Files
PolyWeather/src/data_collection/knmi_sources.py
T
2026-05-18 18:30:12 +08:00

258 lines
9.8 KiB
Python

"""KNMI (Royal Netherlands Meteorological Institute) data source.
Fetches 10-minute weather observations from the KNMI Data Platform
for Amsterdam Schiphol airport (WMO 06240, station 240).
Uses netCDF4; requires libhdf5-dev on Linux.
"""
from __future__ import annotations
import time
from datetime import datetime
from typing import Any, Dict, Optional
from loguru import logger
from src.utils.metrics import record_source_call
KNMI_DATASET = "10-minute-in-situ-meteorological-observations"
KNMI_VERSION = "1.0"
KNMI_API_BASE = "https://api.dataplatform.knmi.nl/open-data/v1"
KNMI_STATION = {
"amsterdam": {
"station": "06240",
"icao": "EHAM",
"label": "Schiphol 10min (KNMI)",
},
}
class KnmiSourceMixin:
def _knmi_api_key(self) -> str:
import os
return str(os.getenv("KNMI_API_KEY") or "").strip()
def _knmi_http_get(self, url: str, api_key: str = "") -> bytes:
"""Download file. Does NOT send auth header — download URLs are pre-signed S3 links."""
getter = getattr(self, "_http_get", None)
if callable(getter):
resp = getter(url)
return resp.content if hasattr(resp, "content") else resp
resp = self.session.get(url, timeout=self.timeout)
resp.raise_for_status()
return resp.content
def _knmi_http_get_json(self, url: str, api_key: str) -> Dict:
headers = {"Authorization": api_key}
getter = getattr(self, "_http_get_json", None)
if callable(getter):
return getter(url, headers=headers)
resp = self.session.get(url, timeout=self.timeout, headers=headers)
resp.raise_for_status()
return resp.json()
def fetch_knmi_current(
self,
city: str,
use_fahrenheit: bool = False,
) -> Optional[Dict[str, Any]]:
started = time.perf_counter()
city_key = str(city or "").strip().lower()
meta = KNMI_STATION.get(city_key) or {}
if not meta:
record_source_call("knmi", "current", "unsupported_city",
(time.perf_counter() - started) * 1000.0)
return None
api_key = self._knmi_api_key()
if not api_key:
logger.warning("KNMI_API_KEY not set, skipping fetch")
return None
cache_key = f"knmi:{city_key}:{use_fahrenheit}"
now_ts = time.time()
with self._knmi_cache_lock:
cached = self._knmi_cache.get(cache_key)
if cached and now_ts - cached["t"] < self.knmi_cache_ttl_sec:
record_source_call("knmi", "current", "cache_hit",
(time.perf_counter() - started) * 1000.0)
return cached["d"]
base = f"{KNMI_API_BASE}/datasets/{KNMI_DATASET}/versions/{KNMI_VERSION}"
try:
# Get latest file
resp = self._knmi_http_get_json(
f"{base}/files?maxKeys=1&sorting=desc&orderBy=created",
api_key,
)
files = resp.get("files") or []
if not files:
record_source_call("knmi", "current", "no_files",
(time.perf_counter() - started) * 1000.0)
return None
fname = files[0]["filename"]
# Get download URL
url_resp = self._knmi_http_get_json(f"{base}/files/{fname}/url", api_key)
download_url = url_resp.get("temporaryDownloadUrl")
if not download_url:
record_source_call("knmi", "current", "no_download_url",
(time.perf_counter() - started) * 1000.0)
return None
# Download and parse NetCDF
nc_bytes = self._knmi_http_get(download_url, api_key)
try:
from netCDF4 import Dataset
nc = Dataset(fname, memory=nc_bytes)
except ImportError:
logger.error("netCDF4 not installed; KNMI data unavailable")
record_source_call("knmi", "current", "netcdf4_missing",
(time.perf_counter() - started) * 1000.0)
return None
try:
stn = meta["station"]
# Find station index
station_var = nc.variables.get("station_id") or nc.variables.get("station")
