Index

_

__call__() (ISubGVQA.sampling.methods.simple.Layer method) __getattr__() (ISubGVQA.utils.misc.MetricLogger method) __getitem__() (ISubGVQA.datasets.gqa.GQADataset method) __len__() (ISubGVQA.datasets.gqa.GQADataset method) __repr__() (ISubGVQA.models.att_pooling.GlobalAttention method) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv method) (ISubGVQA.sampling.methods.node.Node method) (ISubGVQA.utils.misc.NestedTensor method)

__str__() (ISubGVQA.utils.avg_meter.AverageMeter method) (ISubGVQA.utils.misc.MetricLogger method) (ISubGVQA.utils.misc.SmoothedValue method) _alpha (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) _get_batch_fmtstr() (ISubGVQA.utils.progress_meter.ProgressMeter method) _max_by_axis() (in module ISubGVQA.utils.misc) _perturbation_magnitude() (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution method) _scale (ISubGVQA.sampling.methods.noise.GumbelDistribution attribute)

A

accuracy() (in module ISubGVQA.utils.accuracies) (in module ISubGVQA.utils.misc) AdaptiveTargetDistribution (class in ISubGVQA.sampling.methods.target_aimle) add_meter() (ISubGVQA.utils.misc.MetricLogger method) add_self_loops (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) adj (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler attribute) (ISubGVQA.sampling.methods.imle_scheme.IMLEScheme attribute) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute) aimle() (in module ISubGVQA.sampling.methods.aimle)

all_gather() (in module ISubGVQA.utils.misc) alpha (ISubGVQA.sampling.methods.target.TargetDistribution attribute) (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) (ISubGVQA.sampling.methods.target_aimle.TargetDistribution attribute) ans2label (ISubGVQA.datasets.gqa.GQADataset attribute) args (ISubGVQA.models.isubgvqa.ISubGVQA attribute) att (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) attr_mapping (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute) AverageMeter (class in ISubGVQA.utils.avg_meter) avg (ISubGVQA.utils.misc.SmoothedValue property)

B

backward() (ISubGVQA.sampling.node_edge_masks.NodeMaskToEdgeMask static method) BaseNoiseDistribution (class in ISubGVQA.sampling.methods.noise) BaseTargetDistribution (class in ISubGVQA.sampling.methods.target) (class in ISubGVQA.sampling.methods.target_aimle) batch_fmtstr (ISubGVQA.utils.progress_meter.ProgressMeter attribute) batch_repeat_edge_index() (in module ISubGVQA.sampling.methods.tensor_utils) batched_edge_index_to_batched_adj() (in module ISubGVQA.sampling.methods.tensor_utils) bbox_encoding (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) beta (ISubGVQA.sampling.methods.target.TargetDistribution attribute) (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) (ISubGVQA.sampling.methods.target_aimle.TargetDistribution attribute)

beta_update_momentum (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) beta_update_step (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) bns (ISubGVQA.models.mgat.MGAT attribute) build_datasets() (in module ISubGVQA.datasets.build) build_model() (in module ISubGVQA.models.build) build_scene_graph_encoding_vocab() (ISubGVQA.datasets.scene_graph.GQASceneGraphs method) build_text_vocab() (in module ISubGVQA.datasets.gqa)

C

clear_bits() (ISubGVQA.sampling.methods.node.Node method) coarse_decoder (ISubGVQA.models.question_decoder.QuestionDecoder attribute) collate_fn() (in module ISubGVQA.utils.misc) compute_ans_token_cooccurrence() (in module ISubGVQA.utils.token_coo_fns) compute_qst_token_cooccurrence() (in module ISubGVQA.utils.token_coo_fns) compute_text_expl_token_cooccurrence() (in module ISubGVQA.utils.token_coo_fns) concat (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute)

concat_instr (ISubGVQA.models.isubgvqa.ISubGVQA attribute) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) convert_one_gqa_scene_graph() (ISubGVQA.datasets.scene_graph.GQASceneGraphs method) convs (ISubGVQA.models.mgat.MGAT attribute) count (ISubGVQA.utils.misc.SmoothedValue attribute) create_and_save() (in module ISubGVQA.sampling.methods.create_simple_constraint) create_exactly_k() (in module ISubGVQA.sampling.methods.create_simple_constraint)

