| |
| """Build a DuckDB dataset of SCP Foundation Wiki content pages, one year at a time. |
| |
| Downloads every content page (the `_default` Wikidot category: SCPs, tales, hubs, |
| GOI formats, essays, art) created in a given year on the English SCP wiki |
| (`scp-wiki.wikidot.com`), through the Crom GraphQL API via the `thaumiel` client. |
| |
| Captured per page: url, wikidot id, title, rating, vote count, category, created_at |
| (UTC), revision count, comment count, thumbnail url, parent url, created_by |
| (crom id / display name / unix name / wikidot id), source (raw Wikidot text), summary, |
| tags, alternate titles, and attributions (a JSON array of {type, user_display_name, |
| date, order}). Only the rendered text content is skipped; hidden pages and user/author |
| pages are filtered out server-side. |
| |
| The DuckDB file is the checkpoint: re-running a year resumes from the last saved page |
| (a `created_at` watermark) and re-fetched rows upsert in place, so interruptions and |
| Ctrl+C are safe. A `pages` table (with an `attributions` JSON column) plus normalized |
| `page_tags` and `page_alternate_titles` child tables. |
| |
| Usage (run from the src/ directory): |
| python scp_dataset.py 2008 |
| python scp_dataset.py 2023 --page-size 100 |
| python scp_dataset.py 2023 --restart # re-crawl a year from January 1 |
| |
| Publish to Parquet (one file per table) with the companion script: |
| python export_parquet.py |
| """ |
|
|
| from __future__ import annotations |
|
|
| import argparse |
| import asyncio |
| import contextlib |
| import json |
| import logging |
| import signal |
| import sys |
| import time |
| from datetime import UTC, datetime, timedelta |
| from functools import partial |
| from typing import TYPE_CHECKING |
|
|
| import duckdb |
| import httpx |
| from thaumiel import AsyncClient, F, RetryPolicy, Sort, SortKey, estimate_pages |
|
|
| if TYPE_CHECKING: |
| from thaumiel import Page, Predicate |
|
|
| |
|
|
| EN_WIKI_URL_PREFIX = "http://scp-wiki.wikidot.com" |
| CONTENT_CATEGORY = "_default" |
| QUOTA_CEILING = 300_000 |
| WIKI_FIRST_YEAR = 2008 |
| MAX_PAGE_SIZE = 100 |
|
|
| DEFAULT_DB = "../data/scp_dataset.duckdb" |
| DEFAULT_PAGE_SIZE = 100 |
| DEFAULT_MIN_POINTS = 2_000 |
| DEFAULT_USER_AGENT = "thaumiel-scp-dataset/1.0 (contact: hi@efe.cv)" |
|
|
| logger = logging.getLogger("scp_dataset") |
|
|
|
|
| |
|
|
|
|
| def to_utc_naive(value: datetime) -> datetime: |
| """Normalize an aware datetime to naive UTC for DuckDB TIMESTAMP storage.""" |
| return value.astimezone(UTC).replace(tzinfo=None) |
|
|
|
|
| def year_bounds(year: int) -> tuple[datetime, datetime]: |
| """Return the aware-UTC `[start, end)` bounds of a calendar year.""" |
| return datetime(year, 1, 1, tzinfo=UTC), datetime(year + 1, 1, 1, tzinfo=UTC) |
|
|
|
|
| |
|
|
|
|
| class Quota: |
| """Tracks Crom's fixed-window rate-limit budget from response headers. |
| |
| Crom bills points against a 300,000-point budget that resets to full at the |
| wall-clock time in `x-ratelimit-reset` (no gradual refill). An httpx response hook |
| keeps this current after every API call. |
| """ |
|
|
| def __init__(self) -> None: |
| self.remaining: int | None = None |
| self.limit: int | None = None |
