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"""Open Discovery Challenge - submission intake and leaderboard.
Deliberately thin. Nothing here computes a score.
Scoring needs docking, docking needs a GPU, and a docking call takes minutes: the tunnel
in front of this service cuts a request at ~125 s, and boltz spawns grandchildren that
hold the stdout pipe open so a subprocess call never returns and wedges the whole worker.
That combination already took the PharmaOS API down once. So submissions land in a ledger
here, a worker on the GPU box picks them up, and results come back the same way. One
entrant can never block the service.
Endpoints
GET / leaderboard page
POST /api/submit accept a structure, run the gates, queue it
GET /api/leaderboard ranked table, structures masked
GET /api/queue how much work is outstanding
The ledger is a private dataset, not a file in this container: a Space's filesystem does
not survive a restart, and losing every submission to a rebuild is not acceptable when a
prize depends on them. The worker reads that same dataset directly, so nothing here hands
out work or accepts scores.
"""
import base64
import hashlib
import hmac
import json
import os
import secrets
import time
import urllib.parse
import urllib.request
import uuid
from fastapi import FastAPI, HTTPException, Request
from fastapi.responses import FileResponse, JSONResponse, RedirectResponse
from pydantic import BaseModel
import gates
import seasons
import store
HERE = os.path.dirname(os.path.abspath(__file__))
ANCHORS_DIR = os.path.join(HERE, "data")
CACHE = store.Cached(ttl=int(os.environ.get("ODC_CACHE_TTL", "20")))
# Masked identifiers must not be reversible from the public table.
SALT = os.environ.get("ODC_SALT", "odc-season1")
# Hugging Face signs entrants in. Identity has to come from somewhere the entrant cannot
# forge: a free-text name would let anyone post under someone else's handle, and the
# per-model chart is only meaningful if entries cannot be stuffed under a rival's label.
OAUTH_ID = os.environ.get("OAUTH_CLIENT_ID", "")
OAUTH_SECRET = os.environ.get("OAUTH_CLIENT_SECRET", "")
OAUTH_ISS = os.environ.get("OPENID_PROVIDER_URL", "https://huggingface.co")
SPACE_HOST = os.environ.get("SPACE_HOST", "")
COOKIE = "odc_session"
# Served in an iframe from another origin, so our cookies are third-party. Lax ones are
# discarded there; None requires Secure, which requires HTTPS - true on the Space, not on
# a local http run.
IN_FRAME = bool(SPACE_HOST)
COOKIE_KW = ({"samesite": "none", "secure": True} if IN_FRAME
else {"samesite": "lax", "secure": False})
SESSION_KEY = os.environ.get("ODC_SESSION_KEY") or secrets.token_hex(16)
# Entries accepted from one account in one day, per season. Chosen from the measured
# distribution: median 7/day, 90th percentile 34, with a few accounts reaching ~100 in a
# day and pushing arrivals past what the GPUs could score.
DAILY_CAP = int(os.environ.get("ODC_DAILY_CAP", "30"))
# the day boundary entrants will assume, rather than UTC
CAP_TZ_OFFSET = 9 * 3600
SEASON = {"name": "Open Discovery Challenge", "number": 1, "topic": "Malaria",
"target": "PfDHODH", "counter_target": "human DHODH",
# keyed by axis, not by a word - the page owns the wording in each language
"weights": {"activity": 30, "binding": 20, "selectivity": 20,
"admet": 15, "novelty": 10, "synthesis": 5},
# Each season is a different disease; the prize is awarded when a season closes.
"closes": "2026-09-30", "prize_usd": 1000}
app = FastAPI(title="Open Discovery Challenge")
class Submission(BaseModel):
structure: str # SMILES or InChI
display_name: str # name, affiliation or handle - entrant's choice
model_name: str = "" # which model proposed it; free text, blank allowed
rationale: str = "" # optional design note
# The entrant owns the molecule and decides whether anyone else sees it. Private is
# the default because the reverse cannot be undone: a structure, once shown, is
# disclosed, and disclosure is what costs patentability.
visibility: str = "private"
# which season this entry is for; seasons overlap, so it cannot be inferred from the
# date and must be stated
season: int = 1
def _submissions(s):
"""Every accepted entry in one season. Ids come from the tree; the rollup carries the
scores, so a page load is two requests rather than one per entry."""
p = seasons.path(s, "submissions")
# the cache key carries the season: a shared key would serve season 2 whatever season
# 1 fetched most recently, for as long as the entry lives
return CACHE.get("ids:%d" % s["number"], lambda: store.listdir(p))
def _board(s):
p = seasons.path(s, "leaderboard.json")
return CACHE.get("board:%d" % s["number"],
lambda: store.read(p, default={}) or {})
def public_id(inchikey):
"""A stable public handle that cannot be walked back to the structure.