station_ids = []
for s in (station_var[:] if station_var is not None else []):
try:
val = str(int(s))
except Exception:
val = str(s).strip()
station_ids.append(val)
try:
idx = station_ids.index(stn)
except ValueError:
try:
idx = station_ids.index(str(int(stn)))
except (ValueError, TypeError):
idx = -1
if idx < 0 or idx >= len(station_ids):
logger.warning("KNMI station {} not found in file", stn)
nc.close()
return None
# Extract latest timestep for temperature
ta = nc.variables.get("ta", None)
if ta is None:
nc.close()
return None
data = ta[:]
# Handle both old (time,station) and new (station,time) layouts
n_stations = len(station_ids)
if data.ndim == 2 and data.shape[0] == n_stations:
latest_temp = float(data[idx, -1])
elif data.ndim == 2:
latest_temp = float(data[-1, idx])
else:
latest_temp = float(data[-1])
def _read_2d(var, idx: int) -> Optional[float]:
if var is None:
return None
vdata = var[:]
if vdata.ndim == 2 and vdata.shape[0] == n_stations:
return float(vdata[idx, -1])
if vdata.ndim == 2:
return float(vdata[-1, idx])
return float(vdata[-1])
wind_ms = _read_2d(nc.variables.get("ff"), idx)
pressure_hpa = _read_2d(nc.variables.get("p0"), idx)
if pressure_hpa is not None and pressure_hpa > 5000:
pressure_hpa = pressure_hpa / 100.0
nc.close()
if latest_temp < -90 or latest_temp > 60:
record_source_call("knmi", "current", "bad_value",
(time.perf_counter() - started) * 1000.0)
return None
temp_c = round(float(latest_temp), 1)
wind_kt = round(wind_ms * 1.94384, 1) if wind_ms is not None else None
if pressure_hpa is not None:
pressure_hpa = round(float(pressure_hpa), 1)
temp = round(temp_c * 9 / 5 + 32, 1) if use_fahrenheit else temp_c
# Extract obs time from filename: KMDS__OPER_P___10M_OBS_L2_202605121150.nc
import re
obs_time = None
time_match = re.search(r"(\d{12})", fname)
if time_match:
ts = time_match.group(1)
obs_dt = datetime.strptime(ts, "%Y%m%d%H%M")
obs_time = obs_dt.isoformat()
result = {
"source": "knmi",
"timestamp": datetime.utcnow().isoformat(),
"station_code": stn,
"station_name": meta["label"],
"icao": meta["icao"],
"obs_time": obs_time or datetime.utcnow().isoformat(),
"current": {
"temp": temp,
},
"temp_c": temp_c,
"wind_kt": wind_kt,
"pressure_hpa": pressure_hpa,
}
with self._knmi_cache_lock:
self._knmi_cache[cache_key] = {"d": result, "t": now_ts}
record_source_call("knmi", "current", "success",
(time.perf_counter() - started) * 1000.0)
return result
finally:
try:
nc.close()
except Exception:
pass
except Exception as exc:
logger.warning("KNMI current fetch failed city={} error={}", city_key, exc)
with self._knmi_cache_lock:
stale = self._knmi_cache.get(cache_key)
if stale:
record_source_call("knmi", "current", "stale_cache",
(time.perf_counter() - started) * 1000.0)
return stale["d"]
record_source_call("knmi", "current", "error",
(time.perf_counter() - started) * 1000.0)
return None
def fetch_knmi_official_nearby(
self,
city: str,
use_fahrenheit: bool = False,
) -> list[Dict[str, Any]]:
current = self.fetch_knmi_current(city, use_fahrenheit=use_fahrenheit)
if not current:
return []
meta = KNMI_STATION.get(str(city or "").strip().lower()) or {}
return [
{
"name": meta.get("label") or "Schiphol 10min (KNMI)",
"station_label": meta.get("label"),
"lat": 52.3081,
"lon": 4.7642,
"temp": (current.get("current") or {}).get("temp"),
"icao": meta.get("icao"),
"istNo": meta.get("station"),
"source": "knmi",
"source_label": "KNMI",
"obs_time": current.get("obs_time"),
}
]