D

decompose() (ISubGVQA.utils.misc.NestedTensor method) delimiter (ISubGVQA.utils.misc.MetricLogger attribute) deque (ISubGVQA.utils.misc.SmoothedValue attribute) device (ISubGVQA.sampling.methods.noise.GumbelDistribution attribute) (ISubGVQA.sampling.methods.noise.SumOfGammaNoiseDistribution attribute) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute) dim_nodes (ISubGVQA.models.masking.MaskingModel attribute)

dim_questions (ISubGVQA.models.masking.MaskingModel attribute) DISABLE (in module ISubGVQA.sampling.methods.simple) display() (ISubGVQA.utils.progress_meter.ProgressMeter method) dist (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) do_gradient_scaling (ISubGVQA.sampling.methods.target_aimle.TargetDistribution attribute) dropout (ISubGVQA.models.mgat.MGAT attribute) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) (ISubGVQA.models.positional_encoding.PositionalEncoding attribute)

E

edge_dim (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) EdgeSIMPLEBatched (class in ISubGVQA.sampling.methods.simple_scheme) elements (ISubGVQA.sampling.methods.node.Node attribute) emb_proj (ISubGVQA.models.question_encoder.QuestionEncoder attribute)

embed_cat (ISubGVQA.models.isubgvqa.ISubGVQA attribute) embedding (ISubGVQA.models.isubgvqa.ISubGVQA attribute) eps (ISubGVQA.sampling.methods.target_aimle.TargetDistribution attribute) EPSILON (in module ISubGVQA.sampling.methods.gumbel_scheme)

F

feat_reduc (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) fill_value (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) fmt (ISubGVQA.utils.avg_meter.AverageMeter attribute) (ISubGVQA.utils.misc.SmoothedValue attribute) forward() (ISubGVQA.models.att_pooling.GlobalAttention method) (ISubGVQA.models.isubgvqa.ISubGVQA method) (ISubGVQA.models.masking.MaskingModel method) (ISubGVQA.models.mgat.MGAT method) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv method) (ISubGVQA.models.positional_encoding.PositionalEncoding method) (ISubGVQA.models.question_decoder.QuestionDecoder method) (ISubGVQA.models.question_encoder.QuestionEncoder method) (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder method) (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler method) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched method) (ISubGVQA.sampling.node_edge_masks.NodeMaskToEdgeMask static method)

G

gat_seq (ISubGVQA.models.isubgvqa.ISubGVQA attribute) gate_nn (ISubGVQA.models.att_pooling.GlobalAttention attribute) (ISubGVQA.models.masking.MaskingModel attribute) general_hidden_dim (ISubGVQA.models.isubgvqa.ISubGVQA attribute) generate_square_subsequent_mask() (ISubGVQA.models.question_decoder.QuestionDecoder method) get_aimle_samplers() (in module ISubGVQA.models.masking) get_argparser() (in module ISubGVQA.utils.arg_parser) get_config() (in module ISubGVQA.utils.config) get_gt_scene_graph_encoding_layer() (in module ISubGVQA.models.scene_graph_encoder) get_imle_samplers() (in module ISubGVQA.models.masking) get_rank() (in module ISubGVQA.utils.misc) get_sha() (in module ISubGVQA.utils.misc)

get_world_size() (in module ISubGVQA.utils.misc) global_avg (ISubGVQA.utils.misc.SmoothedValue property) GlobalAttention (class in ISubGVQA.models.att_pooling) gqa_collate() (in module ISubGVQA.datasets.gqa) GQADataset (class in ISubGVQA.datasets.gqa) GQASceneGraphs (class in ISubGVQA.datasets.scene_graph) grad_norm (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) grad_norm_decay_rate (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) graph_global_attention_pooling (ISubGVQA.models.isubgvqa.ISubGVQA attribute) graph_layer_norm (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) gumbel_keys() (in module ISubGVQA.sampling.methods.simple) GumbelDistribution (class in ISubGVQA.sampling.methods.noise) GumbelSampler (class in ISubGVQA.sampling.methods.gumbel_scheme)

H

hard (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler attribute) heads (ISubGVQA.models.mgat.MGAT attribute) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute)

hidden_dim (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute)