| self.reset_at: float | None = None |
| self.spent: int = 0 |
| self._last: int | None = None |
|
|
| async def hook(self, response: httpx.Response) -> None: |
| """Record the latest rate-limit headers (an httpx response hook).""" |
| remaining = response.headers.get("x-ratelimit-remaining") |
| limit = response.headers.get("x-ratelimit-limit") |
| reset = response.headers.get("x-ratelimit-reset") |
|
|
| if remaining is not None: |
| value = int(remaining) |
|
|
| |
| if self._last is not None and value < self._last: |
| self.spent += self._last - value |
|
|
| self._last = value |
| self.remaining = value |
|
|
| if limit is not None: |
| self.limit = int(limit) |
|
|
| if reset is not None: |
| self.reset_at = float(reset) |
|
|
| def seconds_until_reset(self) -> float: |
| """Seconds until the current window resets, per the last seen header.""" |
| if self.reset_at is None: |
| return 0.0 |
|
|
| return max(0.0, self.reset_at - time.time()) |
|
|
|
|
| |
|
|
|
|
| def content_filter(year: int, *, since: datetime | None = None) -> Predicate: |
| """Build the server-side filter for EN-wiki content pages created in `year`. |
| |
| `since` (aware UTC) overrides the lower bound when resuming; it is inclusive (`>=`) |
| so no page is skipped, and re-fetched boundary pages upsert harmlessly. |
| """ |
| start, end = year_bounds(year) |
| lower = since if since is not None else start |
| return ( |
| F.url.starts_with(EN_WIKI_URL_PREFIX) |
| & (F.is_hidden == False) |
| & (F.is_user_page == False) |
| & (F.category == CONTENT_CATEGORY) |
| & (F.created_at >= lower) |
| & (F.created_at < end) |
| ) |
|
|
|
|
| |
|
|
| _SCHEMA = """ |
| CREATE TABLE IF NOT EXISTS pages ( |
| url VARCHAR PRIMARY KEY, |
| wikidot_id VARCHAR, |
| title VARCHAR NOT NULL, |
| rating DOUBLE, -- nullable; net votes on EN |
| vote_count INTEGER NOT NULL, |
| category VARCHAR NOT NULL, |
| created_at TIMESTAMP NOT NULL, -- UTC (naive) |
| revision_count INTEGER NOT NULL, |
| comment_count INTEGER NOT NULL, |
| thumbnail_url VARCHAR, |
| parent_url VARCHAR, |
| created_by_crom_id VARCHAR, -- null if author account deleted |
| created_by_display_name VARCHAR, |
| created_by_unix_name VARCHAR, |
| created_by_wikidot_id VARCHAR, |
| source VARCHAR, -- raw Wikidot source text |
| summary VARCHAR, -- author summary, often null |
| attributions JSON, -- [{type, user_display_name, ...}] |
| fetched_at TIMESTAMP NOT NULL -- UTC (naive); when saved |
| ); |
| |
| CREATE TABLE IF NOT EXISTS page_tags ( |
| page_url VARCHAR NOT NULL, |
| position INTEGER NOT NULL, -- preserves Crom's tag order |
| tag VARCHAR NOT NULL, |
| PRIMARY KEY (page_url, tag) |
| ); |
| |
| CREATE TABLE IF NOT EXISTS page_alternate_titles ( |
| page_url VARCHAR NOT NULL, |
| idx INTEGER NOT NULL, |
| title VARCHAR NOT NULL, |
| source VARCHAR NOT NULL, |
| PRIMARY KEY (page_url, idx) |
| ); |
| """ |
|
|
| |
| _PAGE_COLUMNS = ( |
| "url", |
| "wikidot_id", |
| "title", |
| "rating", |
| "vote_count", |
| "category", |
| "created_at", |
| "revision_count", |
| "comment_count", |
| "thumbnail_url", |
| "parent_url", |
| "created_by_crom_id", |
| "created_by_display_name", |
| "created_by_unix_name", |
| "created_by_wikidot_id", |
| "source", |
| "summary", |
| "attributions", |
