Index

A

add_coordinate() (in module app.coordinates_setup) air_temperature (app.schemas.WeatherObservationSchema attribute) app module app.config module app.coordinates_manager module app.coordinates_setup module app.coordinates_utils module app.database module app.imputation module app.init_db module app.main module

app.ml_train module app.ml_utils module app.models module app.schemas module app.slurm_job_trigger module app.training_helpers module app.training_jobs module app.utils module app.weather_ingest module assert_positive_input_dim() (in module app.ml_utils)

B

Base (class in app.database) (class in app.ml_train)

build_status_data() (in module app.utils)

C

check_and_reset_training_status() (in module app.main) clear_training_flag_on_failure() (in module app.slurm_job_trigger) clear_training_in_progress() (in module app.training_jobs) cloud_area_fraction (app.schemas.WeatherObservationSchema attribute) configure_persistent_logging() (in module app.utils) coord_latitude (app.ml_utils.TrainingLogDetails attribute) (app.schemas.TrainingLogSchema attribute)

coord_longitude (app.ml_utils.TrainingLogDetails attribute) (app.schemas.TrainingLogSchema attribute) Coordinate (class in app.models) CoordinateListResponse (class in app.schemas) coordinates (app.schemas.CoordinateListResponse attribute) CoordinateSchema (class in app.schemas) create_and_dispatch_training_job() (in module app.slurm_job_trigger) current_horizon (app.schemas.TrainingStatusSchema attribute)

D

data_count (app.ml_utils.TrainingLogDetails attribute) (app.schemas.TrainingLogSchema attribute)

E

ensure_database_schema() (in module app.database)

F

fetch_all_data_points() (in module app.training_jobs) fetch_weather_for_coord() (in module app.weather_ingest) format_sweden_time() (in module app.utils)

format_sweden_time_iso() (in module app.utils) forward() (app.ml_train.SimpleRegressionNet method) (app.ml_utils.SimpleRegressionNet method)

G

gather_weather_data() (in module app.weather_ingest) GenericStatusResponse (class in app.schemas) get_all_coordinates_endpoint() (in module app.main) get_coordinates() (in module app.coordinates_manager) get_dashboard_stats() (in module app.main) get_db_session() (in module app.ml_train) get_historical_scores() (in module app.ml_utils)

get_horizon_shift() (in module app.training_helpers) get_latest_data_for_coord_endpoint() (in module app.main) get_latest_training_logs() (in module app.ml_utils) get_or_create_training_status() (in module app.training_jobs) get_prediction_data_endpoint() (in module app.main) get_scheduled_jobs_endpoint() (in module app.main) get_training_history() (in module app.main)

H

health_check() (in module app.main) history (app.schemas.PredictionDataResponse attribute) horizon (app.schemas.TrainingLogSchema attribute)

horizon_display_name (app.ml_utils.TrainingLogDetails attribute) horizon_label (app.ml_utils.TrainingLogDetails attribute) (app.schemas.TrainingLogSchema attribute)

I

id (app.schemas.CoordinateSchema attribute) (app.schemas.TrainingLogSchema attribute) (app.schemas.TrainingStatusSchema attribute)

initialize_database_schema() (in module app.init_db) is_central (app.schemas.CoordinateSchema attribute) is_imputed (app.schemas.WeatherObservationSchema attribute) is_training (app.schemas.TrainingStatusSchema attribute)

L

label (app.schemas.CoordinateSchema attribute) last_trained_at (app.schemas.TrainingStatusSchema attribute) latitude (app.schemas.CoordinateSchema attribute) (app.schemas.WeatherObservationSchema attribute)

launch_training_thread() (in module app.training_jobs) load_training_data() (in module app.ml_train) longitude (app.schemas.CoordinateSchema attribute) (app.schemas.WeatherObservationSchema attribute)

