Files
Northern-Thailand-Ping-Rive…/tests/test_hii_fill.py
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grabowski 7e642555b4 chore: remove the Python service; Python is the training stack only
Phase 4 of docs/RUST_REWRITE.md. Since 2026-10-18 ping-collector (rust/)
collects, forecasts, notifies (ntfy + Matrix) and serves the website/API;
nothing in production ran the Python service code any more.

Removed (~17k lines): the FastAPI app (web_api, schemas, health_check,
metrics, postgres_history, forecast_history, thaiwater), the Python RID
collector and CLI (water_scraper_v3, main, run.py), the notifier and Matrix
alerting (notify, alerting), the multi-backend adapters (SQLite, MySQL,
InfluxDB, VictoriaMetrics) with demo databases, models/validators/exceptions/
logging/rate limiter, ml/skill.py (served by Rust now), the migration tooling
(api_parity, collector_parity, e2e_notify, install_collector.sh,
gen_notify_cases.py, spikes/rust-forecast), Docker/compose/Grafana files,
sql/, the release workflow and the docs for all of that. Their tests went
with them.

Kept in Python: src/ml (training, evaluation harness, export; predict.py as
the reference the Rust forecaster is tested against), the HII and RID-dam
clients/stores for the archive backfills (their live collectors removed),
the backfill scripts, retrain.sh + timer, forecast_parity.py.

- PostgreSQL only: src/config.py is database_url() from POSTGRES_* / .env;
  the stores lost their sqlite/mysql branches (and the 2026-08 column
  migration). The database tests run against a throwaway schema from
  TEST_DATABASE_URL (tests/conftest.py pg_url, skipped without it), as the
  Rust tests do; CI gets a PostgreSQL service. 100 tests (66 without a DB).
- The notifier settings moved from src/notify.py into src/ml/export.py;
  flood_config.json regenerates byte-identical.
- tests/test_dashboard.py checks every path the dashboard fetches against
  ping-collector's router.
- Dependencies: fastapi, uvicorn, pydantic, influxdb, pymysql, psutil,
  schedule, sphinx, pyinstaller, mypy, pytest-asyncio dropped; python-dotenv
  1.1.1 explicit (it came in through uvicorn[standard]).
- Formatting contract extended to scripts/ and tests/ (reformatted once).
- scripts/install.sh is the one installer (fresh host or update, in place in
  a checkout without touching its ownership): binary, units, uv sync, .env
  defaults, removes the retired water-monitor.service and any old
  --alert-check cron job, dry run + forecast check, restart, readiness wait.
- Docs, CLAUDE.md, CONTRIBUTING.md, .env.example, Makefile, unit comments
  and Rust doc comments updated to the Rust service.
2026-10-18 17:15:07 +07:00

126 lines
4.5 KiB
Python

"""Tests for the in-memory HII gap-fill in the ML data loader."""
import datetime
import numpy as np
import pandas as pd
import pytest
from src.hii_collector import HiiStore
from src.ml.data import fill_from_hii
START = datetime.datetime(2024, 9, 1, 0, 0)
def _hours(n, offset=0):
return [START + datetime.timedelta(hours=offset + i) for i in range(n)]
def _base_frame(code="P.20", n=200, level=2.0):
return pd.DataFrame(
{
"timestamp": _hours(n),
"station_code": code,
"water_level": level,
"discharge": 100.0,
}
)
@pytest.fixture
def hii_db(pg_url):
"""A schema with the hii_* tables; returns (db_url, store)."""
store = HiiStore(pg_url)
assert store.connect()
yield pg_url, store
store.engine.dispose()
def _seed_mirror(store, station_id, rid_code, hours, wl_msl, discharge=250.0):
from sqlalchemy import text
with store.engine.begin() as conn:
conn.execute(
text("INSERT INTO hii_wl_stations (id, rid_code) VALUES (:i, :c)"),
{"i": station_id, "c": rid_code},
)
conn.execute(
text(
"INSERT INTO hii_waterlevel (station_id, timestamp, wl_msl, discharge) "
"VALUES (:i, :t, :w, :d)"
),
[
{"i": station_id, "t": t, "w": w, "d": discharge}
for t, w in zip(hours, wl_msl)
],
)
class TestFillFromHii:
def test_exact_mirror_fills_missing_hours(self, hii_db):
db_url, store = hii_db
base = _base_frame("P.20", n=200, level=2.0)
# Mirror covers the base window plus 48 extra hours, at MSL offset +300
_seed_mirror(store, 1, "P.20", _hours(248), [302.0] * 248)
filled = fill_from_hii(base, db_url, min_overlap_hours=168)
p20 = filled[filled["station_code"] == "P.20"]
assert len(p20) == 248
new_rows = p20[p20["timestamp"] >= START + datetime.timedelta(hours=200)]
assert len(new_rows) == 48
# MSL converted back to gauge datum via the overlap-derived offset
assert new_rows["water_level"].round(6).eq(2.0).all()
# Exact mirrors copy discharge
assert new_rows["discharge"].eq(250.0).all()
def test_p81_bias_corrected_without_discharge(self, hii_db):
db_url, store = hii_db
base = _base_frame("P.81", n=200, level=1.5)
# Biased mirror: offset 310.2 (not a published offset — derived only)
_seed_mirror(store, 2, "P.81", _hours(230), [311.7] * 230)
filled = fill_from_hii(base, db_url, min_overlap_hours=168)
p81 = filled[filled["station_code"] == "P.81"]
new_rows = p81[p81["timestamp"] >= START + datetime.timedelta(hours=200)]
assert len(new_rows) == 30
assert new_rows["water_level"].round(6).eq(1.5).all()
assert new_rows["discharge"].isna().all()
def test_insufficient_overlap_skips_station(self, hii_db):
db_url, store = hii_db
base = _base_frame("P.20", n=50) # only 50 shared hours
_seed_mirror(store, 1, "P.20", _hours(100), [302.0] * 100)
filled = fill_from_hii(base, db_url, min_overlap_hours=168)
assert len(filled) == len(base)
def test_nan_level_rows_are_replaced(self, hii_db):
db_url, store = hii_db
base = _base_frame("P.20", n=200, level=2.0)
base.loc[10, "water_level"] = np.nan
_seed_mirror(store, 1, "P.20", _hours(200), [302.5] * 200)
filled = fill_from_hii(base, db_url, min_overlap_hours=168)
p20 = filled[filled["station_code"] == "P.20"]
assert len(p20) == 200 # no duplicate hour
replaced = p20[p20["timestamp"] == START + datetime.timedelta(hours=10)]
assert replaced["water_level"].round(6).eq(2.0).all()
def test_never_merged_station_untouched(self, hii_db):
db_url, store = hii_db
base = _base_frame("P.76", n=200, level=1.0)
_seed_mirror(store, 3, "P.76", _hours(300), [301.0] * 300)
filled = fill_from_hii(base, db_url, min_overlap_hours=1)
assert len(filled) == len(base) # P.76 not in HII_FILL_STATIONS
def test_missing_tables_degrade_gracefully(self, pg_url):
base = _base_frame("P.20")
filled = fill_from_hii(base, pg_url) # empty schema: no hii_* tables
assert filled.equals(base)
def test_no_station_overlap_returns_input(self, hii_db):
db_url, _ = hii_db
base = _base_frame("P.5") # not fillable
assert fill_from_hii(base, db_url).equals(base)