Index

A

activation (seawrd.config.ModelConfig attribute)

B

batch_size (seawrd.config.TrainingConfig attribute) benchmark_device (seawrd.config.DeviceConfig attribute) benchmark_epochs (seawrd.config.DeviceConfig attribute) (seawrd.device_selection.BenchmarkWorkerConfig attribute)

benchmark_repeats (seawrd.config.DeviceConfig attribute) (seawrd.device_selection.BenchmarkWorkerConfig attribute) BenchmarkCache (class in seawrd.device_selection) BenchmarkWorkerConfig (class in seawrd.device_selection)

C

cache_dir (seawrd.config.OutputConfig attribute) CallbackConfig (class in seawrd.config) callbacks (seawrd.config.SEAWRDConfig attribute) choose_training_device() (in module seawrd.device_selection) clone_model() (seawrd.model.DNNManager method) compile (seawrd.config.SEAWRDConfig attribute) compile_from_config() (seawrd.model.DNNManager static method)

CompileConfig (class in seawrd.config) config_to_worker_payload() (in module seawrd.bootstrap) ConfigManager (class in seawrd.config_manager) ConfigSection (class in seawrd.config) cpu_name (seawrd.device_selection.BenchmarkCache attribute) cpu_result (seawrd.device_selection.DeviceChoice attribute) create_model_name() (seawrd.model.DNNManager method) create_validation_split() (in module seawrd.utils)

D

data_path (seawrd.device_selection.BenchmarkWorkerConfig attribute) DataPreprocessor (class in seawrd.preprocessing_data) DERIVED_COLUMNS (seawrd.preprocessing_data.DataPreprocessor attribute) device (seawrd.config.SEAWRDConfig attribute) (seawrd.device_selection.DeviceBenchmarkResult attribute) (seawrd.device_selection.DeviceChoice attribute)

device_choice (seawrd.device_selection.BenchmarkCache attribute) DeviceBenchmarkResult (class in seawrd.device_selection) DeviceChoice (class in seawrd.device_selection) DeviceConfig (class in seawrd.config) DNNManager (class in seawrd.model) DNNTrainer (class in seawrd.trainer)

E

early_stopping (seawrd.config.CallbackConfig attribute)

early_stopping_monitor (seawrd.config.CallbackConfig attribute) early_stopping_patience (seawrd.config.CallbackConfig attribute)

F

fit_normaliser() (in module seawrd.utils) from_config() (seawrd.device_selection.BenchmarkWorkerConfig class method) (seawrd.model.DNNManager class method) from_dict() (seawrd.config.CompileConfig class method) (seawrd.config.ConfigSection class method) (seawrd.config.SEAWRDConfig class method) (seawrd.device_selection.BenchmarkWorkerConfig class method) (seawrd.device_selection.DeviceBenchmarkResult class method) (seawrd.device_selection.DeviceChoice class method)

from_previous_model() (seawrd.model.DNNManager class method) from_toml() (seawrd.config_manager.ConfigManager class method)

G

get_cpu_name() (in module seawrd.bootstrap) get_gpu_names() (in module seawrd.bootstrap) get_latest_version() (seawrd.model.DNNManager method) get_logger() (in module seawrd.utils) get_min_gpu_speedup() (in module seawrd.bootstrap) get_model_info() (seawrd.model.DNNManager method)

get_model_version() (seawrd.model.DNNManager method) get_training_data() (seawrd.preprocessing_data.DataPreprocessor method) gpu_detected (seawrd.device_selection.DeviceBenchmarkResult attribute) gpu_devices (seawrd.device_selection.DeviceBenchmarkResult attribute) gpu_names (seawrd.device_selection.BenchmarkCache attribute) gpu_result (seawrd.device_selection.DeviceChoice attribute)

J

jit_compile (seawrd.config.CompileConfig attribute)

K

keras_version (seawrd.device_selection.BenchmarkCache attribute)

L

learning_rate (seawrd.config.CompileConfig attribute) load_effective_raw_config() (in module seawrd.bootstrap)

load_model_version() (seawrd.model.DNNManager method) load_npz_bundle() (in module seawrd.utils) loss (seawrd.config.CompileConfig attribute)

