamPractice = {
  marks: number;
  question: string;
  answerStructure: string[];
  keywords: string[];
  commonMissingPoints: string[];
  improvedAnswer: string;
};

export type LongFormPracticeItem = {
  type: "short" | "numerical" | "diagram" | "reasoning";
  question: string;
  hint: string;
  expectedAnswer: string[];
  rubric: string[];
};

export type LongFormClassRuntime = {
  missionId: string;
  estimatedMinutes: number;
  sessionPlan: {
    title: string;
    learningGoals: string[];
    prerequisites: string[];
    chapterPosition: string;
    examRelevance: string[];
    classFlow: string[];
    byTheEnd: string[];
    timing: Array<{ block: string; minutes: number }>;
  };
  teachSegments: LongFormTeachSegment[];
  visualBoardFrames: LongFormBoardFrame[];
  tricksAndMethods: LongFormMethodCard[];
  detailedNotes: {
    definitions: string[];
    formulas: string[];
    examKeywords: string[];
    commonMistakes: string[];
    boardAnswerPoints: string[];
    copyToNotebook: string[];
    malayalamQuickHelp?: string[];
    manglishQuickHelp?: string[];
  };
  examPractice: LongFormExamPractice[];
  practiceSet: LongFormPracticeItem[];
  revisionPack: {
    flashcards: Array<{ front: string; back: string; requiredKeywords?: string[] }>;
    onePageRevision: string[];
    lastMinuteMistakes: string[];
  };
  /** Deterministic teacher narration — placeholder for future audio/video generation. */
  narration: {
    lessonMediaPlaceholder: string;
    teacherScript: string[];
  };
  /** "Needs curation" gaps — shown honestly, never filled with fake text. */
  warnings: string[];
};

const NEEDS_CURATION = "This section needs curation for this mission.";

function unique(values: string[]): string[] {
  return Array.from(new Set(values.map((v) => v.trim()).filter(Boolean)));
}

/** Deterministic integer split of `total` into `parts` chunks (≥1 each). */
function splitMinutes(total: number, parts: number): number[] {
  if (parts <= 0) return [];
  const base = Math.max(1, Math.floor(total / parts));
  const result = Array.from({ length: parts }, () => base);
  let remainder = Math.max(0, total - base * parts);
  for (let i = 0; remainder > 0 && i < parts; i += 1, remainder -= 1) result[i] += 1;
  return result;
}

function timingPlan(estimatedMinutes: number): Array<{ block: string; minutes: number }> {
  // Deterministic proportional split of the whole class.
  const teach = Math.max(10, Math.round(estimatedMinutes * 0.3));
  const board = Math.max(8, Math.round(estimatedMinutes * 0.2));
  const methods = Math.max(4, Math.round(estimatedMinutes * 0.1));
  const notes = Math.max(5, Math.round(estimatedMinutes * 0.12));
  const exam = Math.max(6, Math.round(estimatedMinutes * 0.14));
  const plan = 3;
  const used = plan + teach + board + methods + notes + exam;
  const practice = Math.max(4, estimatedMinutes - used);
  return [
    { block: "Session Plan", minutes: plan },
    { block: "Teach", minutes: teach },
    { block: "Visual Board", minutes: board },
    { block: "DocDoe Methods", minutes: methods },
    { block: "Key Notes", minutes: notes },
    { block: "Exam Answers", minutes: exam },
    { block: "Practice + Correction + Quiz + Revision", minutes: practice },
  ];
}

function buildTeachSegments(seed: TuitionLessonSeed, warnings: string[]): LongFormTeachSegment[] {
  const blocks = seed.teach.explanationBlocks;
  if (blocks.length === 0) {
    warnings.push(`Teach segments: ${NEEDS_CURATION}`);
    return [];
  }
  const minutes = splitMinutes(Math.max(10, Math.round(seed.estimatedMinutes * 0.3)), blocks.length);
  const checkpoints = seed.quiz.map((q) => q.question);

  return blocks.map((block, index) => {
    const boardPoints = unique([
      ...block.keyTerms,
      ...seed.keyNotes.filter((note) => block.keyTerms.some((term) => note.toLowerCase().includes(term.toLowerCase().slice(0, 6)))),
    ]);
    return {
      title: block.heading,
      durationMinutes: minutes[index] ?? 1,
      teacherScript: [
        index === 0 ? seed.teach.teacherIntro : "",
        block.explanation,
      ].filter(Boolean),
      boardPoints: boardPoints.length > 0 ? boardPoints : block.keyTerms,
      examples: index === blocks.length - 1 && seed.teach.analogy ? [seed.teach.analogy] : [],
      malayalamSupport: index === 0 ? seed.teach.malayalamSupport : undefined,
      manglishSupport: index === 0 ? seed.teach.manglishSupport : undefined,
      checkpointQuestion: checkpoints[index],
    };
  });
}

function buildBoardFrames(seed: TuitionLessonSeed, warnings: string[]): LongFormBoardFrame[] {
  const frames = seed.visualBoard.frames;
  if (frames.length === 0) {
    warnings.push(`Visual board: ${NEEDS_CURATION}`);
    return [];
  }
  const minutes = splitMinutes(Math.max(8, Math.round(seed.estimatedMinutes * 0.2)), frames.length);