The skeleton block of an InChIKey is a hash of connectivity, so it is safe to show
and still lets anyone check two entries are the same compound. The full key and the
SMILES stay in the ledger."""
h = hashlib.sha256((SALT + inchikey).encode()).hexdigest()[:6].upper()
return "ODC-%s" % h
def mask(rec):
"""What the public table is allowed to see: enough to verify and compare, never
enough to reconstruct. Entrants keep their chemistry until they choose otherwise."""
pub = rec.get("visibility") == "public"
return {
"candidate_id": rec.get("candidate_id"),
"skeleton": (rec.get("inchikey") or "")[:14],
# released only where the entrant asked for it to be released
"visibility": rec.get("visibility", "private"),
"smiles": rec.get("smiles") if pub else None,
"display_name": rec.get("display_name"),
"hf_user": rec.get("hf_user"),
"model_name": rec.get("model_name"),
"mw_band": rec.get("mw_band"),
"status": rec.get("status"),
"total": rec.get("total"),
"axes": rec.get("axes_points"),
"tier": rec.get("tier", 1),
"relegate_reason": rec.get("relegate_reason") or [],
"submitted_at": rec.get("submitted_at"),
}
def band(x, step=50):
if x is None:
return None
lo = int(x // step) * step
return "%d-%d" % (lo, lo + step)
def _sign(payload):
raw = base64.urlsafe_b64encode(json.dumps(payload).encode()).decode().rstrip("=")
sig = hmac.new(SESSION_KEY.encode(), raw.encode(), hashlib.sha256).hexdigest()[:32]
return raw + "." + sig
def _unsign(token):
try:
raw, sig = (token or "").rsplit(".", 1)
except ValueError:
return None
good = hmac.new(SESSION_KEY.encode(), raw.encode(), hashlib.sha256).hexdigest()[:32]
if not hmac.compare_digest(sig, good):
return None
pad = "=" * (-len(raw) % 4)
try:
return json.loads(base64.urlsafe_b64decode(raw + pad))
except Exception:
return None
def current_user(request: Request):
return _unsign(request.cookies.get(COOKIE))
def _redirect_uri(request: Request):
if SPACE_HOST:
return "https://%s/auth/callback" % SPACE_HOST
return str(request.base_url).rstrip("/") + "/auth/callback"
@app.get("/")
def index():
return FileResponse(os.path.join(HERE, "index.html"))
@app.get("/api/me")
def me(request: Request):
u = current_user(request)
return {"signed_in": bool(u), "user": u,
"oauth_configured": bool(OAUTH_ID and OAUTH_SECRET)}
@app.get("/login")
def login(request: Request):
if not (OAUTH_ID and OAUTH_SECRET):
raise HTTPException(503, "OAuth๊ฐ ์ค์ ๋์ง ์์์ต๋๋ค (README์ hf_oauth ํ์)")
state = secrets.token_urlsafe(16)
q = urllib.parse.urlencode({
"client_id": OAUTH_ID, "redirect_uri": _redirect_uri(request),
"response_type": "code", "scope": "openid profile", "state": state})
r = RedirectResponse("%s/oauth/authorize?%s" % (OAUTH_ISS.rstrip("/"), q))
# state is echoed back by the provider; comparing it to this cookie is what stops a
# third party from completing someone else's sign-in
r.set_cookie("odc_state", state, max_age=600, httponly=True, **COOKIE_KW)
return r
@app.get("/auth/callback")
def callback(request: Request, code: str = "", state: str = ""):
saved = request.cookies.get("odc_state")
if not code:
raise HTTPException(400, "์ธ์ฆ ์ฝ๋๊ฐ ์์ต๋๋ค โ ๋ก๊ทธ์ธ์ ๋ค์ ์๋ํด ์ฃผ์ธ์")
if not saved:
# the cookie was never stored, which is a browser policy problem, not tampering
raise HTTPException(400,
"๋ธ๋ผ์ฐ์ ๊ฐ ์ฟ ํค๋ฅผ ์ ์ฅํ์ง ๋ชปํ์ต๋๋ค. ์ด ํ์ด์ง๋ฅผ "
"์ ํญ์์ ์ง์ ์ด๊ณ (์ฃผ์์ฐฝ์ .hf.space ์ฃผ์) ๋ค์ "
"๋ก๊ทธ์ธํด ์ฃผ์ธ์. 3์ ์ฟ ํค ์ฐจ๋จ์ด ์์ธ์ผ ์ ์์ต๋๋ค.")