M

main() (in module app.init_db) (in module app.ml_train) manual_impute_endpoint() (in module app.main) message (app.schemas.GenericStatusResponse attribute) model_computed_fields (app.schemas.CoordinateListResponse attribute) (app.schemas.CoordinateSchema attribute) (app.schemas.GenericStatusResponse attribute) (app.schemas.PredictionDataResponse attribute) (app.schemas.TrainingLogSchema attribute) (app.schemas.TrainingStatusSchema attribute) (app.schemas.WeatherObservationSchema attribute) model_config (app.schemas.CoordinateListResponse attribute) (app.schemas.CoordinateSchema attribute) (app.schemas.GenericStatusResponse attribute) (app.schemas.PredictionDataResponse attribute) (app.schemas.TrainingLogSchema attribute) (app.schemas.TrainingStatusSchema attribute) (app.schemas.WeatherObservationSchema attribute) model_fields (app.schemas.CoordinateListResponse attribute) (app.schemas.CoordinateSchema attribute) (app.schemas.GenericStatusResponse attribute) (app.schemas.PredictionDataResponse attribute) (app.schemas.TrainingLogSchema attribute) (app.schemas.TrainingStatusSchema attribute) (app.schemas.WeatherObservationSchema attribute)

module app app.config app.coordinates_manager app.coordinates_setup app.coordinates_utils app.database app.imputation app.init_db app.main app.ml_train app.ml_utils app.models app.schemas app.slurm_job_trigger app.training_helpers app.training_jobs app.utils app.weather_ingest

P

parse_args() (in module app.init_db) precipitation_amount (app.schemas.WeatherObservationSchema attribute) PredictionDataResponse (class in app.schemas)

prepare_horizon_data() (in module app.ml_train) process_weather_payload() (in module app.weather_ingest) pytorch_score (app.ml_utils.TrainingLogDetails attribute) (app.schemas.TrainingLogSchema attribute)

R

render_map() (in module app.main) render_model_performance_partial() (in module app.main) render_root() (in module app.main) render_training_status_partial() (in module app.main)

retrieve_all_coordinates() (in module app.coordinates_setup) run_imputation_cycle() (in module app.imputation) run_training_and_update_status() (in module app.training_jobs) run_weather_ingestion_cycle_async() (in module app.weather_ingest)

S

seed_coordinates_if_needed() (in module app.coordinates_manager) (in module app.coordinates_setup) set_coordinate() (in module app.coordinates_manager) set_training_in_progress() (in module app.training_jobs) shutdown_event() (in module app.main)

SimpleRegressionNet (class in app.ml_train) (class in app.ml_utils) sklearn_score (app.ml_utils.TrainingLogDetails attribute) (app.schemas.TrainingLogSchema attribute) startup_event() (in module app.main) status (app.schemas.GenericStatusResponse attribute)

T

timestamp (app.ml_utils.TrainingLogDetails attribute) (app.schemas.TrainingLogSchema attribute) (app.schemas.WeatherObservationSchema attribute) to_sweden_time() (in module app.utils) train_and_log_for_horizon() (in module app.training_jobs) train_and_save_model() (in module app.ml_train) train_count (app.schemas.TrainingStatusSchema attribute) train_models_for_horizon() (in module app.training_helpers) TrainingLog (class in app.ml_train) (class in app.models)

TrainingLogDetails (class in app.ml_utils) TrainingLogSchema (class in app.schemas) TrainingStatus (class in app.ml_train) (class in app.models) TrainingStatusSchema (class in app.schemas) trigger_manual_training_endpoint() (in module app.main) trigger_slurm_job() (in module app.slurm_job_trigger) trigger_weather_ingestion_cycle() (in module app.weather_ingest)

U

unpack_training_result() (in module app.training_helpers)

update_current_horizon() (in module app.training_jobs) update_training_status() (in module app.ml_train)

V

validate_range() (in module app.coordinates_setup)

W

WeatherObservation (class in app.ml_train) (class in app.models)

WeatherObservationSchema (class in app.schemas) wind_direction (app.schemas.WeatherObservationSchema attribute) wind_speed (app.schemas.WeatherObservationSchema attribute)