Spaces:
Sleeping
Sleeping
fixed ttl logic
Browse files- app.py +227 -55
- requirements.txt +1 -0
app.py
CHANGED
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@@ -13,24 +13,33 @@ import seaborn as sns
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from simulator import InningOutcomeDistribution, simulate_game
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_DATA_DIR
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_dist_cache: dict = {}
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def _ensure_data():
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if not os.path.exists(DATA_PATH):
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from huggingface_hub import hf_hub_download
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os.makedirs(_DATA_DIR, exist_ok=True)
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def _get_dist(team: str) -> InningOutcomeDistribution:
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@@ -143,65 +152,127 @@ def simulate_json(home_team: str, away_team: str, n_simulations: int) -> dict:
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}
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# MLB Stats API
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_MLB_SCHEDULE_URL
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# ── Endpoint 3: simulate_today ───────────────────────────────────────────────
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# Fetches today's MLB schedule and simulates every game.
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def
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""
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try:
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with urllib.request.urlopen(url, timeout=10) as resp:
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data = json.loads(resp.read())
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except Exception as e:
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return {"error": f"Failed to fetch MLB schedule: {e}", "date": today, "n_games": 0, "games": []}
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raw_games = data.get("dates", [{}])[0].get("games", []) if data.get("dates") else []
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_ensure_data()
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games_out = []
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for game in raw_games:
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home_abbr = game["teams"]["home"]["team"]
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away_abbr = game["teams"]["away"]["team"]
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home_abbr = _MLB_API_TO_ABBR.get(home_abbr, home_abbr)
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away_abbr = _MLB_API_TO_ABBR.get(away_abbr, away_abbr)
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status = game.get("status", {}).get("abstractGameState", "Unknown")
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if home_abbr not in MLB_TEAMS or away_abbr not in MLB_TEAMS:
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games_out.append({
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"game_pk":
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"game_status": status,
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"home_team":
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"away_team":
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"error":
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})
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continue
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@@ -210,7 +281,94 @@ def simulate_today(n_simulations: int = 10000) -> dict:
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result["game_status"] = status
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games_out.append(result)
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# ── Gradio app ────────────────────────────────────────────────────────────────
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@@ -245,12 +403,26 @@ with gr.Blocks(title="game-sim-v0 | MLB Game Simulator") as demo:
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api_name="simulate_json")
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with gr.Tab("Today's Games"):
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gr.Markdown("Fetches today's MLB schedule and simulates every game.")
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t_n = gr.Slider(minimum=1000, maximum=50000, step=1000, value=10000, label="Simulations per game")
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t_out = gr.JSON(label="Results")
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t_btn.click(fn=simulate_today,
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gr.Examples(
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examples=[["NYY", "LAD", 10000], ["BOS", "HOU", 5000], ["ATL", "PHI", 10000]],
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from simulator import InningOutcomeDistribution, simulate_game
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_DATA_DIR = "/data" if os.path.isdir("/data") else "data"
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_HF_REPO_ID = "mc0117/mlb-models-storage"
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DATA_PATH = os.path.join(_DATA_DIR, "full_2026_season.parquet")
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_dist_cache: dict = {}
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def _ensure_data():
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if not os.path.exists(DATA_PATH):
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from huggingface_hub import hf_hub_download
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from huggingface_hub.utils import EntryNotFoundError
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os.makedirs(_DATA_DIR, exist_ok=True)
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filename = os.path.basename(DATA_PATH)
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print(f"Downloading {filename} from HF Hub...")
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try:
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hf_hub_download(
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repo_id=_HF_REPO_ID,
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filename=filename,
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repo_type="dataset",
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local_dir=_DATA_DIR,
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local_dir_use_symlinks=False,
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token=os.environ.get("HF_TOKEN"),
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)
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except EntryNotFoundError:
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raise RuntimeError(
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f"{filename} not found on HF Hub. "
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"Call update_season_data() to fetch and upload it first."
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)
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def _get_dist(team: str) -> InningOutcomeDistribution:
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}
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# MLB Stats API sometimes returns full names instead of abbreviations.
