63 lines
1.9 KiB
YAML
63 lines
1.9 KiB
YAML
services:
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timescaledb:
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image: timescale/timescaledb:latest-pg16
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environment:
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POSTGRES_PASSWORD: postgres
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POSTGRES_USER: postgres
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POSTGRES_DB: micrometeo
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ports:
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- "5432:5432"
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volumes:
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- tsdata:/var/lib/postgresql/data
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# runs on first DB initialization only
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- ./db/init:/docker-entrypoint-initdb.d:ro
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ingestd:
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build:
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context: .
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dockerfile: Dockerfile
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depends_on:
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- timescaledb
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restart: unless-stopped
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ports:
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- "8080:8080"
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volumes:
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- ./config.yaml:/app/config.yaml:ro
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rainml:
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build:
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context: .
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dockerfile: Dockerfile.train
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depends_on:
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- timescaledb
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restart: unless-stopped
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environment:
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DATABASE_URL: "postgres://postgres:postgres@timescaledb:5432/micrometeo?sslmode=disable"
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RAIN_SITE: "home"
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RAIN_MODEL_NAME: "rain_next_1h"
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RAIN_MODEL_VERSION_BASE: "rain-logreg-v1"
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RAIN_MODEL_FAMILY: "logreg"
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RAIN_FEATURE_SET: "baseline"
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RAIN_FORECAST_MODEL: "ecmwf"
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RAIN_LOOKBACK_DAYS: "30"
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RAIN_TRAIN_INTERVAL_HOURS: "24"
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RAIN_PREDICT_INTERVAL_MINUTES: "10"
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RAIN_MIN_PRECISION: "0.70"
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RAIN_TUNE_HYPERPARAMETERS: "true"
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RAIN_MAX_HYPERPARAM_TRIALS: "12"
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RAIN_CALIBRATION_METHODS: "none,sigmoid,isotonic"
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RAIN_THRESHOLD_POLICY: "validation"
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RAIN_WALK_FORWARD_FOLDS: "0"
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RAIN_ALLOW_EMPTY_DATA: "true"
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RAIN_MODEL_PATH: "/app/models/rain_model.pkl"
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RAIN_MODEL_BACKUP_PATH: "/app/models/rain_model.pkl.last_good"
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RAIN_REPORT_PATH: "/app/models/rain_model_report.json"
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RAIN_AUDIT_PATH: "/app/models/rain_data_audit.json"
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RAIN_DATASET_PATH: "/app/models/datasets/rain_dataset_{model_version}_{feature_set}.csv"
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RAIN_MODEL_CARD_PATH: "/app/models/model_card_{model_version}.md"
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volumes:
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- ./models:/app/models
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volumes:
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tsdata:
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