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discordbot/blue_archive/data.py
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#this module loads student data and fetches live banner info from the api##
"""Student and banner data layer for the Blue Archive gacha simulator."""
######################################################################
import json
import logging
import random
from datetime import datetime, timezone
from pathlib import Path
from typing import Optional
import aiohttp
from .constants import (
BUNDLED_DB,
BANNER_API,
CHARACTER_API,
PORTRAIT_CDN,
BANNER_RATES,
DEFAULT_RATES,
PULL10_RATES,
)
log = logging.getLogger(__name__)
class StudentDB:
"""In-memory student database loaded from the bundled SchaleDB JSON."""
def __init__(self) -> None:
self.students: list[dict] = []
self.by_id: dict[int, dict] = {}
self.by_name: dict[str, dict] = {}
self.by_rarity: dict[int, list[dict]] = {1: [], 2: [], 3: []}
self._loaded = False
def load(self) -> None:
if self._loaded:
return
with open(BUNDLED_DB, "r", encoding="utf-8") as f:
students = json.load(f)
self._index(students)
def load_data(self, students: list[dict]) -> None:
"""Index an already-parsed student list (used by the roster refresher)."""
if self._loaded:
return
self._index(list(students))
def _index(self, students: list[dict]) -> None:
self.students = students
excluded = 0
for s in self.students:
sid = s["Id"]
name = s["Name"].lower()
rarity = s["StarGrade"]
limit = s.get("IsLimited") or 0
self.by_id[sid] = s
self.by_name[name] = s
# Exclude welfare/event characters (IsLimited >= 2) from pullable pool
if limit >= 2:
excluded += 1
continue
if rarity in self.by_rarity:
self.by_rarity[rarity].append(s)
# Pre-build standard pool (IsLimited == 0 only) and full pool
self._std_pool: dict[int, list[dict]] = {1: [], 2: [], 3: []}
self._limited_pool: list[dict] = [] # all IsLimited == 1 chars
for s in self.students:
limit = s.get("IsLimited") or 0
if limit >= 2:
continue
r = s["StarGrade"]
if limit == 0 and r in self._std_pool:
self._std_pool[r].append(s)
elif limit == 1:
self._limited_pool.append(s)
self._loaded = True
log.info(
"Loaded %d students (std: %d, limited: %d, welfare: %d)",
len(self.students),
sum(len(v) for v in self._std_pool.values()),
len(self._limited_pool),
excluded,
)
async def merge_ennead(self, banner_cache: dict) -> int:
"""Fetch the ennead.cc character API and merge any new characters."""
try:
async with aiohttp.ClientSession() as session:
async with session.get(CHARACTER_API, timeout=aiohttp.ClientTimeout(total=15)) as resp:
if resp.status != 200:
log.warning("Ennead character API returned %d", resp.status)
return 0
chars = await resp.json()
except Exception:
log.exception("Failed to fetch ennead character API")
return 0
return self.merge_chars(chars, banner_cache)
def merge_chars(self, chars: list[dict], banner_cache: dict) -> int:
"""Merge already-fetched ennead characters that aren't in the roster.
Maps fields to SchaleDB format and derives IsLimited from banner
history. Only characters with IDs not already present are added —
existing entries are never touched. Returns the number merged.
"""
is_limited = self._build_is_limited(banner_cache)
try:
added = self._merge_chars(chars, is_limited)
if added:
log.info(
"Merged %d new characters from ennead API (total: %d, std: %d, limited: %d)",
added,
len(self.students),
sum(len(v) for v in self._std_pool.values()),
len(self._limited_pool),
)
except Exception:
log.exception("Failed to merge ennead characters")
return 0
return added
def _merge_chars(self, chars: list[dict], is_limited: dict[str, int]) -> int:
"""Add characters from the ennead API payload that aren't already loaded."""