  return frames.map((frame, index) => ({
    title: frame.title,
    durationMinutes: minutes[index] ?? 1,
    boardDrawingSteps: [frame.teacherAction, ...frame.boardText],
    diagramDescription: frame.diagramDescription ?? "",
    labels: unique(frame.boardText.flatMap((line) => line.split(/[→=:;,]/).map((part) => part.trim()).filter((part) => part.length > 2 && part.length <= 40))).slice(0, 6),
    teacherNarration: [frame.teacherAction, frame.studentFocus],
    studentShouldNotice: [frame.studentFocus],
  }));
}

function buildMethods(seed: TuitionLessonSeed): LongFormMethodCard[] {
  const methods: LongFormMethodCard[] = [];
  const mistakes = unique(seed.examAnswers.flatMap((a) => a.commonMistakes));
  const keywords = unique(seed.examAnswers.flatMap((a) => a.keywords));

  // 1) The seed's own DocDoe trick — always first.
  methods.push({
    title: seed.docDoeTrick.title,
    method: seed.docDoeTrick.trick,
    whenToUse: "Use while learning the concept and again during last-minute revision.",
    mistakeAvoided: mistakes[0] ?? "Forgetting the core idea under exam pressure.",
    example: seed.docDoeTrick.whyItWorks,
  });

  // 2) Formula/rule selection method (only when the seed has formulas).
  if (seed.formulas.length > 0) {
    const formula = seed.formulas[0];
    methods.push({
      title: "Formula selection method",
      method: `Write the formula first: ${formula.formula}. ${formula.commonUseCase}`,
      whenToUse: "At the start of every numerical or formula-based answer.",
      mistakeAvoided: formula.numericalPattern ?? "Substituting values before writing the formula loses the method mark.",
      example: formula.symbols.map((s) => `${s.symbol} = ${s.meaning}${s.unit ? ` (${s.unit})` : ""}`).join("; "),
    });
  }

  // 3) Exam keyword method (from the seed's exam answers).
  if (keywords.length > 0) {
    methods.push({
      title: "Exam keyword method",
      method: `Before writing, list the keywords: ${keywords.slice(0, 5).join(", ")}. Tick each one as you use it.`,
      whenToUse: "In every written answer — keywords carry the marks.",
      mistakeAvoided: "Writing the right idea but missing the exact keyword the examiner looks for.",
      example: seed.examAnswers[0]?.boardStyleRewrite ?? seed.examAnswers[0]?.answerPoints[0] ?? "",
    });
  }

  // 4) Mistake-avoidance method (from common mistakes).
  if (mistakes.length > 0) {
    methods.push({
      title: "Mistake-avoidance method",
      method: `Check your answer against the known traps: ${mistakes.slice(0, 3).join("; ")}.`,
      whenToUse: "After writing, before moving on — a 20-second self-check.",
      mistakeAvoided: mistakes[0],
      example: seed.correctionRubric.commonMissingParts.join("; ") || mistakes[0],
    });
  }

  // 5) Board-drawing memory method (from the visual board).
  if (seed.visualBoard.frames.length > 0) {
    const first = seed.visualBoard.frames[0];
    methods.push({
      title: "Board memory method",
      method: `Redraw the board from memory: ${seed.visualBoard.frames.map((f) => f.title).join(" → ")}.`,
      whenToUse: "During revision — drawing recalls more than re-reading.",
      mistakeAvoided: "Recognising the diagram in the book but failing to reproduce it in the exam.",
      example: first.teacherAction,
    });
  }

  return methods.slice(0, 5);
}

function buildDetailedNotes(seed: TuitionLessonSeed): LongFormClassRuntime["detailedNotes"] {
  const keywords = unique(seed.examAnswers.flatMap((a) => a.keywords));
  const mistakes = unique([
    ...seed.examAnswers.flatMap((a) => a.commonMistakes),
    ...seed.correctionRubric.commonMissingParts,
  ]);
  const boardAnswers = unique(seed.examAnswers.map((a) => a.boardStyleRewrite));

  return {
    definitions: seed.keyNotes,
    formulas: seed.formulas.map(
      (f) => `${f.formula} — ${f.meaning} [${f.symbols.map((s) => `${s.symbol}=${s.meaning}${s.unit ? ` (${s.unit})` : ""}`).join(", ")}]`,
    ),
    examKeywords: keywords.length > 0 ? keywords : seed.tags,
    commonMistakes: mistakes,
    boardAnswerPoints: boardAnswers,
    copyToNotebook: unique([...seed.keyNotes, ...seed.revisionSave.revisionNotes]),
    malayalamQuickHelp: seed.teach.malayalamSupport ? [seed.teach.malayalamSupport] : undefined,
    manglishQuickHelp: seed.teach.manglishSupport ? [seed.teach.manglishSupport] : undefined,
  };
}