if state != saved:
raise HTTPException(400, "๋ก๊ทธ์ธ ์ํ๊ฐ์ด ์ผ์นํ์ง ์์ต๋๋ค โ ๋ค์ ์๋ํด ์ฃผ์ธ์")
body = urllib.parse.urlencode({
"client_id": OAUTH_ID, "client_secret": OAUTH_SECRET,
"grant_type": "authorization_code", "code": code,
"redirect_uri": _redirect_uri(request)}).encode()
tok_req = urllib.request.Request(
OAUTH_ISS.rstrip("/") + "/oauth/token", data=body,
headers={"Content-Type": "application/x-www-form-urlencoded"})
with urllib.request.urlopen(tok_req, timeout=20) as r:
tok = json.loads(r.read().decode())
ui_req = urllib.request.Request(
OAUTH_ISS.rstrip("/") + "/oauth/userinfo",
headers={"Authorization": "Bearer " + tok["access_token"]})
with urllib.request.urlopen(ui_req, timeout=20) as r:
ui = json.loads(r.read().decode())
user = {"name": ui.get("preferred_username") or ui.get("name"),
"picture": ui.get("picture"), "at": int(time.time())}
resp = RedirectResponse("/")
resp.set_cookie(COOKIE, _sign(user), max_age=60 * 60 * 24 * 14,
httponly=True, **COOKIE_KW)
resp.delete_cookie("odc_state")
return resp
@app.get("/logout")
def logout():
r = RedirectResponse("/")
r.delete_cookie(COOKIE)
return r
@app.get("/assets/{name}")
def asset(name: str):
"""Static files for the page. Names are matched against what is actually on disk, so
a crafted name cannot walk out of the directory."""
d = os.path.join(HERE, "assets")
if name not in set(os.listdir(d) if os.path.isdir(d) else []):
raise HTTPException(404, "not found")
return FileResponse(os.path.join(d, name))
@app.get("/api/season")
def season(request: Request):
return seasons.public(seasons.get(request.query_params.get("season")))
@app.get("/api/seasons")
def season_list():
"""Every season, so the page can draw its tabs without knowing them in advance."""
return {"seasons": seasons.listing(), "default": seasons.DEFAULT}
@app.post("/api/submit")
def submit(s: Submission, request: Request):
season = seasons.get(getattr(s, "season", None) or request.query_params.get("season"))
if not season.get("open"):
# a form in front of an unverified scorer collects entries it cannot grade
raise HTTPException(
403, "์์ฆ #%d ์ ์๋ ์์ง ์ด๋ฆฌ์ง ์์์ต๋๋ค" % season["number"])
user = current_user(request)
if (OAUTH_ID and OAUTH_SECRET) and not user:
raise HTTPException(401, "Hugging Face ๋ก๊ทธ์ธ์ด ํ์ํฉ๋๋ค")
if not s.display_name.strip():
raise HTTPException(400, "ํ์ ID๋ฅผ ์
๋ ฅํ์ธ์")
# Season 1's target is not a covalent-mechanism enzyme, so that rule is off here.
# Size caps and the PAINS allowance come from the season, not from module state: one
# process serves every season, so a module-level constant would apply season 3's limits
# to a season 1 entry.
v = gates.check(s.structure, covalent_rule=False, **seasons.gate(season))
if not v["admitted"]:
return JSONResponse({"accepted": False, "reasons": v["reject"]}, status_code=422) # dicts: {code, text}
# the public id is a salted hash of the InChIKey, so an id collision is a structure
# collision - no need to pull every record back to find out
sub_path = seasons.path(season, "submissions/%s.json" % public_id(v["inchikey"]))
# duplicates are per season: the same molecule is a fresh question against a new
# organism and a new target, so season 1 must not block a season 2 entry
if store.read(sub_path) is not None:
return JSONResponse(
{"accepted": False,
"reasons": ["์ด๋ฏธ ์ ์ถ๋ ๊ตฌ์กฐ์
๋๋ค (%s)" % public_id(v["inchikey"])]},
status_code=409)
# Daily cap. Counted from a small per-day tally file rather than by walking the
# submission tree - that would be one Hub request per existing entry, on every single
# submission, and there are already more than a thousand.
who = (user or {}).get("name") or s.display_name.strip()[:60]
day = time.strftime("%Y-%m-%d", time.gmtime(time.time() + CAP_TZ_OFFSET))
quota_path = seasons.path(season, "quota/%s.json" % day)
quota = {}
if who and DAILY_CAP > 0:
quota = store.read(quota_path, default={}) or {}
used = int(quota.get(who, 0))
if used >= DAILY_CAP:
return JSONResponse(
{"accepted": False, "daily_cap": DAILY_CAP, "used": used,
"reasons": ["ํ๋ฃจ ์ ์ถ ํ๋์ ๋๋ฌํ์ต๋๋ค (%d/%d). ํ๊ตญ์๊ฐ ์์ ์ ์ด๊ธฐํ๋ฉ๋๋ค."