added = 0
for c in chars:
sid = c["id"]
if sid in self.by_id:
continue # already present from SchaleDB — keep original
name = c["name"]
rarity = c["baseStar"]
limit = is_limited.get(name.lower())
if limit is None:
# Never appeared as a banner rate-up.
# 1-2★: welfare (matches SchaleDB: 19/20 welfare are 1★)
# 3★: likely upcoming limited (all known limited chars are 3★)
limit = 2 if rarity <= 2 else 1
student = {
"Id": sid,
"Name": name,
"StarGrade": rarity,
"School": c.get("school", "Unknown"),
"IsLimited": limit,
"SquadType": "Main" if c.get("squadType") == "Striker" else "Support",
"DevName": "",
}
self.by_id[sid] = student
self.by_name[name.lower()] = student
self.students.append(student)
if limit < 2:
if rarity in self.by_rarity:
self.by_rarity[rarity].append(student)
if limit == 0 and rarity in self._std_pool:
self._std_pool[rarity].append(student)
elif limit == 1:
self._limited_pool.append(student)
added += 1
return added
@staticmethod
def _build_is_limited(banner_cache: dict) -> dict[str, int]:
"""Derive IsLimited from banner history.
Returns {name_lower: 0|1} where:
0 = standard (ever appeared in a PickupGacha)
1 = limited (only in LimitedGacha / FesGacha, or never a rate-up)
"""
result: dict[str, int] = {}
all_banners = (
banner_cache.get("current", [])
+ banner_cache.get("upcoming", [])
+ banner_cache.get("ended", [])
)
for b in all_banners:
gtype = b.get("gachaType", "")
is_pickup = gtype == "PickupGacha"
for name in b.get("rateups", []):
key = name.lower()
# PickupGacha takes priority — once standard, always standard
if key not in result or is_pickup:
result[key] = 0 if is_pickup else 1
return result
@property
def pool_totals(self) -> dict[int, int]:
"""Total collectible students by rarity (excludes welfare)."""
return {r: len(v) for r, v in self.by_rarity.items()}
def get(self, student_id: int) -> Optional[dict]:
return self.by_id.get(student_id)
def get_by_name(self, name: str) -> Optional[dict]:
"""Resolve a student by name with fuzzy fallback.
Tries: exact match → strip variant suffix → substring match.
Handles banner-API names like "Maki (Camp)" when only "Maki" exists.
"""
key = name.lower().strip()
if key in self.by_name:
return self.by_name[key]
# "Maki (Camp)" → try "Maki"
if "(" in key:
base = key.split("(", 1)[0].strip()
if base in self.by_name:
return self.by_name[base]
# Last resort: substring match (e.g. "Yuuka Pajamas" → "Yuuka (Pajamas)")
for stored_name, student in self.by_name.items():
if key in stored_name or stored_name in key:
return student
return None
def build_pool(self, banner: Optional[dict]) -> dict[int, list[dict]]:
"""Build the pullable character pool for a specific banner.
Pool rules match the real game:
- Regular: standard characters only (IsLimited == 0)
- Pickup: standard pool + rate-up students
- Limited: standard pool + limited rate-up (only that banner)
- Fes: standard pool + ALL limiteds (IsLimited == 1) + rate-ups
Returns {1: [...], 2: [...], 3: [...]}.
Pass banner=None for regular recruitment.
"""
pool: dict[int, list[dict]] = {
r: list(self._std_pool[r]) for r in (1, 2, 3)
}
if banner is None:
return pool
gtype = banner.get("gachaType", "")
rateup_names = [n.lower() for n in banner.get("rateups", [])]
# For Fes banners, add ALL past limited characters to the pool
if gtype == "FesGacha":
for s in self._limited_pool:
r = s["StarGrade"]
if r in pool:
pool[r].append(s)
# Add rate-up students (they might already be in the pool, but we need
# to identify them for weighted selection later)
for name in rateup_names:
s = self.get_by_name(name)
if s and (s.get("IsLimited") or 0) < 2:
r = s["StarGrade"]
if r in pool and s not in pool[r]:
pool[r].append(s)
return pool
def weighted_pick(self, pool: list[dict], rateup_names: list[str], rarity: int) -> dict:
"""Pick a random student from a rarity pool with rate-up weighting.