function buildExamPractice(seed: TuitionLessonSeed): LongFormExamPractice[] {
  return [...seed.examAnswers]
    .sort((a, b) => a.marks - b.marks)
    .map((answer) => ({
      marks: answer.marks,
      question: answer.question,
      answerStructure: answer.answerPoints,
      keywords: answer.keywords,
      commonMissingPoints: answer.commonMistakes,
      improvedAnswer: answer.boardStyleRewrite,
    }));
}

function practiceTypeFor(quizType: TuitionLessonSeed["quiz"][number]["type"]): LongFormPracticeItem["type"] {
  if (quizType === "numerical") return "numerical";
  if (quizType === "diagram") return "diagram";
  if (quizType === "mcq") return "short";
  return "reasoning";
}

function buildPracticeSet(seed: TuitionLessonSeed): LongFormPracticeItem[] {
  const rubric = seed.correctionRubric.scoringPoints.map(
    (point) => `${point.point} (${point.marks} mark${point.marks === 1 ? "" : "s"}; keywords: ${point.requiredKeywords.join(", ")})`,
  );

  const main: LongFormPracticeItem = {
    type: "reasoning",
    question: seed.yourTurn.prompt,
    hint: seed.yourTurn.hint,
    expectedAnswer: seed.yourTurn.expectedAnswerPoints,
    rubric,
  };

  const fromQuiz: LongFormPracticeItem[] = seed.quiz.map((q) => ({
    type: practiceTypeFor(q.type),
    question: q.question,
    hint: q.explanation,
    expectedAnswer: [q.answer],
    rubric: [],
  }));

  return [main, ...fromQuiz];
}

function buildNarration(seed: TuitionLessonSeed, segments: LongFormTeachSegment[], frames: LongFormBoardFrame[]): LongFormClassRuntime["narration"] {
  return {
    lessonMediaPlaceholder:
      "Video renderer coming later; this is today's lesson plan outline from the curated class content.",
    teacherScript: [
      `Today's class: ${seed.missionTitle}. ${seed.goal}`,
      ...segments.flatMap((segment) => segment.teacherScript),
      ...frames.flatMap((frame) => frame.teacherNarration),
      `Recap: ${seed.recap.summary.join(" ")}`,
    ].filter(Boolean),
  };
}

/** Build the long-form runtime from a curated lesson seed. Deterministic. */
export function buildLongFormClassRuntime(seed: TuitionLessonSeed): LongFormClassRuntime {
  const warnings: string[] = [];
  const teachSegments = buildTeachSegments(seed, warnings);
  const visualBoardFrames = buildBoardFrames(seed, warnings);
  const marksCovered = unique(seed.examAnswers.map((a) => `${a.marks}-mark`));

  if (seed.revisionSave.flashcards.length === 0) warnings.push(`Flashcards: ${NEEDS_CURATION}`);
  if (seed.examAnswers.length === 0) warnings.push(`Exam practice: ${NEEDS_CURATION}`);

  return {
    missionId: seed.missionId,
    estimatedMinutes: seed.estimatedMinutes,
    sessionPlan: {
      title: `Today's Session Plan — ${seed.missionTitle}`,
      learningGoals: [seed.goal, ...seed.teach.explanationBlocks.map((block) => `Understand: ${block.heading}`)],
      prerequisites: seed.recall.expectedPoints,
      chapterPosition: `${seed.chapterTitle} — mission ${seed.missionId.replace(/^M/, "")} (${seed.contentType.replace(/_/g, " ")})`,
      examRelevance: marksCovered.length > 0 ? [`Board answer practice: ${marksCovered.join(", ")} questions`, ...unique(seed.examAnswers.map((a) => a.question)).slice(0, 3)] : [],
      classFlow: [
        "Session Plan — what today covers",
        `Teach — ${seed.teach.explanationBlocks.map((block) => block.heading).join(", ")}`,
        `Visual Board — ${seed.visualBoard.frames.length} board frame${seed.visualBoard.frames.length === 1 ? "" : "s"}`,
        "DocDoe Methods — tricks and self-checks",
        "Key Notes — notebook notes",
        "Exam Answers — board-style writing",
        "Your Turn + Correction + Quiz",
        "Recap + Save Revision",
      ],
      byTheEnd: [
        seed.goal,
        ...seed.recap.mustRemember.map((item) => `Remember: ${item}`),
        ...(seed.examAnswers[0] ? [`Write a ${seed.examAnswers[0].marks}-mark board answer with the right keywords`] : []),
      ],
      timing: timingPlan(seed.estimatedMinutes),
    },
    teachSegments,
    visualBoardFrames,
    tricksAndMethods: buildMethods(seed),
    detailedNotes: buildDetailedNotes(seed),
    examPractice: buildExamPractice(seed),
    practiceSet: buildPracticeSet(seed),
    revisionPack: {
      flashcards: seed.revisionSave.flashcards,
      onePageRevision: unique([...seed.recap.summary, ...seed.recap.mustRemember, ...seed.revisionSave.revisionNotes]),
      lastMinuteMistakes: unique([
        ...seed.examAnswers.flatMap((a) => a.commonMistakes),
        ...seed.correctionRubric.commonMissingParts,
      ]),
    },
    narration: buildNarration(seed, teachSegments, visualBoardFrames),
    warnings,
  };
}