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_TEAM_NAME_TO_ABBR = {
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"Arizona Diamondbacks": "ARI", "Atlanta Braves": "ATL", "Baltimore Orioles": "BAL",
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"Boston Red Sox": "BOS", "Chicago Cubs": "CHC", "Chicago White Sox": "CWS",
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"Cincinnati Reds": "CIN", "Cleveland Guardians": "CLE","Colorado Rockies": "COL",
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"Detroit Tigers": "DET", "Houston Astros": "HOU", "Kansas City Royals": "KC",
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"Los Angeles Angels": "LAA", "Los Angeles Dodgers": "LAD","Miami Marlins": "MIA",
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"Milwaukee Brewers": "MIL", "Minnesota Twins": "MIN", "New York Mets": "NYM",
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"New York Yankees": "NYY", "Oakland Athletics": "OAK", "Athletics": "OAK",
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"Philadelphia Phillies": "PHI","Pittsburgh Pirates": "PIT", "San Diego Padres": "SD",
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"Seattle Mariners": "SEA", "San Francisco Giants": "SF","St. Louis Cardinals": "STL",
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"Tampa Bay Rays": "TB", "Texas Rangers": "TEX", "Toronto Blue Jays": "TOR",
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"Washington Nationals": "WSH",
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# abbreviation-level overrides (API returns "AZ" for Arizona)
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"AZ": "ARI",
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}
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_MLB_SCHEDULE_URL = "https://statsapi.mlb.com/api/v1/schedule?sportId=1&gameType=R&date={date}"
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_CACHE_TTL = timedelta(hours=6)
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_mem_cache: dict = {} # (date_str, n_sims) -> {"cached_at": datetime, "result": dict}
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def _cache_hf_path(today: str, n_simulations: int) -> str:
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return f"simulate_today_cache/{today}_{n_simulations}.json"
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def _load_cache(today: str, n_simulations: int) -> dict | None:
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key = (today, n_simulations)
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now = datetime.now(timezone.utc)
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entry = _mem_cache.get(key)
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if entry and now - entry["cached_at"] < _CACHE_TTL:
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return entry["result"]
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try:
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from huggingface_hub import hf_hub_download
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local_path = hf_hub_download(
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repo_id=_HF_REPO_ID,
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filename=_cache_hf_path(today, n_simulations),
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repo_type="dataset",
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token=os.environ.get("HF_TOKEN"),
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force_download=True,
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)
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with open(local_path) as f:
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stored = json.load(f)
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cached_at = datetime.fromisoformat(stored["cached_at"])
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if cached_at.tzinfo is None:
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cached_at = cached_at.replace(tzinfo=timezone.utc)
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if now - cached_at < _CACHE_TTL:
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_mem_cache[key] = {"cached_at": cached_at, "result": stored["result"]}
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return stored["result"]
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except Exception:
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pass
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return None
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def _save_cache(today: str, n_simulations: int, result: dict) -> None:
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key = (today, n_simulations)
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now = datetime.now(timezone.utc)
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_mem_cache[key] = {"cached_at": now, "result": result}
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payload = {"cached_at": now.isoformat(), "result": result}
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tmp_path = None
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try:
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from huggingface_hub import upload_file
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with tempfile.NamedTemporaryFile(mode="w", suffix=".json", delete=False) as f:
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json.dump(payload, f)
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tmp_path = f.name
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upload_file(
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path_or_fileobj=tmp_path,
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path_in_repo=_cache_hf_path(today, n_simulations),
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repo_id=_HF_REPO_ID,
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repo_type="dataset",
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token=os.environ.get("HF_TOKEN"),
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)
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except Exception as e:
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print(f"Cache upload failed: {e}")
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finally:
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if tmp_path:
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try:
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os.unlink(tmp_path)
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except Exception:
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pass
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# ── Endpoint 3 & 4: simulate_today / simulate_today_refresh ─────────────────
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# simulate_today — returns cached result if within 6 h, else recomputes.
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# simulate_today_refresh — always recomputes and overwrites the cache.
