1.0
OrcaNet: A training organizer for Deep Learning in KM3NeT
Quick start
Toml files
Modifiers
OrcaNet python overview
Learning rate
Example models
Example on toy data
Contributing
API Reference
OrcaNet 1.0.4
Index
Index
A
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B
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C
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D
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E
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F
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G
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H
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I
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J
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L
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M
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O
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P
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R
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S
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T
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U
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V
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W
|
Y
A
apply_layout() (orcanet.utilities.visualization.TrainValPlotter method)
as_array() (in module orcanet.lib.dataset_modifiers)
as_recarray() (in module orcanet.lib.dataset_modifiers)
as_recarray_dist() (in module orcanet.lib.dataset_modifiers)
as_recarray_dist_split() (in module orcanet.lib.dataset_modifiers)
attach_block() (orcanet.builder_util.builders.BlockBuilder method)
B
BatchLogger (class in orcanet.logging)
BlockBuilder (class in orcanet.builder_util.builders)
build() (orcanet.builder_util.builders.BlockBuilder method)
(orcanet.model_builder.ModelBuilder method)
build_with_input() (orcanet.model_builder.ModelBuilder method)
C
check_connections() (orcanet.in_out.IOHandler method)
ClassificationLabels (class in orcanet.lib.label_modifiers)
cleanup_models() (orcanet.core.Organizer method)
close() (orcanet.h5_generator.Hdf5BatchGenerator method)
ColumnLabels (class in orcanet.lib.label_modifiers)
compile_model() (orcanet.model_builder.ModelBuilder method)
Configuration (class in orcanet.core)
ConvBlock (class in orcanet.builder_util.layer_blocks)
D
DenseBlock (class in orcanet.builder_util.layer_blocks)
dict_to_recarray() (in module orcanet.misc)
(in module orcanet_contrib.orca_handler_util)
dir_y_true (in module orcanet_contrib.custom_objects)
E
EPS (in module orcanet.lib.losses)
F
find_file() (in module orcanet.misc)
from_register() (in module orcanet.misc)
G
gaussian_smooth() (in module orcanet.utilities.visualization)
gen_line_cells() (in module orcanet.logging)
gen_line_str() (in module orcanet.logging)
get_adam() (in module orcanet.model_builder)
get_all_epochs() (orcanet.in_out.IOHandler method)
get_array_memsize() (in module orcanet.utilities.nn_utilities)
get_batch() (orcanet.in_out.IOHandler method)
get_best_epoch_fileno() (orcanet.history.HistoryHandler method)
get_best_epoch_info() (orcanet.history.HistoryHandler method)
get_column_names() (orcanet.history.HistoryHandler method)
get_custom_objects() (in module orcanet_contrib.custom_objects)
(orcanet.core.Configuration method)
get_epoch_float() (orcanet.in_out.IOHandler method)
get_epoch_xticks() (in module orcanet.utilities.visualization)
get_file() (orcanet.in_out.IOHandler method)
get_file_meta() (orcanet.h5_generator.Hdf5BatchGenerator method)
get_file_sizes() (orcanet.in_out.IOHandler method)
get_files() (orcanet.core.Configuration method)
get_h5_generator() (in module orcanet.h5_generator)
get_input_block() (in module orcanet.builder_util.builders)
get_input_shapes() (orcanet.in_out.IOHandler method)
get_inputs() (in module orcanet.in_out)
get_latest_epoch() (orcanet.in_out.IOHandler method)
get_latest_prediction_file_no() (orcanet.in_out.IOHandler method)
get_learning_rate() (orcanet.in_out.IOHandler method)
get_list_file() (orcanet.core.Configuration method)
get_local_files() (orcanet.in_out.IOHandler method)
get_metrics() (orcanet.history.HistoryHandler method)
get_model_path() (orcanet.in_out.IOHandler method)
get_n_bins() (orcanet.in_out.IOHandler method)
get_next_epoch() (orcanet.in_out.IOHandler method)
get_no_of_files() (orcanet.in_out.IOHandler method)
get_parser() (in module orcanet.utilities.summarize_training)