| "fetched_at", |
| ) |
|
|
| |
| _INSERT_PAGE = ( |
| f"INSERT OR REPLACE INTO pages ({', '.join(_PAGE_COLUMNS)}) " |
| f"VALUES ({', '.join(['?'] * len(_PAGE_COLUMNS))})" |
| ) |
|
|
|
|
| def connect(db_path: str) -> duckdb.DuckDBPyConnection: |
| """Open the DuckDB database and ensure the schema (with migrations) exists.""" |
| con = duckdb.connect(db_path) |
| con.execute(_SCHEMA) |
| |
| con.execute("ALTER TABLE pages ADD COLUMN IF NOT EXISTS attributions JSON") |
| return con |
|
|
|
|
| def _attributions_json(page: Page) -> str: |
| """Serialize a page's attributions to a JSON array string for the JSON column.""" |
| return json.dumps( |
| [ |
| { |
| "type": a.type.value, |
| "user_display_name": a.user_display_name, |
| "date": a.date.isoformat() if a.date is not None else None, |
| "order": a.order, |
| } |
| for a in page.attributions or () |
| ], |
| ensure_ascii=False, |
| ) |
|
|
|
|
| def _page_row(page: Page, fetched_at: datetime) -> tuple[object, ...]: |
| """Flatten a page into a row tuple matching `_PAGE_COLUMNS`.""" |
| author = page.created_by |
| return ( |
| page.url, |
| page.wikidot_id, |
| page.title, |
| page.rating, |
| page.vote_count, |
| page.category, |
| to_utc_naive(page.created_at), |
| page.revision_count, |
| page.comment_count, |
| page.thumbnail_url, |
| page.parent_url, |
| author.id if author else None, |
| author.display_name if author else None, |
| author.unix_name if author else None, |
| author.wikidot_id if author else None, |
| page.source, |
| page.summary, |
| _attributions_json(page), |
| fetched_at, |
| ) |
|
|
|
|
| def save_batch( |
| con: duckdb.DuckDBPyConnection, |
| pages: tuple[Page, ...], |
| fetched_at: datetime, |
| ) -> None: |
| """Upsert a batch of pages and their child rows in one transaction. |
| |
| Pages are replaced by URL and child rows are delete-then-insert, so re-saving a page |
| (on resume or `--restart`) is idempotent. |
| """ |
| page_rows = [_page_row(p, fetched_at) for p in pages] |
| urls = [(p.url,) for p in pages] |
| tag_rows: list[tuple[str, int, str]] = [] |
| alt_rows: list[tuple[str, int, str, str]] = [] |
| for p in pages: |
| |
| for i, tag in enumerate(dict.fromkeys(p.tags)): |
| tag_rows.append((p.url, i, tag)) |
|
|
| for i, alt in enumerate(p.alternate_titles or ()): |
| alt_rows.append((p.url, i, alt.title, alt.source)) |
|
|
| con.execute("BEGIN TRANSACTION") |
| try: |
| con.executemany(_INSERT_PAGE, page_rows) |
| con.executemany("DELETE FROM page_tags WHERE page_url = ?", urls) |
| con.executemany("DELETE FROM page_alternate_titles WHERE page_url = ?", urls) |
|
|
| if tag_rows: |
| con.executemany("INSERT INTO page_tags VALUES (?, ?, ?)", tag_rows) |
|
|
| if alt_rows: |
| con.executemany( |
| "INSERT INTO page_alternate_titles VALUES (?, ?, ?, ?)", alt_rows |
| ) |
| except Exception: |
| con.execute("ROLLBACK") |
| raise |
| con.execute("COMMIT") |
|
|
|
|
| def year_saved_count(con: duckdb.DuckDBPyConnection, year: int) -> int: |
| """Count pages already saved for `year`.""" |
| start, end = year_bounds(year) |
| row = con.execute( |
| "SELECT count(*) FROM pages WHERE created_at >= ? AND created_at < ?", |
| [to_utc_naive(start), to_utc_naive(end)], |
| ).fetchone() |
| return int(row[0]) if row else 0 |