% (used, DAILY_CAP)]},
status_code=429)
rec = {
# the candidate id is derived from the structure, so it doubles as the record key
# and makes a resubmission collide by construction
"id": public_id(v["inchikey"]),
"candidate_id": public_id(v["inchikey"]),
"smiles": v["smiles"], "inchikey": v["inchikey"],
"mw": v["mw"], "mw_band": band(v["mw"]),
# the HF handle is recorded separately from the free-text display name, so the
# table can show who actually submitted rather than what they typed
"hf_user": (user or {}).get("name"),
"visibility": "public" if s.visibility == "public" else "private",
"display_name": s.display_name.strip()[:60],
"model_name": s.model_name.strip()[:80],
"rationale": s.rationale.strip()[:2000],
"season": season["number"],
"status": "queued", "submitted_at": int(time.time()),
}
store.write(sub_path, rec,
summary="s%d entry %s" % (season["number"], rec["candidate_id"]))
if who and DAILY_CAP > 0:
quota[who] = int(quota.get(who, 0)) + 1
store.write(quota_path, quota, summary="quota %s %s" % (day, who))
CACHE.drop()
scored = set((_board(season).get("entries") or {}).keys())
ahead = len([i for i in _submissions(season) if i not in scored])
return {"accepted": True, "candidate_id": rec["candidate_id"],
"queue_position": ahead,
"note": "์ฑ์ ์ GPU ์์
์ผ๋ก ์ฒ๋ฆฌ๋๋ฉฐ ์๋ฃ๊น์ง ๋ช ๋ถ ๊ฑธ๋ฆฝ๋๋ค."}
@app.get("/api/leaderboard")
def leaderboard(request: Request):
season = seasons.get(request.query_params.get("season"))
rows = list((_board(season).get("entries") or {}).values())
anchors = []
apath = os.path.join(ANCHORS_DIR, season["anchors"])
if os.path.exists(apath):
for a in json.load(open(apath, encoding="utf-8")):
if not a.get("admitted"):
continue
anchors.append({"candidate_id": a["label"], "is_anchor": True,
"display_name": "๊ธฐ์ค๋ฌผ์ง", "model_name": "",
"total": a["total"], "tier": a.get("tier", 1),
"axes": {k: v["points"] for k, v in a["axes"].items()},
# reference rows carry their reasoning too, so the overlay
# explains the scale as well as the entries
"detail": {k: v["detail"] for k, v in a["axes"].items()},
"note": a.get("note", ""),
"note_en": a.get("note_en", "")})
merged = rows + anchors
merged.sort(key=lambda e: (e.get("tier", 1), -(e.get("total") or -1)))
n = 0
for e in merged:
if e.get("is_anchor") or e.get("tier", 1) != 1:
e["rank"] = None # anchors mark the ladder; they do not climb it
else:
n += 1
e["rank"] = n
return {"season": seasons.public(season), "entries": merged,
"counts": {"scored": len(rows), "anchors": len(anchors)}}
# Tokens that carry no distinguishing information when a vendor is already named.
# "OpenAI GPT-5.6 Sol" and "OpenAI 5.6 SOL" are the same model; "GPT-5.6 Pro" is not the
# same as "GPT-5.6 Sol", so only the filler comes out - never a variant word.
_MODEL_FILLER = {"gpt"}
def canon_model(name):
"""Spelling-insensitive key for a model name.
Splits on anything that is not a letter, digit or dot, so separators stop mattering
while version numbers survive intact: claude-opus-5 and "Claude opus 5" collapse,
5.6 stays 5.6 rather than becoming 5 and 6.
"""
import re
toks = [t for t in re.split(r"[^0-9A-Za-z.]+", (name or "").lower()) if t]
toks = [t for t in toks if t not in _MODEL_FILLER]
return " ".join(toks)
@app.get("/api/models")
def models(request: Request): # noqa: C901
"""Per-model standings: which model produced the best candidate, and which gets used.
