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deploy: labeling server
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"""FastAPI app serving the annotator web UI + /api/task, /api/label, /api/progress."""
from __future__ import annotations
import hmac
import os
import re
import sqlite3
import time
from collections import deque
from pathlib import Path
from fastapi import Depends, FastAPI, HTTPException, Query, Request
from fastapi.responses import FileResponse, JSONResponse
from fastapi.staticfiles import StaticFiles
from pydantic import BaseModel, Field, conint
from aamcq.annotation import db as dbmod
from aamcq.annotation.assignment import bootstrap_annotators
DEFAULT_ACC_THRESHOLD = 0.40
# Round 1 (cap=20) + up to 3 bonus rounds (cap=10 each) = 50 labels max per
# annotator. Each label that lives in a passing session counts as one
# lottery entry; more labels = better odds.
MAX_LOTTERY_ROUND = 4
_EMAIL_RE = re.compile(r"^[^@\s]+@[^@\s]+\.[^@\s]+$")
def _is_valid_email(email: str) -> bool:
return bool(email) and len(email) <= 254 and bool(_EMAIL_RE.match(email))
REPO_ROOT = Path(__file__).resolve().parents[3]
DEFAULT_DB = REPO_ROOT / "data" / "annotations.sqlite"
DEFAULT_IMAGE_DIR = REPO_ROOT / "data" / "images"
DEFAULT_STATIC_DIR = REPO_ROOT / "labeling" / "static"
class LabelPayload(BaseModel):
token: str = Field(min_length=8, max_length=128)
item_id: str = Field(min_length=1, max_length=128)
chosen_index: conint(ge=0, le=3) # type: ignore[valid-type]
seconds: float | None = Field(default=None, ge=0, le=3600)
confidence: int | None = Field(default=None, ge=1, le=5)
def _sanitize_item(payload: dict) -> dict:
"""Strip `correct_index` before sending to annotator."""
return {k: v for k, v in payload.items() if k != "correct_index"}
class SubmitEmailPayload(BaseModel):
token: str = Field(min_length=8, max_length=128)
email: str = Field(min_length=3, max_length=254)
def create_app(
db_path: str | os.PathLike[str] | None = None,
image_dir: str | os.PathLike[str] | None = None,
static_dir: str | os.PathLike[str] | None = None,
pool_mode: bool = False,
anonymous_register: bool = False,
max_labels_per_item: int = 3,
max_labels_per_annotator: int | None = None,
access_password: str | None = None,
acc_threshold: float = DEFAULT_ACC_THRESHOLD,
register_rate_limit: tuple[int, int] | None = (5, 3600),
) -> FastAPI:
"""Labeling server.
`pool_mode=False` (default): annotators see only items pre-assigned to them
(round-robin). Requires bootstrap_annotators() + assign_items_round_robin()
before serving.
`pool_mode=True`: ignore pre-assignment; dispatch any item that still needs
labels and this annotator hasn't labeled. Items are handed out breadth-first
over existing-label-count — every item gets one label before anyone gets a
second. Unfinished work from one annotator is naturally picked up by the
next person who logs in. Cap each session with `max_labels_per_annotator`.
`anonymous_register=True`: `POST /api/register` mints a fresh annotator_id
+ token on demand, so a single public URL can serve any number of
concurrent anonymous annotators (each browser session = one annotator).
Intended for public-URL crowdsourcing.
`access_password`: if set, `/api/register` requires a matching
`?password=` query param (constant-time compared). Cheap anti-spam
gate for public Spaces — existing tokens keep working regardless.
`acc_threshold`: session accuracy (vs `correct_index`) required for
email submission + lottery bonus credit. Defaults to 0.40. At
p_random=0.25 and n=20, false-positive rate is ~10%, so pair with
IP rate-limiting + UNIQUE-email-per-round checks.
`register_rate_limit`: (max_requests, window_seconds) tuple. Defaults
to (5, 3600) — per-IP rolling window. Pass None to disable.