I

id (ISubGVQA.sampling.methods.node.Node attribute) (ISubGVQA.sampling.methods.simple.Layer attribute) idx2primesub (ISubGVQA.sampling.methods.simple.Layer attribute) idx2sampleId (ISubGVQA.datasets.gqa.GQADataset attribute) imle() (in module ISubGVQA.sampling.methods.wrapper) IMLEScheme (class in ISubGVQA.sampling.methods.imle_scheme) in_channels (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) indices_to_string() (ISubGVQA.datasets.gqa.GQADataset class method) init_distributed_mode() (in module ISubGVQA.utils.misc) instr_reduction (ISubGVQA.models.isubgvqa.ISubGVQA attribute) interpolate() (in module ISubGVQA.utils.misc) interpretable_mode (ISubGVQA.models.isubgvqa.ISubGVQA attribute) (ISubGVQA.models.mgat.MGAT attribute) is_decomposition() (ISubGVQA.sampling.methods.node.Node method) is_dist_avail_and_initialized() (in module ISubGVQA.utils.misc) is_literal() (ISubGVQA.sampling.methods.node.Node method) is_main_process() (in module ISubGVQA.utils.misc) is_true() (ISubGVQA.sampling.methods.node.Node method) ISubGVQA module ISubGVQA (class in ISubGVQA.models.isubgvqa) ISubGVQA.datasets module ISubGVQA.datasets.build module ISubGVQA.datasets.gqa module ISubGVQA.datasets.scene_graph module ISubGVQA.models module ISubGVQA.models.att_pooling module ISubGVQA.models.build module ISubGVQA.models.isubgvqa module ISubGVQA.models.masking module ISubGVQA.models.mgat module ISubGVQA.models.mgat_v2_conv module ISubGVQA.models.positional_encoding module ISubGVQA.models.question_decoder module ISubGVQA.models.question_encoder module ISubGVQA.models.scene_graph_encoder module ISubGVQA.sampling module ISubGVQA.sampling.methods module ISubGVQA.sampling.methods.aimle module

ISubGVQA.sampling.methods.create_simple_constraint module ISubGVQA.sampling.methods.deterministic_scheme module ISubGVQA.sampling.methods.gumbel_scheme module ISubGVQA.sampling.methods.imle_scheme module ISubGVQA.sampling.methods.node module ISubGVQA.sampling.methods.noise module ISubGVQA.sampling.methods.simple module ISubGVQA.sampling.methods.simple_scheme module ISubGVQA.sampling.methods.target module ISubGVQA.sampling.methods.target_aimle module ISubGVQA.sampling.methods.tensor_utils module ISubGVQA.sampling.methods.wrapper module ISubGVQA.sampling.node_edge_masks module ISubGVQA.training module ISubGVQA.training.train_epoch module ISubGVQA.training.train_loop module ISubGVQA.training.val_epoch module ISubGVQA.utils module ISubGVQA.utils.accuracies module ISubGVQA.utils.arg_parser module ISubGVQA.utils.avg_meter module ISubGVQA.utils.config module ISubGVQA.utils.graph_vis module ISubGVQA.utils.misc module ISubGVQA.utils.progress_meter module ISubGVQA.utils.scatter_scaled_dot_product module ISubGVQA.utils.token_coo_fns module ISubGVQA.utils.topk module

K

k (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler attribute) (ISubGVQA.sampling.methods.imle_scheme.IMLEScheme attribute) (ISubGVQA.sampling.methods.noise.SumOfGammaNoiseDistribution attribute) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute)

L

label2ans (ISubGVQA.datasets.gqa.GQADataset attribute) LARGE_NUMBER (in module ISubGVQA.sampling.methods.deterministic_scheme) (in module ISubGVQA.sampling.methods.gumbel_scheme) (in module ISubGVQA.sampling.methods.imle_scheme) (in module ISubGVQA.sampling.methods.simple_scheme) Layer (class in ISubGVQA.sampling.methods.simple) layer_configs (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute) levelOrder() (in module ISubGVQA.sampling.methods.simple) levels (ISubGVQA.sampling.methods.simple.Layer attribute) levelwiseMars() (in module ISubGVQA.sampling.methods.simple) levelwiseSL() (in module ISubGVQA.sampling.methods.simple) literal_indices (ISubGVQA.sampling.methods.simple.Layer attribute) literal_mask (ISubGVQA.sampling.methods.simple.Layer attribute)