|
|
|
|
| def year_watermark(con: duckdb.DuckDBPyConnection, year: int) -> datetime | None: |
| """Latest `created_at` saved for `year` (the resume point), or None.""" |
| start, end = year_bounds(year) |
| row = con.execute( |
| "SELECT max(created_at) FROM pages WHERE created_at >= ? AND created_at < ?", |
| [to_utc_naive(start), to_utc_naive(end)], |
| ).fetchone() |
| return row[0] if row and row[0] is not None else None |
|
|
|
|
| |
|
|
|
|
| async def ensure_budget( |
| quota: Quota, |
| batch_cost: int, |
| min_points: int, |
| stop: asyncio.Event, |
| ) -> None: |
| """Pause until the rate-limit window resets if the next batch would dip too low.""" |
| if quota.remaining is None or quota.remaining - batch_cost >= min_points: |
| return |
|
|
| wait = quota.seconds_until_reset() + 2.0 |
| logger.warning( |
| "Low quota (%s left); pausing %.0fs for the window reset.", |
| f"{quota.remaining:,}", |
| wait, |
| ) |
|
|
| |
| with contextlib.suppress(TimeoutError): |
| await asyncio.wait_for(stop.wait(), timeout=wait) |
|
|
|
|
| def _install_signal_handlers(stop: asyncio.Event, task: asyncio.Task[int]) -> None: |
| """First Ctrl+C stops after the current batch; a second cancels at once.""" |
|
|
| def handle() -> None: |
| if not stop.is_set(): |
| stop.set() |
| logger.warning( |
| "Interrupt received -- finishing the current batch, then stopping. " |
| "Press Ctrl+C again to force-quit." |
| ) |
| else: |
| logger.warning("Second interrupt -- cancelling now.") |
| task.cancel() |
|
|
| loop = asyncio.get_running_loop() |
| for sig in (signal.SIGINT, signal.SIGTERM): |
| with contextlib.suppress(NotImplementedError): |
| loop.add_signal_handler(sig, handle) |
|
|
|
|
| def _log_plan( |
| args: argparse.Namespace, |
| expected: int, |
| already: int, |
| quota: Quota, |
| ) -> None: |
| """Log the crawl banner: scope, sizing, and current quota.""" |
| per_page = estimate_pages( |
| page_size=1, |
| source=True, |
| summary=True, |
| alternate_titles=True, |
| attributions=True, |
| ) |
| remaining = max(0, expected - already) |
| est = remaining * per_page |
|
|
| logger.info("=" * 72) |
| logger.info( |
| "SCP dataset crawl -- English wiki, _default content, year %d", |
| args.year, |
| ) |
| logger.info("Database: %s", args.db) |
| logger.info( |
| "Pages this year: %s expected | %s already saved | ~%s to fetch", |
| f"{expected:,}", |
| f"{already:,}", |
| f"{remaining:,}", |
| ) |
| logger.info( |
| "Cost: %d pts/page | est. ~%s pts for the rest (%.1f%% of a %s-pt window)", |
| per_page, |
| f"{est:,}", |
| est / QUOTA_CEILING * 100, |
| f"{QUOTA_CEILING:,}", |
| ) |
|
|
| if quota.remaining is not None: |
| logger.info( |
| "Quota now: %s / %s points, window resets in %.0fs", |
| f"{quota.remaining:,}", |
| f"{quota.limit or QUOTA_CEILING:,}", |
| quota.seconds_until_reset(), |
| ) |
| logger.info("=" * 72) |
|
|
|
|
| async def crawl_year(args: argparse.Namespace) -> int: |
| """Crawl one year into the database; return a process exit code.""" |
| con = connect(args.db) |
| quota = Quota() |
| http = httpx.AsyncClient( |
| headers={"User-Agent": args.user_agent}, |
| timeout=args.timeout, |
| event_hooks={"response": [quota.hook]}, |
| ) |
| client = AsyncClient(http_client=http) |