"""
db_path = Path(db_path or DEFAULT_DB)
image_dir = Path(image_dir or DEFAULT_IMAGE_DIR)
static_dir = Path(static_dir or DEFAULT_STATIC_DIR)
app = FastAPI(title="AestheticMCQ Annotation")
conn = dbmod.connect(db_path)
dbmod.init_schema(conn)
app.state.conn = conn
app.state.image_dir = image_dir
app.state.pool_mode = pool_mode
app.state.anonymous_register = anonymous_register
app.state.max_labels_per_item = max_labels_per_item
app.state.max_labels_per_annotator = max_labels_per_annotator
app.state.access_password = access_password
app.state.acc_threshold = float(acc_threshold)
app.state.register_rate_limit = register_rate_limit
app.state.register_hits: dict[str, deque[float]] = {}
@app.middleware("http")
async def _deny_framing(request, call_next):
# Block any browser from rendering us inside an iframe. The HF
# Spaces outer page (huggingface.co/spaces/...) embeds us that
# way and its script-load cycle double-fires our password
# prompt. Users should visit the direct *.hf.space URL instead.
response = await call_next(request)
response.headers["X-Frame-Options"] = "DENY"
response.headers["Content-Security-Policy"] = "frame-ancestors 'none'"
return response
def get_conn() -> sqlite3.Connection:
return app.state.conn
def resolve_annotator(
token: str,
conn: sqlite3.Connection = Depends(get_conn),
) -> str:
annotator_id = dbmod.get_annotator_by_token(conn, token)
if not annotator_id:
raise HTTPException(status_code=401, detail="invalid token")
return annotator_id
def _effective_cap(conn: sqlite3.Connection, annotator_id: str) -> int | None:
per = dbmod.get_annotator_cap(conn, annotator_id)
return per if per is not None else app.state.max_labels_per_annotator
def _client_ip(request: Request) -> str:
# HF Spaces sit behind a proxy — take the first entry of
# X-Forwarded-For if present, else the direct peer address.
xff = request.headers.get("x-forwarded-for")
if xff:
return xff.split(",")[0].strip()
return request.client.host if request.client else "unknown"
def _check_rate_limit(ip: str) -> None:
limit = app.state.register_rate_limit
if limit is None:
return
max_req, window = limit
now = time.time()
q = app.state.register_hits.setdefault(ip, deque())
while q and q[0] < now - window:
q.popleft()
if len(q) >= max_req:
raise HTTPException(
status_code=429,
detail=f"too many register requests (limit {max_req}/{window}s)",
)
q.append(now)
def _next_task_payload(annotator_id: str, conn: sqlite3.Connection, n_done: int) -> dict:
cap = _effective_cap(conn, annotator_id)
if cap is not None and n_done >= cap:
return {"done": True, "reason": "cap_reached", "labeled": n_done, "cap": cap}
if app.state.pool_mode:
item = dbmod.next_pooled_item(conn, annotator_id, app.state.max_labels_per_item)
else:
item = dbmod.next_unlabeled_item(conn, annotator_id)
if item is None:
return {"done": True, "reason": "pool_empty", "labeled": n_done}
return {
"done": False,
"item_id": item.item_id,
"payload": _sanitize_item(item.payload),
"image_url": f"/images/{item.item_id}.png",
"labeled": n_done,
"cap": cap,
}
@app.post("/api/register")
def api_register(
request: Request,
cap: int | None = Query(default=None, ge=1, le=10000),
password: str | None = Query(default=None, max_length=256),
email: str | None = Query(default=None, max_length=254),
round: int = Query(default=1, ge=1, le=MAX_LOTTERY_ROUND),
conn: sqlite3.Connection = Depends(get_conn),
):
"""Mint a fresh anonymous annotator. Only enabled when anonymous_register.
Optional `?cap=N` sets a per-annotator label cap that overrides the
server default (used by the frontend to give the first session a
larger quota than subsequent ones).
`?email=` + `?round=N` attach this new annotator to an existing
email-based chain for lottery-multiplier rounds (round 2/3). For
round > 1 we verify the prior round was passed by an earlier
annotator with the same email; otherwise reject. round==1 can
include email but is rarer (email is normally attached later
via /api/submit_email once session acc is known).