loc (ISubGVQA.sampling.methods.noise.GumbelDistribution attribute) log1mexp() (in module ISubGVQA.sampling.methods.simple) log_every() (ISubGVQA.utils.misc.MetricLogger method) log_pr() (ISubGVQA.sampling.methods.simple.Layer method) logger (in module ISubGVQA.sampling.methods.aimle) (in module ISubGVQA.sampling.methods.noise) (in module ISubGVQA.sampling.methods.target) (in module ISubGVQA.sampling.methods.target_aimle) (in module ISubGVQA.sampling.methods.wrapper) logit_fc (ISubGVQA.models.isubgvqa.ISubGVQA attribute) logits_activation (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute) logsigmoid() (in module ISubGVQA.sampling.methods.simple_scheme) lookup_node() (in module ISubGVQA.sampling.methods.create_simple_constraint)

M

mask (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) (ISubGVQA.utils.misc.NestedTensor attribute) masking (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) masking_threshold (ISubGVQA.models.masking.MaskingModel attribute) masking_thresholds (ISubGVQA.models.mgat.MGAT attribute) MaskingGATv2Conv (class in ISubGVQA.models.mgat_v2_conv) MaskingModel (class in ISubGVQA.models.masking) max (ISubGVQA.utils.misc.SmoothedValue property) median (ISubGVQA.utils.misc.SmoothedValue property) message() (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv method) meters (ISubGVQA.utils.misc.MetricLogger attribute) (ISubGVQA.utils.progress_meter.ProgressMeter attribute) MetricLogger (class in ISubGVQA.utils.misc) MGAT (class in ISubGVQA.models.mgat) MODE (in module ISubGVQA.sampling.methods.simple) model_type (ISubGVQA.models.question_decoder.QuestionDecoder attribute) (ISubGVQA.models.question_encoder.QuestionEncoder attribute) module ISubGVQA ISubGVQA.datasets ISubGVQA.datasets.build ISubGVQA.datasets.gqa ISubGVQA.datasets.scene_graph ISubGVQA.models ISubGVQA.models.att_pooling ISubGVQA.models.build ISubGVQA.models.isubgvqa ISubGVQA.models.masking ISubGVQA.models.mgat ISubGVQA.models.mgat_v2_conv ISubGVQA.models.positional_encoding ISubGVQA.models.question_decoder ISubGVQA.models.question_encoder ISubGVQA.models.scene_graph_encoder ISubGVQA.sampling ISubGVQA.sampling.methods ISubGVQA.sampling.methods.aimle ISubGVQA.sampling.methods.create_simple_constraint ISubGVQA.sampling.methods.deterministic_scheme ISubGVQA.sampling.methods.gumbel_scheme ISubGVQA.sampling.methods.imle_scheme ISubGVQA.sampling.methods.node ISubGVQA.sampling.methods.noise ISubGVQA.sampling.methods.simple ISubGVQA.sampling.methods.simple_scheme ISubGVQA.sampling.methods.target ISubGVQA.sampling.methods.target_aimle ISubGVQA.sampling.methods.tensor_utils ISubGVQA.sampling.methods.wrapper ISubGVQA.sampling.node_edge_masks ISubGVQA.training ISubGVQA.training.train_epoch ISubGVQA.training.train_loop ISubGVQA.training.val_epoch ISubGVQA.utils ISubGVQA.utils.accuracies ISubGVQA.utils.arg_parser ISubGVQA.utils.avg_meter ISubGVQA.utils.config ISubGVQA.utils.graph_vis ISubGVQA.utils.misc ISubGVQA.utils.progress_meter ISubGVQA.utils.scatter_scaled_dot_product ISubGVQA.utils.token_coo_fns ISubGVQA.utils.topk

N

n_train_steps (ISubGVQA.models.isubgvqa.ISubGVQA attribute) n_valid_steps (ISubGVQA.models.isubgvqa.ISubGVQA attribute) name (ISubGVQA.utils.avg_meter.AverageMeter attribute) nb_iterations (ISubGVQA.sampling.methods.noise.SumOfGammaNoiseDistribution attribute) negative_slope (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) nested_tensor_from_tensor_list() (in module ISubGVQA.utils.misc) NestedTensor (class in ISubGVQA.utils.misc) ninp (ISubGVQA.models.question_encoder.QuestionEncoder attribute) Node (class in ISubGVQA.sampling.methods.node)

node_classification (ISubGVQA.models.mgat.MGAT attribute) node_id (ISubGVQA.sampling.methods.node.Node attribute) node_logits (ISubGVQA.models.mgat.MGAT attribute) node_nn (ISubGVQA.models.att_pooling.GlobalAttention attribute) (ISubGVQA.models.masking.MaskingModel attribute) NodeMaskToEdgeMask (class in ISubGVQA.sampling.node_edge_masks) non_merge_coalesce() (in module ISubGVQA.sampling.methods.tensor_utils) num_answers (ISubGVQA.datasets.gqa.GQADataset property) num_queries (ISubGVQA.models.question_decoder.QuestionDecoder attribute)