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def _resolve_abbr(info: dict) -> str:
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raw = info.get("abbreviation") or info.get("name", "")
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return _TEAM_NAME_TO_ABBR.get(raw, raw)
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def _compute_today(n_simulations: int) -> dict:
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today = date.today().strftime("%Y-%m-%d")
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url = _MLB_SCHEDULE_URL.format(date=today)
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try:
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with urllib.request.urlopen(url, timeout=10) as resp:
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data = json.loads(resp.read())
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except Exception as e:
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return {"error": f"Failed to fetch MLB schedule: {e}", "date": today, "n_games": 0, "cached": False, "cached_at": None, "games": []}
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raw_games = data.get("dates", [{}])[0].get("games", []) if data.get("dates") else []
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_ensure_data()
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games_out = []
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for game in raw_games:
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home_abbr = _resolve_abbr(game["teams"]["home"]["team"])
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away_abbr = _resolve_abbr(game["teams"]["away"]["team"])
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status = game.get("status", {}).get("abstractGameState", "Unknown")
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if home_abbr not in MLB_TEAMS or away_abbr not in MLB_TEAMS:
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games_out.append({
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"game_pk": game.get("gamePk"),
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"game_status": status,
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"home_team": home_abbr,
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"away_team": away_abbr,
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"error": "Team abbreviation not found in simulation data",
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})
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continue
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result["game_status"] = status
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games_out.append(result)
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core = {"date": today, "n_games": len(games_out), "games": games_out}
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_save_cache(today, n_simulations, core)
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return {**core, "cached": False, "cached_at": None}
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def simulate_today(n_simulations: int = 10000) -> dict:
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today = date.today().strftime("%Y-%m-%d")
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cached = _load_cache(today, n_simulations)
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if cached is not None:
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entry = _mem_cache.get((today, n_simulations))
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return {**cached, "cached": True, "cached_at": entry["cached_at"].isoformat() if entry else None}
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return _compute_today(n_simulations)
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def simulate_today_refresh(n_simulations: int = 10000) -> dict:
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today = date.today().strftime("%Y-%m-%d")
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key = (today, n_simulations)
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_mem_cache.pop(key, None)
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return _compute_today(n_simulations)
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# ── Endpoint 4: update_season_data ──────────────────────────────────────────
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# Pulls fresh Statcast data for the given season, saves parquet, uploads to HF.
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def update_season_data(season_year: int = 2026) -> dict:
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"""
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Fetches all Statcast data for `season_year` from Baseball Savant via
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pybaseball, saves a trimmed parquet locally, and uploads it to HF Hub.
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Clears the distribution cache so the next simulation uses fresh data.
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Returns:
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{
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"status": "ok" | "error",
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"season_year": int,
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"rows": int,
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"filename": str,
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"message": str
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}
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"""
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try:
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import pybaseball
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pybaseball.cache.enable()
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+
except ImportError:
|
| 327 |
+
return {"status": "error", "message": "pybaseball is not installed. Add it to requirements.txt."}
|
| 328 |
+
|
| 329 |
+
start_dt = f"{season_year}-03-01"
|
| 330 |
+
end_dt = date.today().strftime("%Y-%m-%d")
|
| 331 |
+
filename = f"full_{season_year}_season.parquet"
|
| 332 |
+
local_path = os.path.join(_DATA_DIR, filename)
|
| 333 |
+
|
| 334 |
+
print(f"Fetching Statcast data {start_dt} → {end_dt} (this takes a few minutes)...")
