Index

_

__call__() (InBetween method)

A

add_global_embedding() (BasePDESystemLayer method) add_global_weight() (BasePDESystemLayer method) add_local_embedding() (BasePDESystemLayer method) add_local_weight() (BasePDESystemLayer method) add_loss() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) add_metric() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

add_missing_times() (in module gradgraph.graph.utils) add_variable() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) add_weight() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) apical_features() (in module gradgraph.graph.features)

B

BasePDESystemLayer (class in gradgraph.optimization.tf.layers) BasePDESystemTrainer (class in gradgraph.optimization.tf.trainer) batch_linear_interp_1d() (in module gradgraph.optimization.tf.interp) body() (BasePDESystemLayer method) build() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method), [1]

build_from_config() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

C

call() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) compile() (BasePDESystemTrainer method) compile_from_config() (BasePDESystemTrainer method) compiled_loss() (BasePDESystemTrainer method) compiled_metrics (BasePDESystemTrainer property) compute_dtype (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property) compute_gudhi_persistence() (in module gradgraph.graph.persistence) compute_loss() (BasePDESystemTrainer method) compute_mask() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

compute_metrics() (BasePDESystemTrainer method) compute_output_shape() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) compute_output_spec() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) cond() (BasePDESystemLayer method) count_params() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

D

distribute_reduction_method (BasePDESystemTrainer property) distribute_strategy (BasePDESystemTrainer property) dtype (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

dtype_policy (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

E

EarlyStoppingByThreshold (class in gradgraph.optimization.tf.callbacks) Embedding (class in gradgraph.optimization.tf.layers) embeddings (Embedding property)

enable_lora() (Embedding method) euclidean_distance() (in module gradgraph.graph.utils) evaluate() (BasePDESystemTrainer method) export() (BasePDESystemTrainer method)

F

find_apical_paths() (in module gradgraph.graph.paths) find_local_curvatures() (in module gradgraph.graph.persistence) find_spectral_gaps() (in module gradgraph.graph.persistence) fit() (BasePDESystemTrainer method)

from_config() (BasePDESystemLayer class method) (BasePDESystemTrainer class method) (Embedding class method) (InBetween class method) (InBetween method)

G

get_build_config() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) get_compile_config() (BasePDESystemTrainer method) get_config() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) (InBetween method), [1] get_layer() (BasePDESystemTrainer method) get_metrics_result() (BasePDESystemTrainer method) get_monitor_value() (EarlyStoppingByThreshold method) get_state_tree() (BasePDESystemTrainer method) get_weights() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) global_non_trainable_weights (BasePDESystemLayer property) (BasePDESystemTrainer property) global_trainable_weights (BasePDESystemLayer property) (BasePDESystemTrainer property) global_weights (BasePDESystemLayer property) (BasePDESystemTrainer property) gradgraph module gradgraph.graph module

gradgraph.graph.features module gradgraph.graph.hash module gradgraph.graph.paths module gradgraph.graph.persistence module gradgraph.graph.utils module gradgraph.optimization module gradgraph.optimization.tf module gradgraph.optimization.tf.callbacks module gradgraph.optimization.tf.constraints module gradgraph.optimization.tf.interp module gradgraph.optimization.tf.layers module gradgraph.optimization.tf.trainer module gradgraph.optimization.tf.utils module

H

hash() (in module gradgraph.graph.hash)

hash32() (in module gradgraph.graph.hash) hash64() (in module gradgraph.graph.hash)

I

in_cooldown() (ReduceLROnPlateau method) InBetween (class in gradgraph.optimization.tf.constraints) initialize_tensorflow() (in module gradgraph.optimization.tf.utils) input (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

input_dtype (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property) input_spec (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

J

jit_compile (BasePDESystemTrainer property)

L

layers (BasePDESystemTrainer property) load_own_variables() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) load_weights() (BasePDESystemTrainer method) local_non_trainable_weights (BasePDESystemLayer property) (BasePDESystemTrainer property)

local_trainable_weights (BasePDESystemLayer property) (BasePDESystemTrainer property) local_weights (BasePDESystemLayer property) (BasePDESystemTrainer property) loss() (BasePDESystemTrainer method) losses (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

M

make_predict_function() (BasePDESystemTrainer method) make_test_function() (BasePDESystemTrainer method) make_train_function() (BasePDESystemTrainer method) metrics (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property) metrics_names (BasePDESystemTrainer property) metrics_variables (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property) model (EarlyStoppingByThreshold property) (ReduceLROnPlateau property) module gradgraph gradgraph.graph gradgraph.graph.features gradgraph.graph.hash gradgraph.graph.paths gradgraph.graph.persistence gradgraph.graph.utils gradgraph.optimization gradgraph.optimization.tf gradgraph.optimization.tf.callbacks gradgraph.optimization.tf.constraints gradgraph.optimization.tf.interp gradgraph.optimization.tf.layers gradgraph.optimization.tf.trainer gradgraph.optimization.tf.utils

N

non_trainable_variables (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

non_trainable_weights (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

O

on_batch_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_batch_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_epoch_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_epoch_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_predict_batch_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_predict_batch_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_predict_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_predict_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_test_batch_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method)

on_test_batch_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_test_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_test_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_train_batch_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_train_batch_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_train_begin() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) on_train_end() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) output (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

P

path (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

predict() (BasePDESystemTrainer method) predict_on_batch() (BasePDESystemTrainer method) predict_step() (BasePDESystemTrainer method)

Q

quantization_mode (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property) quantize() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

quantized_build() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) quantized_call() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

R

ReduceLROnPlateau (class in gradgraph.optimization.tf.callbacks) relabel_negative_nodes() (in module gradgraph.graph.utils) rematerialized_call() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

remove_degree_k_nodes() (in module gradgraph.graph.utils) remove_degree_k_nodes_over_time() (in module gradgraph.graph.persistence) reset_metrics() (BasePDESystemTrainer method) run_eagerly (BasePDESystemTrainer property)

S

save() (BasePDESystemTrainer method) save_own_variables() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) save_weights() (BasePDESystemTrainer method) set_model() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) set_params() (EarlyStoppingByThreshold method) (ReduceLROnPlateau method) set_state_tree() (BasePDESystemTrainer method) set_weights() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

spectral_gap() (in module gradgraph.graph.utils) split_into_span() (in module gradgraph.graph.utils) stateless_call() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method) stateless_compute_loss() (BasePDESystemTrainer method) summary() (BasePDESystemTrainer method) supports_masking (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property) symbolic_call() (BasePDESystemLayer method) (BasePDESystemTrainer method) (Embedding method)

T

temporal_apical_features() (in module gradgraph.graph.features) test_on_batch() (BasePDESystemTrainer method) test_step() (BasePDESystemTrainer method) to_json() (BasePDESystemTrainer method) train_on_batch() (BasePDESystemTrainer method) train_step() (BasePDESystemTrainer method) trainable (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

trainable_variables (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property) trainable_weights (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

U

unscale_loss_for_distribution() (in module gradgraph.optimization.tf.utils)

V

variable_dtype (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

variables (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

W

weights (BasePDESystemLayer property) (BasePDESystemTrainer property) (Embedding property)

windowed_temporal_apical_features() (in module gradgraph.graph.features)