M

main() (in module seawrd._device_benchmark_worker) mean_seconds (seawrd.device_selection.DeviceBenchmarkResult attribute) median_seconds (seawrd.device_selection.DeviceBenchmarkResult attribute) metrics (seawrd.config.CompileConfig attribute) min_gpu_speedup (seawrd.config.DeviceConfig attribute) min_lr (seawrd.config.CallbackConfig attribute) mode (seawrd.config.DeviceConfig attribute) model (seawrd.config.SEAWRDConfig attribute) model_dir (seawrd.config.OutputConfig attribute) model_name (seawrd.config.ModelConfig attribute)

ModelConfig (class in seawrd.config) module seawrd._device_benchmark_worker seawrd.bootstrap seawrd.config seawrd.config_manager seawrd.device_selection seawrd.model seawrd.preprocessing_data seawrd.trainer seawrd.utils

N

num_epochs (seawrd.config.TrainingConfig attribute) num_inputs (seawrd.device_selection.BenchmarkCache attribute) num_layers (seawrd.config.ModelConfig attribute)

num_models (seawrd.config.TrainingConfig attribute) num_neurons (seawrd.config.ModelConfig attribute) num_outputs (seawrd.config.ModelConfig attribute)

O

optimiser (seawrd.config.CompileConfig attribute)

output (seawrd.config.SEAWRDConfig attribute) OutputConfig (class in seawrd.config)

P

plot_loss_curve() (seawrd.trainer.DNNTrainer method)

print_architecture_performance() (seawrd.trainer.DNNTrainer method)

R

reason (seawrd.device_selection.DeviceChoice attribute) reduce_lr (seawrd.config.CallbackConfig attribute)

reduce_lr_factor (seawrd.config.CallbackConfig attribute) reduce_lr_monitor (seawrd.config.CallbackConfig attribute) reduce_lr_patience (seawrd.config.CallbackConfig attribute)

S

save_model (seawrd.config.OutputConfig attribute) save_model_version() (seawrd.model.DNNManager method) save_plots (seawrd.config.OutputConfig attribute) save_to_npz() (seawrd.preprocessing_data.DataPreprocessor method) seawrd._device_benchmark_worker module seawrd.bootstrap module seawrd.config module seawrd.config_manager module seawrd.device_selection module seawrd.model module

seawrd.preprocessing_data module seawrd.trainer module seawrd.utils module seawrd_config (seawrd.device_selection.BenchmarkCache attribute) (seawrd.device_selection.BenchmarkWorkerConfig attribute) SEAWRDConfig (class in seawrd.config) seconds_per_epoch (seawrd.device_selection.DeviceBenchmarkResult attribute) set_device_env() (in module seawrd.bootstrap) shuffle (seawrd.config.TrainingConfig attribute) split() (seawrd.preprocessing_data.DataPreprocessor method) std_seconds (seawrd.device_selection.DeviceBenchmarkResult attribute) steps_per_execution (seawrd.config.CompileConfig attribute) steps_per_second (seawrd.device_selection.DeviceBenchmarkResult attribute)

T

tensorflow_version (seawrd.device_selection.BenchmarkCache attribute) times (seawrd.device_selection.DeviceBenchmarkResult attribute) to_dict() (seawrd.config.ConfigSection method) (seawrd.config.SEAWRDConfig method) (seawrd.config_manager.ConfigManager method) (seawrd.device_selection.BenchmarkWorkerConfig method) (seawrd.device_selection.DeviceBenchmarkResult method) (seawrd.device_selection.DeviceChoice method)

to_overhead() (seawrd.device_selection.BenchmarkCache method) train_models() (seawrd.trainer.DNNTrainer method) training (seawrd.config.SEAWRDConfig attribute) TrainingConfig (class in seawrd.config)

U

use_cache (seawrd.config.OutputConfig attribute)

use_normalisation (seawrd.config.ModelConfig attribute)

V

validate_keras_field() (in module seawrd.utils)

validation_split (seawrd.config.TrainingConfig attribute) version (seawrd.config.OutputConfig attribute)

W

warmup_epochs (seawrd.config.DeviceConfig attribute) (seawrd.device_selection.BenchmarkWorkerConfig attribute) with_override() (seawrd.config_manager.ConfigManager method)

with_overrides() (seawrd.config_manager.ConfigManager method) with_update() (seawrd.config.ConfigSection method) (seawrd.config.SEAWRDConfig method) with_update_section() (seawrd.config.SEAWRDConfig method)