If `access_password` was set at startup, `?password=` must match
(constant-time compared) or we return 403.
"""
if not app.state.anonymous_register:
raise HTTPException(status_code=404, detail="anonymous register disabled")
expected = app.state.access_password
if expected:
if not password or not hmac.compare_digest(password, expected):
raise HTTPException(status_code=403, detail="wrong access password")
_check_rate_limit(_client_ip(request))
if email is not None:
if not _is_valid_email(email):
raise HTTPException(status_code=400, detail="bad email format")
# round > 1 must chain off a PASSED prior round for this email.
if round > 1:
passed = dbmod.email_passed_rounds(
conn, email, app.state.acc_threshold
)
if (round - 1) not in passed:
raise HTTPException(
status_code=400,
detail=f"round {round} requires passed round {round-1} for this email",
)
if round in passed:
raise HTTPException(
status_code=400,
detail=f"round {round} already passed for this email",
)
existing = {row["annotator_id"] for row in conn.execute(
"SELECT annotator_id FROM annotators"
)}
n = 0
while True:
candidate = f"anon_{dbmod.mint_token()[:10]}"
if candidate not in existing:
break
n += 1
if n > 8:
raise HTTPException(status_code=500, detail="could not mint unique id")
# bootstrap_annotators wasn't set up for email/round; inline the
# same effect so we can pass those through.
token = dbmod.mint_token()
dbmod.insert_annotator(
conn, candidate, token, cap=cap, email=email, round_number=round
)
return {
"annotator_id": candidate,
"token": token,
"cap": cap,
"email": email,
"round_number": round,
}
@app.get("/api/task")
def api_task(
token: str = Query(min_length=8, max_length=128),
conn: sqlite3.Connection = Depends(get_conn),
):
annotator_id = resolve_annotator(token, conn)
n_done = dbmod.count_annotator_labels(conn, annotator_id)
return _next_task_payload(annotator_id, conn, n_done)
@app.post("/api/label")
def api_label(
payload: LabelPayload,
conn: sqlite3.Connection = Depends(get_conn),
):
annotator_id = resolve_annotator(payload.token, conn)
item_row = dbmod.get_item(conn, payload.item_id)
if item_row is None:
raise HTTPException(status_code=404, detail="unknown item_id")
if not app.state.pool_mode:
# Pre-assigned mode: require an assignment row.
assigned = conn.execute(
"SELECT 1 FROM assignments WHERE item_id = ? AND annotator_id = ? LIMIT 1",
(payload.item_id, annotator_id),
).fetchone()
if assigned is None:
raise HTTPException(status_code=403, detail="item not assigned to annotator")
dbmod.record_label(
conn,
payload.item_id,
annotator_id,
int(payload.chosen_index),
payload.seconds,
payload.confidence,
)
return {"ok": True}
@app.get("/api/session_status")
def api_session_status(
token: str = Query(min_length=8, max_length=128),
conn: sqlite3.Connection = Depends(get_conn),
):
"""Tell the frontend what the done-page should render.
Returns pass/fail flags — never the raw accuracy number — so
annotators can't binary-search the threshold by reloading.
"""
annotator_id = resolve_annotator(token, conn)
row = dbmod.get_annotator_row(conn, annotator_id)
if row is None:
raise HTTPException(status_code=401, detail="invalid token")
cap = _effective_cap(conn, annotator_id)
n_correct, n = dbmod.session_accuracy(conn, annotator_id)
cap_reached = cap is not None and n >= cap
acc_pass = cap_reached and n > 0 and (n_correct / n) >= app.state.acc_threshold
# Lottery state: look at ALL annotators for this email (if any)
# to compute the current multiplier + whether more rounds are
# available.
email = row["email"]
labels_in_lottery = 0
if email:
# Count labels across ALL this email's passing annotators;
# each label is one lottery entry.
labels_in_lottery = dbmod.email_passed_label_count(
conn, email, app.state.acc_threshold
)