| retry = RetryPolicy( |
| max_attempts=args.max_attempts, |
| backoff=args.backoff, |
| retry_server_errors=True, |
| ) |
| stop = asyncio.Event() |
| task = asyncio.current_task() |
| if task is not None: |
| _install_signal_handlers(stop, task) |
|
|
| year: int = args.year |
| batch_cost = estimate_pages( |
| page_size=args.page_size, |
| source=True, |
| summary=True, |
| alternate_titles=True, |
| attributions=True, |
| ) |
|
|
| try: |
| |
| expected = await retry.run(lambda: client.count_pages(content_filter(year))) |
| already = year_saved_count(con, year) |
| watermark = None if args.restart else year_watermark(con, year) |
| _log_plan(args, expected, already, quota) |
|
|
| if args.restart: |
| logger.info("Restart: re-crawling from January 1 (rows updated in place).") |
| if expected == 0: |
| logger.info("No content pages found for %d. Nothing to do.", year) |
| return 0 |
| if already >= expected and not args.restart: |
| logger.info("Year %d already complete (%s saved).", year, f"{already:,}") |
| return 0 |
|
|
| since = watermark.replace(tzinfo=UTC) if watermark is not None else None |
| if since is not None: |
| logger.info( |
| "Resuming from %s UTC (boundary re-fetched; duplicates upsert).", |
| watermark, |
| ) |
| crawl = content_filter(year, since=since) |
| sort = Sort.by(SortKey.CREATED_AT, descending=False) |
|
|
| after: str | None = None |
| batch_no = 0 |
| saved_this_run = 0 |
| run_start = time.monotonic() |
| fetched_at = to_utc_naive(datetime.now(UTC)) |
|
|
| while not stop.is_set(): |
| await ensure_budget(quota, batch_cost, args.min_points, stop) |
| if stop.is_set(): |
| break |
|
|
| t0 = time.monotonic() |
| batch = await retry.run( |
| partial( |
| client.fetch_page_batch, |
| filter=crawl, |
| sort=sort, |
| page_size=args.page_size, |
| after=after, |
| source=True, |
| summary=True, |
| alternate_titles=True, |
| attributions=True, |
| ) |
| ) |
| if batch.pages: |
| save_batch(con, batch.pages, fetched_at) |
| saved_this_run += len(batch.pages) |
|
|
| batch_no += 1 |
| total = year_saved_count(con, year) |
| rate = saved_this_run / max(1e-9, time.monotonic() - run_start) |
| eta = ( |
| timedelta(seconds=int((expected - total) / rate)) |
| if rate > 0 |
| else timedelta() |
| ) |
|
|
| logger.info( |
| "batch %-4d +%-3d | %s/%s (%.1f%%) | %.1f pg/s | " |
| "%s pts left, %s spent | %.2fs | ETA %s", |
| batch_no, |
| len(batch.pages), |
| f"{total:,}", |
| f"{expected:,}", |
| total / expected * 100 if expected else 100.0, |
| rate, |
| f"{quota.remaining:,}" if quota.remaining is not None else "?", |
| f"{quota.spent:,}", |
| time.monotonic() - t0, |
| eta, |
| ) |
|
|
| if not batch.has_next_page or batch.end_cursor is None: |
| logger.info("Reached the end of %d.", year) |
| break |
|
|
| after = batch.end_cursor |
|
|
| total = year_saved_count(con, year) |
| interrupted = stop.is_set() and total < expected |
|
|
| logger.info("-" * 72) |
| logger.info( |
| "%s year %d: %s/%s saved (this run %s) | run cost %s pts | %s left | %.1fs", |
| "INTERRUPTED" if interrupted else "DONE", |
| year, |
| f"{total:,}", |
| f"{expected:,}", |
| f"{saved_this_run:,}", |
| f"{quota.spent:,}", |
| f"{quota.remaining:,}" if quota.remaining is not None else "?", |
| time.monotonic() - run_start, |