O

obj_mapping (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute)

out_channels (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute)

P

params() (ISubGVQA.sampling.methods.target.BaseTargetDistribution method) (ISubGVQA.sampling.methods.target.TargetDistribution method) (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution method) (ISubGVQA.sampling.methods.target_aimle.BaseTargetDistribution method) (ISubGVQA.sampling.methods.target_aimle.TargetDistribution method) parents (ISubGVQA.sampling.methods.simple.Layer attribute) policy (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler attribute) (ISubGVQA.sampling.methods.imle_scheme.IMLEScheme attribute) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute) pos_encoder (ISubGVQA.models.question_encoder.QuestionEncoder attribute)

pos_literals (ISubGVQA.sampling.methods.simple.Layer attribute) PositionalEncoding (class in ISubGVQA.models.positional_encoding) positive_iter() (ISubGVQA.sampling.methods.node.Node method) prefix (ISubGVQA.utils.progress_meter.ProgressMeter attribute) previous_beta_update (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) process() (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution method) (ISubGVQA.sampling.methods.target_aimle.BaseTargetDistribution method) (ISubGVQA.sampling.methods.target_aimle.TargetDistribution method) program_decoder (ISubGVQA.models.isubgvqa.ISubGVQA attribute) ProgressMeter (class in ISubGVQA.utils.progress_meter)

Q

qsts_reduction (ISubGVQA.models.isubgvqa.ISubGVQA attribute) query_and_translate() (ISubGVQA.datasets.scene_graph.GQASceneGraphs method) query_embed (ISubGVQA.models.question_decoder.QuestionDecoder attribute) ques_nn (ISubGVQA.models.att_pooling.GlobalAttention attribute) (ISubGVQA.models.masking.MaskingModel attribute)

question_encoder (ISubGVQA.models.isubgvqa.ISubGVQA attribute) question_hidden_dim (ISubGVQA.models.isubgvqa.ISubGVQA attribute) QuestionDecoder (class in ISubGVQA.models.question_decoder) QuestionEncoder (class in ISubGVQA.models.question_encoder)

R

reduce_dict() (in module ISubGVQA.utils.misc) rel_mapping (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute) reset() (ISubGVQA.utils.avg_meter.AverageMeter method) reset_parameters() (ISubGVQA.models.att_pooling.GlobalAttention method) (ISubGVQA.models.masking.MaskingModel method) (ISubGVQA.models.mgat.MGAT method) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv method)

rewire_global_directed() (in module ISubGVQA.sampling.methods.deterministic_scheme) rewire_global_undirected() (in module ISubGVQA.sampling.methods.deterministic_scheme)

S

sample() (ISubGVQA.sampling.methods.noise.BaseNoiseDistribution method) (ISubGVQA.sampling.methods.noise.GumbelDistribution method) (ISubGVQA.sampling.methods.noise.SumOfGammaNoiseDistribution method) (ISubGVQA.sampling.methods.simple.Layer method) sample_k (ISubGVQA.models.masking.MaskingModel attribute) sample_subset() (in module ISubGVQA.sampling.methods.simple) sampler_type (ISubGVQA.models.masking.MaskingModel attribute) save_graph() (in module ISubGVQA.utils.graph_vis) save_on_master() (in module ISubGVQA.utils.misc) scale (ISubGVQA.sampling.methods.noise.GumbelDistribution property) scatter_scaled_dot_product_attention() (in module ISubGVQA.utils.scatter_scaled_dot_product) scene_graph_encoder (ISubGVQA.models.isubgvqa.ISubGVQA attribute) scene_graph_encoding_layer (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) scene_graphs (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute) scene_graphs_helper (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) scene_graphs_testdev (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute)