get_pred_files_list() (orcanet.in_out.IOHandler method)
get_pred_path() (orcanet.in_out.IOHandler method)
get_previous_epoch() (orcanet.in_out.IOHandler method)
get_register() (in module orcanet.misc)
get_sgd() (in module orcanet.model_builder)
get_state() (orcanet.history.HistoryHandler method)
get_strategy() (orcanet.core.Organizer method)
get_subfolder() (in module orcanet.in_out)
(orcanet.in_out.IOHandler method)
get_summary_data() (orcanet.history.HistoryHandler method)
get_train_data() (orcanet.history.HistoryHandler method)
get_x_values() (orcanet.h5_generator.Hdf5BatchGenerator method)
get_xs_mean() (orcanet.core.Organizer method)
get_xs_mean_path() (in module orcanet.utilities.nn_utilities)
get_y_values() (orcanet.h5_generator.Hdf5BatchGenerator method)
get_ylims() (in module orcanet.utilities.visualization)
GraphEdgeConv (class in orcanet.lib.sample_modifiers)
H
h5_get_number_of_rows() (in module orcanet.in_out)
h5_inference() (in module orcanet.backend)
Hdf5BatchGenerator (class in orcanet.h5_generator)
HistoryHandler (class in orcanet.history)
I
import_list_file() (orcanet.core.Configuration method)
InceptionBlockV2 (class in orcanet.builder_util.layer_blocks)
inference() (in module orcanet.parser)
(orcanet.core.Organizer method)
inference_on_file() (in module orcanet.parser)
(orcanet.core.Organizer method)
initialize_epoch() (orcanet.logging.BatchLogger method)
IOHandler (class in orcanet.in_out)
J
JoinedModifier (class in orcanet.lib.sample_modifiers)
L
level_file() (orcanet.logging.TrainfileLogger method)
lkl_normal() (in module orcanet.lib.losses)
lkl_normal_tfp() (in module orcanet.lib.losses)
load_saved_model() (orcanet.core.Organizer method)
load_zero_center_data() (in module orcanet.utilities.nn_utilities)
log_model_properties() (orcanet.model_builder.ModelBuilder method)
log_start_training() (in module orcanet.logging)
log_start_validation() (in module orcanet.logging)
loss_direction() (in module orcanet_contrib.custom_objects)
loss_direction_grad() (in module orcanet_contrib.custom_objects)
loss_mean_relative_error_energy() (in module orcanet_contrib.custom_objects)
loss_uncertainty_gaussian_likelihood() (in module orcanet_contrib.custom_objects)
loss_uncertainty_gaussian_likelihood_dir() (in module orcanet_contrib.custom_objects)
loss_uncertainty_mae() (in module orcanet_contrib.custom_objects)
loss_uncertainty_mse() (in module orcanet_contrib.custom_objects)
M
main() (in module orcanet.parser)
(in module orcanet.utilities.summarize_training)
(in module orcanet_contrib.parser_orcapred)
(in module orcanet_contrib.parser_orcatrain)
make_dataset() (in module orcanet.h5_generator)
make_model_prediction() (in module orcanet.backend)
make_xs_mean() (in module orcanet.utilities.nn_utilities)
mean_absolute_error() (in module orcanet_contrib.custom_objects)
merge_arrays() (in module orcanet.logging)
ModelBuilder (class in orcanet.model_builder)
modify() (orcanet.lib.sample_modifiers.JoinedModifier method)
(orcanet.lib.sample_modifiers.PerInputModifier method)
(orcanet.lib.sample_modifiers.Permute method)
(orcanet.lib.sample_modifiers.Reshape method)
module
orcanet
orcanet.__version__
orcanet.backend
orcanet.builder_util
orcanet.builder_util.builders
orcanet.builder_util.layer_blocks
orcanet.core
orcanet.h5_generator
orcanet.history
orcanet.in_out
orcanet.lib
orcanet.lib.dataset_modifiers
orcanet.lib.label_modifiers
orcanet.lib.losses
orcanet.lib.sample_modifiers
orcanet.logging
orcanet.misc
orcanet.model_builder
orcanet.parser
orcanet.utilities
orcanet.utilities.nn_utilities
orcanet.utilities.summarize_training
orcanet.utilities.visualization
orcanet_contrib
orcanet_contrib.custom_objects
orcanet_contrib.orca_handler_util
orcanet_contrib.parser_orcapred
orcanet_contrib.parser_orcatrain
O
on_batch_end() (orcanet.logging.BatchLogger method)
(orcanet.utilities.nn_utilities.RaiseOnNaN method)
on_epoch_begin() (orcanet.logging.BatchLogger method)
on_epoch_end() (orcanet.logging.BatchLogger method)
(orcanet.utilities.nn_utilities.TimeModel method)
on_predict_batch_begin() (orcanet.utilities.nn_utilities.TimeModel method)
on_predict_batch_end() (orcanet.utilities.nn_utilities.TimeModel method)
on_test_batch_begin() (orcanet.utilities.nn_utilities.TimeModel method)
on_test_batch_end() (orcanet.utilities.nn_utilities.TimeModel method)
on_train_batch_begin() (orcanet.utilities.nn_utilities.TimeModel method)
on_train_batch_end() (orcanet.utilities.nn_utilities.TimeModel method)