| ) |
|
|
| if interrupted: |
| logger.info("Re-run the same command to continue where you left off.") |
|
|
| logger.info("-" * 72) |
| finally: |
| await http.aclose() |
| con.close() |
| return 0 |
|
|
|
|
| |
|
|
|
|
| def setup_logging(log_file: str | None, *, verbose: bool) -> None: |
| """Configure the package logger to write to stderr (and optionally a file).""" |
| logger.setLevel(logging.DEBUG if verbose else logging.INFO) |
| logger.propagate = False |
| console = logging.StreamHandler(sys.stderr) |
| console.setFormatter( |
| logging.Formatter("%(asctime)s %(levelname)-7s %(message)s", "%H:%M:%S") |
| ) |
| logger.addHandler(console) |
|
|
| if log_file: |
| file_handler = logging.FileHandler(log_file) |
| file_handler.setFormatter( |
| logging.Formatter("%(asctime)s %(levelname)-7s %(message)s") |
| ) |
| logger.addHandler(file_handler) |
|
|
|
|
| def parse_args(argv: list[str] | None = None) -> argparse.Namespace: |
| """Parse and validate command-line arguments.""" |
| parser = argparse.ArgumentParser( |
| description="Download SCP wiki content pages for one year into DuckDB.", |
| formatter_class=argparse.ArgumentDefaultsHelpFormatter, |
| ) |
| parser.add_argument("year", type=int, help="Calendar year to crawl, e.g. 2008") |
| parser.add_argument("--db", default=DEFAULT_DB, help="DuckDB database path") |
| parser.add_argument( |
| "--page-size", |
| type=int, |
| default=DEFAULT_PAGE_SIZE, |
| help="Pages per API round trip", |
| ) |
| parser.add_argument( |
| "--restart", |
| action="store_true", |
| help="Re-crawl the year from January 1 instead of resuming", |
| ) |
| parser.add_argument( |
| "--min-points", |
| type=int, |
| default=DEFAULT_MIN_POINTS, |
| help="Pause for the window reset when points dip below this", |
| ) |
| parser.add_argument( |
| "--user-agent", default=DEFAULT_USER_AGENT, help="HTTP User-Agent" |
| ) |
| parser.add_argument( |
| "--timeout", type=float, default=30.0, help="HTTP timeout (seconds)" |
| ) |
| parser.add_argument( |
| "--max-attempts", |
| type=int, |
| default=5, |
| help="Max attempts per API call (retry/backoff)", |
| ) |
| parser.add_argument( |
| "--backoff", |
| type=float, |
| default=1.0, |
| help="Base seconds for exponential backoff", |
| ) |
| parser.add_argument( |
| "--log-file", default=None, help="Also append logs to this file" |
| ) |
| parser.add_argument("--verbose", action="store_true", help="Debug-level logging") |
|
|
| args = parser.parse_args(argv) |
| if not WIKI_FIRST_YEAR <= args.year <= datetime.now(UTC).year: |
| parser.error(f"year must be between {WIKI_FIRST_YEAR} and now") |
| if not 1 <= args.page_size <= MAX_PAGE_SIZE: |
| parser.error(f"page-size must be between 1 and {MAX_PAGE_SIZE}") |
|
|
| return args |
|
|
|
|
| def main(argv: list[str] | None = None) -> int: |
| """Entry point: parse arguments, set up logging, and run the crawl.""" |
| args = parse_args(argv) |
|
|
| setup_logging(args.log_file, verbose=args.verbose) |
|
|
| try: |
| return asyncio.run(crawl_year(args)) |
| except KeyboardInterrupt, asyncio.CancelledError: |
| logger.warning("Cancelled. Progress through the last committed batch is saved.") |
| return 130 |
|
|
|
|
| if __name__ == "__main__": |
| raise SystemExit(main()) |
|
|