For 3★: rate-up characters get 3x higher weight than standard ones,
producing roughly the same rate-up frequency as the real game's 0.7%
per rate-up out of the 3% total.
For 1-2★: uniform random (rate-ups don't affect lower rarities).
"""
if not pool:
# Fallback: any non-welfare student (shouldn't normally happen)
pullable = [s for s in self.students if s.get("IsLimited", 0) < 2]
return random.choice(pullable or self.students)
if rarity == 3 and rateup_names:
# Weighted: rate-up chars get 3x weight each vs normal chars.
# Use get_by_name so "Hoshino (Armed)" in API matches "Hoshino" in DB.
rateup_ids = set()
for rn in rateup_names:
rs = self.get_by_name(rn)
if rs:
rateup_ids.add(rs["Id"])
weights = []
for s in pool:
if s["Id"] in rateup_ids:
weights.append(3.0)
else:
weights.append(1.0)
return random.choices(pool, weights=weights, k=1)[0]
return random.choice(pool)
def random_by_rarity(self, rarity: int) -> dict:
"""Pick any student of given rarity from the full pullable pool (fallback)."""
pool = self.by_rarity.get(rarity, [])
if pool:
return random.choice(pool)
pullable = [s for s in self.students if s.get("IsLimited", 0) < 2]
return random.choice(pullable or self.students)
def cdn_portrait(self, student: dict) -> str:
"""SchaleDB CDN full-body portrait URL for a student (keyed by ID)."""
return f"{PORTRAIT_CDN}/student/portrait/{student['Id']}.webp"
# Global singleton
db = StudentDB()
def roll_rarity(rates: tuple[float, float, float]) -> int:
"""Roll rarity tier — returns 3, 2, or 1."""
r = random.random()
if r < rates[0]:
return 3
elif r < rates[0] + rates[1]:
return 2
else:
return 1
def get_rates_for_banner(banner: dict) -> tuple[float, float, float]:
"""Return (3star_rate, 2star_rate, 1star_rate) for a banner's gachaType."""
return BANNER_RATES.get(banner.get("gachaType", ""), DEFAULT_RATES)
# --- Banner fetching ---------------------------------------------------------
async def fetch_banners(session: Optional[aiohttp.ClientSession] = None) -> dict:
"""Fetch live banner data from the BlueArchiveAPI.
Returns {"current": [...], "upcoming": [...], "ended": [...]}.
Each banner has: id, gachaType, rateups (list of names), startedAt, endedAt.
"""
close_session = session is None
if close_session:
session = aiohttp.ClientSession()
try:
async with session.get(BANNER_API) as resp:
if resp.status == 200:
data = await resp.json()
log.info("Fetched %d current, %d upcoming banners",
len(data.get("current", [])),
len(data.get("upcoming", [])))
return data
else:
log.warning("Banner API returned status %d", resp.status)
return {"current": [], "upcoming": [], "ended": []}
except Exception:
log.exception("Failed to fetch banners from API")
return {"current": [], "upcoming": [], "ended": []}
finally:
if close_session:
await session.close()
def format_banner_embed(banner: dict, index: int) -> str:
"""Format a single banner as an embed field value string."""
gtype = banner.get("gachaType", "PickupGacha")
rateups = ", ".join(banner.get("rateups", [])) or "Standard pool"
started = banner.get("startedAt", 0)
ended = banner.get("endedAt", 0)
if started and ended:
start_dt = datetime.fromtimestamp(started / 1000, tz=timezone.utc)
end_dt = datetime.fromtimestamp(ended / 1000, tz=timezone.utc)
dates = f"{start_dt.strftime('%b %d')} – {end_dt.strftime('%b %d, %Y')}"
else:
dates = "Permanent"
is_fes = " [FES - 6% 3*!]" if gtype == "FesGacha" else ""
return (
f"**#{index + 1} — {gtype}{is_fes}**\n"
f"Rate-up: {rateups}\n"
f"{dates}"
)