|
| 335 |
+
try:
|
| 336 |
+
df = pybaseball.statcast(start_dt=start_dt, end_dt=end_dt, verbose=True)
|
| 337 |
+
except Exception as e:
|
| 338 |
+
return {"status": "error", "message": f"pybaseball fetch failed: {e}"}
|
| 339 |
+
|
| 340 |
+
keep = ["events", "home_team", "away_team", "inning_topbot", "game_date"]
|
| 341 |
+
df = df[keep].copy()
|
| 342 |
+
df["home_team"] = df["home_team"].str.upper()
|
| 343 |
+
df["away_team"] = df["away_team"].str.upper()
|
| 344 |
+
|
| 345 |
+
os.makedirs(_DATA_DIR, exist_ok=True)
|
| 346 |
+
df.to_parquet(local_path, index=False)
|
| 347 |
+
print(f"Saved {len(df):,} rows to {local_path}")
|
| 348 |
+
|
| 349 |
+
try:
|
| 350 |
+
from huggingface_hub import upload_file
|
| 351 |
+
upload_file(
|
| 352 |
+
path_or_fileobj=local_path,
|
| 353 |
+
path_in_repo=filename,
|
| 354 |
+
repo_id=_HF_REPO_ID,
|
| 355 |
+
repo_type="dataset",
|
| 356 |
+
token=os.environ.get("HF_TOKEN"),
|
| 357 |
+
)
|
| 358 |
+
except Exception as e:
|
| 359 |
+
return {"status": "error", "message": f"HF Hub upload failed: {e}", "rows": len(df), "filename": filename}
|
| 360 |
+
|
| 361 |
+
global DATA_PATH
|
| 362 |
+
DATA_PATH = local_path
|
| 363 |
+
_dist_cache.clear()
|
| 364 |
+
|
| 365 |
+
return {
|
| 366 |
+
"status": "ok",
|
| 367 |
+
"season_year": season_year,
|
| 368 |
+
"rows": len(df),
|
| 369 |
+
"filename": filename,
|
| 370 |
+
"message": f"Uploaded {filename} ({len(df):,} rows) to HF Hub and refreshed dist cache.",
|
| 371 |
+
}
|
| 372 |
|
| 373 |
|
| 374 |
# ── Gradio app ────────────────────────────────────────────────────────────────
|
|
|
|
| 403 |
api_name="simulate_json")
|
| 404 |
|
| 405 |
with gr.Tab("Today's Games"):
|
| 406 |
+
gr.Markdown("Fetches today's MLB schedule and simulates every game. Results cached 6 h in HF Hub.")
|
| 407 |
t_n = gr.Slider(minimum=1000, maximum=50000, step=1000, value=10000, label="Simulations per game")
|
| 408 |
+
with gr.Row():
|
| 409 |
+
t_btn = gr.Button("Simulate Today's Games")
|
| 410 |
+
tr_btn = gr.Button("Force Refresh", variant="secondary")
|
| 411 |
t_out = gr.JSON(label="Results")
|
| 412 |
+
t_btn.click(fn=simulate_today, inputs=[t_n], outputs=t_out, api_name="simulate_today")
|
| 413 |
+
tr_btn.click(fn=simulate_today_refresh, inputs=[t_n], outputs=t_out, api_name="simulate_today_refresh")
|
| 414 |
+
|
| 415 |
+
with gr.Tab("Update Season Data"):
|
| 416 |
+
gr.Markdown(
|
| 417 |
+
"Pulls fresh Statcast data from Baseball Savant via **pybaseball**, "
|
| 418 |
+
"saves a trimmed parquet, and uploads it to HF Hub. "
|
| 419 |
+
"⚠️ Takes several minutes for a full season."
|
| 420 |
+
)
|
| 421 |
+
u_year = gr.Number(value=2026, label="Season year", precision=0)
|
| 422 |
+
u_btn = gr.Button("Fetch & Upload")
|
| 423 |
+
u_out = gr.JSON(label="Status")
|
| 424 |
+
u_btn.click(fn=update_season_data, inputs=[u_year], outputs=u_out,
|
| 425 |
+
api_name="update_season_data")
|
| 426 |
|
| 427 |
gr.Examples(
|
| 428 |
examples=[["NYY", "LAD", 10000], ["BOS", "HOU", 5000], ["ATL", "PHI", 10000]],
|
requirements.txt
CHANGED
|
@@ -3,3 +3,4 @@ pyarrow
|
|
| 3 |
matplotlib
|
| 4 |
seaborn
|
| 5 |
huggingface_hub
|
|
|
|
|
|
| 3 |
matplotlib
|
| 4 |
seaborn
|
| 5 |
huggingface_hub
|
| 6 |
+
pybaseball
|