Deliberately two separate numbers. Popularity is not quality - a model everyone
reaches for will rack up entries regardless of whether any of them score, and a model
used three times could hold the top result. Reporting only a mean would hide both:
one lucky hit drowns in a hundred weak entries, and a model with two good tries looks
better than one with fifty. So the chart carries best, mean and count side by side.
Reference compounds are excluded - they were not produced by an entrant's model.
"""
agg = {}
season = seasons.get(request.query_params.get("season"))
for r in (_board(season).get("entries") or {}).values():
if r.get("total") is None:
continue
name = (r.get("model_name") or "").strip() or "๋ฏธ๊ธฐ์ฌ / unspecified"
key = canon_model(name) or name
a = agg.setdefault(key, {"model": name, "n": 0, "best": None, "sum": 0.0,
"entrants": set(), "top_candidate": None,
# every spelling seen under this key, so the label can be
# the one entrants actually used most
"spellings": {}})
a["spellings"][name] = a["spellings"].get(name, 0) + 1
a["n"] += 1
a["sum"] += r["total"]
if a["best"] is None or r["total"] > a["best"]:
a["best"] = r["total"]
a["top_candidate"] = r.get("candidate_id")
who = r.get("hf_user") or r.get("display_name")
if who:
a["entrants"].add(who)
out = []
for a in agg.values():
label = max(a["spellings"].items(), key=lambda kv: (kv[1], len(kv[0])))[0]
out.append({"model": label, "submissions": a["n"],
# so the page can say a row is several spellings pooled
"spellings": sorted(a["spellings"], key=lambda s: -a["spellings"][s]),
# rounded here, so a one-decimal cut on this side is a cut the page
# cannot undo - the standings read 60.4 while the table read 60.430
"best": round(a["best"], 3) if a["best"] is not None else None,
"mean": round(a["sum"] / a["n"], 3) if a["n"] else None,
"entrants": len(a["entrants"]),
"top_candidate": a["top_candidate"]})
out.sort(key=lambda x: (-(x["best"] or 0), -x["submissions"]))
return {"models": out,
"totals": {"models": len(out), "submissions": sum(x["submissions"] for x in out)}}
# The worker no longer talks to this service at all. It reads the dataset for entries
# that have no result file yet, scores them, and writes the result and the rollup back.
# That removed the claim/post endpoints and the shared key they were guarded by - both
# sides already authenticate to the Hub, so there is one fewer secret to leak.
@app.get("/api/mol3d")
def mol3d(smiles: str = ""):
"""A 3D conformer for the viewer, as an MDL mol block.
Published structures only. The lookup is against the rollup rather than trusting the
caller: the page only ever has public strings, but an endpoint that embeds whatever
it is given would answer "is this the private entry?" for anyone willing to guess.
"""
from rdkit import Chem
from rdkit.Chem import AllChem, rdMolDescriptors
s = (smiles or "").strip()
if not s:
raise HTTPException(400, "no structure given")
published = set()
for n in seasons.SEASONS:
for e in (_board(seasons.get(n)).get("entries") or {}).values():
if e.get("visibility") == "public" and e.get("smiles"):
published.add(e["smiles"])
if s not in published:
raise HTTPException(404, "not a published structure")
m = Chem.MolFromSmiles(s)
if m is None:
raise HTTPException(400, "unparseable structure")
mh = Chem.AddHs(m)
# a fixed seed so the same entry always renders as the same conformer; if embedding
# fails the flat coordinates still draw, they are simply not a conformation
if AllChem.EmbedMolecule(mh, randomSeed=1) != 0:
AllChem.Compute2DCoords(mh)
else:
try:
AllChem.MMFFOptimizeMolecule(mh, maxIters=400)
except Exception:
pass
return {"mol": Chem.MolToMolBlock(mh),
"formula": rdMolDescriptors.CalcMolFormula(m),
"mw": round(rdMolDescriptors.CalcExactMolWt(m), 2),
"atoms": m.GetNumAtoms(), "atoms_h": mh.GetNumAtoms()}
@app.get("/api/queue")
def queue(request: Request):
"""How much work is outstanding.
This was declared directly after the worker endpoints, so removing that block took it
along too. The page never calls it, so nothing looked broken - it surfaced only by
exercising every route after a factory rebuild.
"""
season = seasons.get(request.query_params.get("season"))
ids = _submissions(season)
scored = set((_board(season).get("entries") or {}).keys())
return {"queued": len([i for i in ids if i not in scored]),
"scored": len(scored), "total": len(ids)}
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