# Include THIS session optimistically if it just passed — the
# helper's scan excludes uncommitted state, and we want the
# UI to reflect the new total immediately.
if acc_pass:
# Avoid double-counting if this annotator's already
# persisted labels would have been counted.
passed_rounds = dbmod.email_passed_rounds(
conn, email, app.state.acc_threshold
)
if int(row["round_number"]) not in passed_rounds:
labels_in_lottery += int(n)
can_extend = (
acc_pass
and email is not None
and int(row["round_number"]) < MAX_LOTTERY_ROUND
)
return {
"cap_reached": bool(cap_reached),
"n_labeled": int(n),
"cap": cap,
"acc_pass": bool(acc_pass),
"round_number": int(row["round_number"]),
"email": email,
"labels_in_lottery": int(labels_in_lottery),
"can_extend": bool(can_extend),
"next_round_cap": 10,
}
@app.post("/api/submit_email")
def api_submit_email(
payload: SubmitEmailPayload,
conn: sqlite3.Connection = Depends(get_conn),
):
"""Attach the email to a round-1 annotator whose session passed.
Guards:
- Annotator exists (valid token).
- round_number == 1 (email is introduced on round 1 only).
- Current email is NULL (can't overwrite once set).
- Session complete: n_labeled >= cap.
- acc >= threshold.
- Email hasn't already passed round 1 via another annotator
(prevents multiple lottery entries per email).
"""
annotator_id = resolve_annotator(payload.token, conn)
row = dbmod.get_annotator_row(conn, annotator_id)
if row is None:
raise HTTPException(status_code=401, detail="invalid token")
if int(row["round_number"]) != 1:
raise HTTPException(
status_code=400, detail="email only submitted on round 1"
)
if row["email"]:
raise HTTPException(
status_code=409, detail="email already set for this annotator"
)
if not _is_valid_email(payload.email):
raise HTTPException(status_code=400, detail="bad email format")
cap = _effective_cap(conn, annotator_id)
n_correct, n = dbmod.session_accuracy(conn, annotator_id)
if cap is None or n < cap:
raise HTTPException(
status_code=400,
detail=f"session not complete ({n}/{cap})",
)
if n == 0 or (n_correct / n) < app.state.acc_threshold:
raise HTTPException(
status_code=403,
detail=f"accuracy below threshold ({app.state.acc_threshold})",
)
# Prevent double-credit: this email must not have a passed
# round 1 on another annotator.
if 1 in dbmod.email_passed_rounds(conn, payload.email, app.state.acc_threshold):
raise HTTPException(
status_code=409,
detail="email already credited for round 1",
)
dbmod.set_annotator_email(conn, annotator_id, payload.email)
return {
"ok": True,
"email": payload.email,
"round_number": 1,
"labels_in_lottery": int(n),
}
@app.get("/api/progress")
def api_progress(
token: str = Query(min_length=8, max_length=128),
conn: sqlite3.Connection = Depends(get_conn),
):
annotator_id = resolve_annotator(token, conn)
n_done = dbmod.count_annotator_labels(conn, annotator_id)
if app.state.pool_mode:
cap = app.state.max_labels_per_annotator
return {
"labeled": n_done,
"assigned": cap if cap is not None else 0,
}
return dbmod.progress(conn, annotator_id)
@app.get("/images/{item_id}.png")
def serve_image(item_id: str):
# Defense against path traversal — allow only [A-Za-z0-9_-.] in item_id.
if not item_id or any(c not in _ALLOWED_ITEM_CHARS for c in item_id):
raise HTTPException(status_code=400, detail="bad item_id")
path = (app.state.image_dir / f"{item_id}.png").resolve()
if app.state.image_dir.resolve() not in path.parents:
raise HTTPException(status_code=400, detail="bad path")
if not path.exists():
raise HTTPException(status_code=404, detail="image missing")
return FileResponse(path, media_type="image/png")
@app.get("/healthz")
def healthz():
return {"ok": True}
if static_dir.exists():
app.mount("/", StaticFiles(directory=str(static_dir), html=True), name="static")
else:
@app.get("/")
def root():
return JSONResponse({"detail": "static dir missing; /api/* still usable"})
return app
_ALLOWED_ITEM_CHARS = frozenset(
"abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789_-."
)