open() (orcanet.h5_generator.Hdf5BatchGenerator method)
orca_dataset_modifiers() (in module orcanet_contrib.orca_handler_util)
orca_label_modifiers() (in module orcanet_contrib.orca_handler_util)
orca_learning_rates() (in module orcanet_contrib.orca_handler_util)
orca_pred() (in module orcanet_contrib.parser_orcapred)
orca_sample_modifiers() (in module orcanet_contrib.orca_handler_util)
orca_train() (in module orcanet_contrib.parser_orcatrain)
orcanet
module
orcanet.__version__
module
orcanet.backend
module
orcanet.builder_util
module
orcanet.builder_util.builders
module
orcanet.builder_util.layer_blocks
module
orcanet.core
module
orcanet.h5_generator
module
orcanet.history
module
orcanet.in_out
module
orcanet.lib
module
orcanet.lib.dataset_modifiers
module
orcanet.lib.label_modifiers
module
orcanet.lib.losses
module
orcanet.lib.sample_modifiers
module
orcanet.logging
module
orcanet.misc
module
orcanet.model_builder
module
orcanet.parser
module
orcanet.utilities
module
orcanet.utilities.nn_utilities
module
orcanet.utilities.summarize_training
module
orcanet.utilities.visualization
module
orcanet_contrib
module
orcanet_contrib.custom_objects
module
orcanet_contrib.orca_handler_util
module
orcanet_contrib.parser_orcapred
module
orcanet_contrib.parser_orcatrain
module
Organizer (class in orcanet.core)
OutputCateg (class in orcanet.builder_util.layer_blocks)
OutputReg (class in orcanet.builder_util.layer_blocks)
OutputRegErr (class in orcanet.builder_util.layer_blocks)
OutputRegNormal (class in orcanet.builder_util.layer_blocks)
OutputRegNormalSplit (class in orcanet.builder_util.layer_blocks)
P
pad_to_size() (orcanet.h5_generator.Hdf5BatchGenerator method)
PerInputModifier (class in orcanet.lib.sample_modifiers)
Permute (class in orcanet.lib.sample_modifiers)
plot_curves() (orcanet.utilities.visualization.TrainValPlotter method)
plot_history() (in module orcanet.utilities.visualization)
plot_lr() (orcanet.history.HistoryHandler method)
plot_metric() (orcanet.history.HistoryHandler method)
predict() (in module orcanet.parser)
(orcanet.core.Organizer method)
print_log() (orcanet.in_out.IOHandler method)
print_stats() (orcanet.utilities.nn_utilities.TimeModel method)
print_timestats() (orcanet.h5_generator.Hdf5BatchGenerator method)
process_label() (orcanet.lib.label_modifiers.RegressionLabels method)
R
RaiseOnNaN (class in orcanet.utilities.nn_utilities)
RegressionLabels (class in orcanet.lib.label_modifiers)
RegressionLabelsSplit (class in orcanet.lib.label_modifiers)
reset_cache() (orcanet.lib.sample_modifiers.GraphEdgeConv method)
Reshape (class in orcanet.lib.sample_modifiers)
ResnetBlock (class in orcanet.builder_util.layer_blocks)
ResnetBnetBlock (class in orcanet.builder_util.layer_blocks)
S
skip_nans() (in module orcanet.utilities.visualization)
sort_metrics() (in module orcanet.utilities.visualization)
split_name_of_predfile() (in module orcanet.in_out)
start_time() (orcanet.utilities.nn_utilities.TimeModel method)
stop_time() (orcanet.utilities.nn_utilities.TimeModel method)
summarize() (in module orcanet.utilities.summarize_training)
(orcanet.utilities.summarize_training.Summarizer method)
summarize_dirs() (orcanet.utilities.summarize_training.Summarizer method)
Summarizer (class in orcanet.utilities.summarize_training)
summary_file (orcanet.history.HistoryHandler property)
SummaryLogger (class in orcanet.logging)
T
TimeModel (class in orcanet.utilities.nn_utilities)
to_ndarray() (in module orcanet.misc)
train() (in module orcanet.parser)
(orcanet.core.Organizer method)
train_and_validate() (orcanet.core.Organizer method)
train_log_folder (orcanet.history.HistoryHandler property)
train_model() (in module orcanet.backend)
TrainfileLogger (class in orcanet.logging)
TrainValPlotter (class in orcanet.utilities.visualization)
TSClassifier (class in orcanet.lib.label_modifiers)
U
update_config() (orcanet.core.Configuration method)
update_objects() (in module orcanet_contrib.orca_handler_util)
update_summary_plot() (in module orcanet.utilities.visualization)
use_local_tmpdir() (in module orcanet.in_out)
V
val_is_due() (orcanet.core.Organizer method)
validate() (orcanet.core.Organizer method)
validate_model() (in module orcanet.backend)
version (in module orcanet.__version__)
,
[1]
W
weighted_average() (in module orcanet.backend)
write_line() (orcanet.logging.SummaryLogger method)
(orcanet.logging.TrainfileLogger method)
Y
yield_files() (orcanet.in_out.IOHandler method)