scene_graphs_train (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute) scene_graphs_valid (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute) SceneGraphEncoder (class in ISubGVQA.models.scene_graph_encoder) select_from_edge_candidates() (in module ISubGVQA.sampling.methods.deterministic_scheme) self_defined_softmax() (in module ISubGVQA.sampling.methods.tensor_utils) setup_for_distributed() (in module ISubGVQA.utils.misc) sg_cache (ISubGVQA.datasets.gqa.GQADataset attribute) sg_emb_dim (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) sg_feature_lookup (ISubGVQA.datasets.gqa.GQADataset attribute) sg_vocab (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) sg_vocab_embedding (ISubGVQA.models.scene_graph_encoder.SceneGraphEncoder attribute) share_weights (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) SmoothedValue (class in ISubGVQA.utils.misc) split (ISubGVQA.datasets.gqa.GQADataset attribute) SumOfGammaNoiseDistribution (class in ISubGVQA.sampling.methods.noise) synchronize_between_processes() (ISubGVQA.utils.misc.MetricLogger method) (ISubGVQA.utils.misc.SmoothedValue method)

T

target_norm (ISubGVQA.sampling.methods.target_aimle.AdaptiveTargetDistribution attribute) TargetDistribution (class in ISubGVQA.sampling.methods.target) (class in ISubGVQA.sampling.methods.target_aimle) tau (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler attribute) tensors (ISubGVQA.utils.misc.NestedTensor attribute) text_emb_dim (ISubGVQA.models.isubgvqa.ISubGVQA attribute) text_sampling (ISubGVQA.models.isubgvqa.ISubGVQA attribute) text_vocab_embedding (ISubGVQA.models.isubgvqa.ISubGVQA attribute) (ISubGVQA.models.question_encoder.QuestionEncoder attribute) to() (ISubGVQA.utils.misc.NestedTensor method) tokenizer (ISubGVQA.datasets.gqa.GQADataset attribute) (ISubGVQA.datasets.scene_graph.GQASceneGraphs attribute)

topk() (in module ISubGVQA.utils.topk) topk_sampling() (in module ISubGVQA.models.masking) torch_sample_scheme() (ISubGVQA.sampling.methods.imle_scheme.IMLEScheme method) total (ISubGVQA.utils.misc.SmoothedValue attribute) train() (in module ISubGVQA.training.train_loop) train_ensemble (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler attribute) (ISubGVQA.sampling.methods.imle_scheme.IMLEScheme attribute) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute) train_epoch() (in module ISubGVQA.training.train_epoch) transformer_encoder (ISubGVQA.models.question_encoder.QuestionEncoder attribute) true_indices (ISubGVQA.sampling.methods.simple.Layer attribute) type (ISubGVQA.sampling.methods.node.Node attribute)

U

update() (ISubGVQA.utils.avg_meter.AverageMeter method) (ISubGVQA.utils.misc.MetricLogger method) (ISubGVQA.utils.misc.SmoothedValue method) use_all_instrs (ISubGVQA.models.mgat.MGAT attribute) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) use_global_mask (ISubGVQA.models.mgat.MGAT attribute) use_imle (ISubGVQA.models.isubgvqa.ISubGVQA attribute)

use_instr (ISubGVQA.models.mgat.MGAT attribute) (ISubGVQA.models.mgat_v2_conv.MaskingGATv2Conv attribute) use_instruction (ISubGVQA.models.isubgvqa.ISubGVQA attribute) use_masking (ISubGVQA.models.isubgvqa.ISubGVQA attribute) use_mgat (ISubGVQA.models.isubgvqa.ISubGVQA attribute) use_topk (ISubGVQA.models.masking.MaskingModel attribute) (ISubGVQA.models.mgat.MGAT attribute)

V

val_ensemble (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler attribute) (ISubGVQA.sampling.methods.imle_scheme.IMLEScheme attribute) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched attribute)

validate_epoch() (in module ISubGVQA.training.val_epoch) validation() (ISubGVQA.sampling.methods.gumbel_scheme.GumbelSampler method) (ISubGVQA.sampling.methods.simple_scheme.EdgeSIMPLEBatched method) value (ISubGVQA.utils.misc.SmoothedValue property)

W

weighted_cross_entropy() (in module ISubGVQA.sampling.methods.tensor_utils)

X

x_proj (ISubGVQA.models.mgat.MGAT attribute)