process.env.DATABASE_URL ??=
  "postgresql://sec_cybert:sec_cybert@localhost:5432/sec_cybert";

import { readFile } from "node:fs/promises";
import { db } from "../db";
import * as schema from "../db/schema";

async function readJsonl<T = unknown>(path: string): Promise<T[]> {
  const text = await readFile(path, "utf-8");
  return text
    .split("\n")
    .filter((l) => l.trim())
    .map((l) => JSON.parse(l) as T);
}

async function readJson<T = unknown>(path: string): Promise<T> {
  const text = await readFile(path, "utf-8");
  return JSON.parse(text) as T;
}

interface ParagraphRow {
  id: string;
  text: string;
  textHash: string;
  wordCount: number;
  paragraphIndex: number;
  filing: {
    companyName: string;
    cik: string;
    ticker: string;
    filingType: string;
    filingDate: string;
    fiscalYear: number;
    accessionNumber: string;
    secItem: string;
  };
}

interface AnnotationRow {
  paragraphId: string;
  label: {
    content_category: string;
    specificity_level: number;
    category_confidence: string;
    specificity_confidence: string;
    reasoning: string;
  };
  provenance: Record<string, unknown>;
}

function computeConsensus(annotations: AnnotationRow[]): {
  category: string;
  specificity: number;
  method: string;
  confidence: number;
} {
  // Majority vote for category
  const catCounts = new Map<string, number>();
  for (const a of annotations) {
    const cat = a.label.content_category;
    catCounts.set(cat, (catCounts.get(cat) ?? 0) + 1);
  }
  let maxCatCount = 0;
  let majorityCategory = "";
  for (const [cat, count] of catCounts) {
    if (count > maxCatCount) {
      maxCatCount = count;
      majorityCategory = cat;
    }
  }

  // Majority vote for specificity
  const specCounts = new Map<number, number>();
  for (const a of annotations) {
    const spec = a.label.specificity_level;
    specCounts.set(spec, (specCounts.get(spec) ?? 0) + 1);
  }
  let maxSpecCount = 0;
  let majoritySpecificity = 0;
  for (const [spec, count] of specCounts) {
    if (count > maxSpecCount) {
      maxSpecCount = count;
      majoritySpecificity = spec;
    }
  }

  const total = annotations.length;
  const allAgreeCategory = maxCatCount === total;
  const allAgreeSpecificity = maxSpecCount === total;
  const method =
    allAgreeCategory && allAgreeSpecificity ? "unanimous" : "majority";
  const agreedOnBoth = annotations.filter(
    (a) =>
      a.label.content_category === majorityCategory &&
      a.label.specificity_level === majoritySpecificity,
  ).length;
  const confidence = agreedOnBoth / total;

  return {
    category: majorityCategory,
    specificity: majoritySpecificity,
    method,
    confidence,
  };
}

async function main() {
  const ROOT = "/home/joey/Documents/sec-cyBERT";
  const PARAGRAPHS_PATH =
    process.env.SEED_PARAGRAPHS_PATH ??
    `${ROOT}/data/paragraphs/paragraphs-clean.jsonl`;
  const ANNOTATIONS_PATH =
    process.env.SEED_ANNOTATIONS_PATH ??
    `${ROOT}/data/annotations/stage1.jsonl`;
  const HOLDOUT_IDS_PATH =
    process.env.SEED_HOLDOUT_IDS_PATH ??
    `${ROOT}/data/gold/v2-holdout-ids.json`;

  // 1. Load holdout IDs (the 1,200 v2 paragraphs)
  console.log("Loading v2 holdout IDs...");
  const holdoutIds = new Set(await readJson<string[]>(HOLDOUT_IDS_PATH));
  console.log(`  ${holdoutIds.size} holdout IDs`);

  // 2. Read annotations and compute consensus (only for holdout paragraphs)
  console.log("Reading annotations...");
  const annotations = await readJsonl<AnnotationRow>(ANNOTATIONS_PATH);
  console.log(`  ${annotations.length} total annotations loaded`);

  const annotationsByParagraph = new Map<string, AnnotationRow[]>();
  for (const a of annotations) {
    if (!holdoutIds.has(a.paragraphId)) continue;
    const group = annotationsByParagraph.get(a.paragraphId);
    if (group) {
      group.push(a);
    } else {
      annotationsByParagraph.set(a.paragraphId, [a]);
    }
  }
  console.log(
    `  ${annotationsByParagraph.size} holdout paragraphs have annotations`,
  );

  const consensusMap = new Map<
    string,
    ReturnType<typeof computeConsensus>
  >();
  for (const [pid, anns] of annotationsByParagraph) {
    consensusMap.set(pid, computeConsensus(anns));
  }

  // 3. Read paragraphs, filter to holdout only, and insert
  console.log("Reading paragraphs...");
  const allParagraphs = await readJsonl<ParagraphRow>(PARAGRAPHS_PATH);
  const paragraphs = allParagraphs.filter((p) => holdoutIds.has(p.id));
  console.log(
    `  ${allParagraphs.length} total → ${paragraphs.length} holdout paragraphs`,
  );

  if (paragraphs.length !== holdoutIds.size) {
    console.warn(
      `  WARNING: expected ${holdoutIds.size} holdout paragraphs but found ${paragraphs.length} in paragraphs file`,
    );
  }

  const BATCH_SIZE = 500;
  for (let i = 0; i < paragraphs.length; i += BATCH_SIZE) {
    const batch = paragraphs.slice(i, i + BATCH_SIZE);
    const rows = batch.map((p) => {
      const consensus = consensusMap.get(p.id);
      return {
        id: p.id,
        text: p.text,
        wordCount: p.wordCount,
        paragraphIndex: p.paragraphIndex,
        companyName: p.filing.companyName,
        cik: p.filing.cik,
        ticker: p.filing.ticker || null,
        filingType: p.filing.filingType,
        filingDate: p.filing.filingDate,
        fiscalYear: p.filing.fiscalYear,
        accessionNumber: p.filing.accessionNumber,
        secItem: p.filing.secItem,
        stage1Category: consensus?.category ?? null,
        stage1Specificity: consensus?.specificity ?? null,
        stage1Method: consensus?.method ?? null,
        stage1Confidence: consensus?.confidence ?? null,
      };
    });

    await db
      .insert(schema.paragraphs)
      .values(rows)
      .onConflictDoNothing();

    const progress = Math.min(i + BATCH_SIZE, paragraphs.length);
    console.log(`  Inserted ${progress}/${paragraphs.length} paragraphs`);
  }

  // 4. Create annotator accounts (joey is admin, no separate admin account)
  console.log("Creating annotator accounts...");
  const annotatorAccounts = [
    { id: "aaryan", displayName: "Aaryan", password: "sec-cybert" },
    { id: "anuj", displayName: "Anuj", password: "sec-cybert" },
    { id: "meghan", displayName: "Meghan", password: "sec-cybert" },
    { id: "xander", displayName: "Xander", password: "sec-cybert" },
    { id: "elisabeth", displayName: "Elisabeth", password: "sec-cybert" },
    { id: "joey", displayName: "Joey", password: "sec-cybert" },
  ];

  await db
    .insert(schema.annotators)
    .values(annotatorAccounts)
    .onConflictDoNothing();

  console.log(`  Created ${annotatorAccounts.length} annotator accounts`);
  console.log("Seed complete.");
  process.exit(0);
}

main().catch((err) => {
  console.error("Seed failed:", err);
  process.exit(1);
});