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unit: def finalize()
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unit: def write_pickle()
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unit: def torch_distributed_zero_first()
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unit: def distributed_concat_tensor()
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unit: def resize_token_embeddings()
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unit: def shift_tokens_right()
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unit: def _cat_prev_key_padding_mask()
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unit: def fill_tensor()
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unit: def shift_tokens_right()
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unit: def to_sanitized_dict()
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unit: def get_datasets()
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unit: def get_sql()
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unit: def forward()
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unit: def __init__()
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id: 585
unit: def _make_linear_from_emb()
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id: 586
unit: def make_padding_mask()
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id: 587
unit: def _reorder_buffer()
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size: 5 LOC
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id: 588
unit: def __init__()
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id: 589
unit: def table_pred()
file: relogic/pretrainkit/models/semparse/logical_tabart.py
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size: 5 LOC
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number of parameters: 3

id: 590
unit: def _make_linear_from_emb()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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id: 591
unit: def make_padding_mask()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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id: 592
unit: def _reorder_buffer()
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unit: def __init__()
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unit: def __init__()
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id: 595
unit: def default_logdir()
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id: 596
unit: def get_data_collator_by_name()
file: relogic/logical-tabart-pretraining.py
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id: 597
unit: def __init__()
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unit: def __init__()
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unit: def load_data()
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size: 4 LOC
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id: 600
unit: def accuracy()
file: rat-sql-gap/seq2struct/datasets/spider_lib/evaluation.py
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id: 601
unit: def recall()
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id: 602
unit: def F1()
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id: 603
unit: def rebuild_group_by_col()
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unit: def visitSum()
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unit: def visitField()
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unit: def visitProduct()
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id: 607
unit: def add_constructors_to_sum_type()
file: rat-sql-gap/seq2struct/ast_util.py
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size: 4 LOC
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id: 608
unit: def remove_product_type()
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id: 609
unit: def __setstate__()
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id: 610
unit: def intersperse()
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id: 611
unit: def unparse_order_by()
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id: 612
unit: def tuplify()
file: rat-sql-gap/seq2struct/utils/serialization.py
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id: 613
unit: def append()
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id: 614
unit: def __lt__()
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id: 615
unit: def __getitem__()
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id: 616
unit: def __init__()
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id: 617
unit: def descending()
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id: 618
unit: def cuda()
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id: 619
unit: def validate_item()
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id: 620
unit: def add_item()
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id: 621
unit: def _tokenize()
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size: 4 LOC
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id: 622
unit: def _tokenize_for_copying()
file: rat-sql-gap/seq2struct/models/spider/spider_enc.py
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size: 4 LOC
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number of parameters: 3

id: 623
unit: def dataset()
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size: 4 LOC
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id: 624
unit: def clamp()
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size: 4 LOC
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id: 625
unit: def forward()
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size: 4 LOC
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id: 626
unit: def validate_item()
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size: 4 LOC
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id: 627
unit: def save()
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id: 628
unit: def __init__()
file: rat-sql-gap/seq2struct/models/transformer.py
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id: 629
unit: def __init__()
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size: 4 LOC
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id: 630
unit: def dataset()
file: rat-sql-gap/seq2struct/models/nl2code/encoder.py
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id: 631
unit: def to_str()
file: rat-sql-gap/seq2struct/models/nl2code/tree_traversal.py
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size: 4 LOC
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number of parameters: 1

id: 632
unit: def _update_prev_action_emb_pointer()
file: rat-sql-gap/seq2struct/models/nl2code/tree_traversal.py
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size: 4 LOC
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number of parameters: 4

id: 633
unit: def dataset()
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id: 634
unit: def begin_inference()
file: rat-sql-gap/seq2struct/models/nl2code/decoder.py
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id: 635
unit: def __init__()
file: rat-sql-gap/seq2struct/models/attention.py
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id: 636
unit: def __init__()
file: rat-sql-gap/seq2struct/models/attention.py
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id: 637
unit: def lookup()
file: rat-sql-gap/seq2struct/resources/pretrained_embeddings.py
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id: 638
unit: def __init__()
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id: 639
unit: def _yield_batches_from_epochs()
file: rat-sql-gap/seq2struct/commands/train.py
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size: 4 LOC
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id: 640
unit: def entropy()
file: relogic/logickit/utils/utils.py
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id: 641
unit: def replace_masked_values()
file: relogic/logickit/utils/utils.py
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id: 642
unit: def get_mask_from_sequence_lengths()
file: relogic/logickit/utils/utils.py
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size: 4 LOC
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id: 643
unit: def __call__()
file: relogic/logickit/base/utils.py
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id: 644
unit: def log()
file: relogic/logickit/base/utils.py
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id: 645
unit: def get_tpu_sampler()
file: relogic/pretrainkit/multitask_trainer.py
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id: 646
unit: def get_tpu_sampler()
file: relogic/pretrainkit/trainer.py
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size: 4 LOC
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id: 647
unit: def clamp()
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id: 648
unit: def __init__()
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size: 4 LOC
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id: 649
unit: def __init__()
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size: 4 LOC
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id: 650
unit: def prepare_logits_for_generation()
file: relogic/pretrainkit/models/relationalsemparse/relational_semparse.py
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size: 4 LOC
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number of parameters: 4

id: 651
unit: def __init__()
file: relogic/pretrainkit/models/relationalsemparse/relational_bart_parser.py
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size: 4 LOC
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number of parameters: 1

id: 652
unit: def create_position_ids_from_input_ids()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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size: 4 LOC
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id: 653
unit: def set_input_embeddings()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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size: 4 LOC
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number of parameters: 2

id: 654
unit: def rgetattr()
file: relogic/pretrainkit/models/semparse/logical_tabart.py
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size: 4 LOC
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number of parameters: 3

id: 655
unit: def create_position_ids_from_input_ids()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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id: 656
unit: def set_input_embeddings()
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id: 657
unit: def __init__()
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id: 658
unit: def prepare_logits_for_generation()
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id: 659
unit: def get_data_collators()
file: relogic/logical-tabart-pretraining.py
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id: 660
unit: def __init__()
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id: 661
unit: def count_component2()
file: rat-sql-gap/seq2struct/datasets/spider_lib/evaluation.py
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number of parameters: 1

id: 662
unit: def visitModule()
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id: 663
unit: def unparse()
file: rat-sql-gap/seq2struct/grammars/spider.py
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id: 664
unit: def save()
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id: 665
unit: def __init__()
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id: 666
unit: def close()
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id: 667
unit: def __iter__()
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id: 668
unit: def save()
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id: 669
unit: def save()
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id: 670
unit: def load()
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id: 671
unit: def _make_packed_sequence()
file: rat-sql-gap/seq2struct/utils/batched_sequence.py
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id: 672
unit: def apply()
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id: 673
unit: def orig_lengths()
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size: 3 LOC
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id: 674
unit: def _process_name()
file: rat-sql-gap/seq2struct/utils/api_utils.py
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id: 675
unit: def _hook_remove_dropout_masks_from_state_dict()
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id: 676
unit: def _hook_add_dropout_masks_to_state_dict()
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number of parameters: 8

id: 677
unit: def clear_items()
file: rat-sql-gap/seq2struct/models/enc_dec.py
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id: 678
unit: def save()
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id: 679
unit: def load()
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id: 680
unit: def load()
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id: 681
unit: def add_item()
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id: 682
unit: def add_item()
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id: 683
unit: def __init__()
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id: 684
unit: def add_item()
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id: 685
unit: def clear_items()
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id: 686
unit: def load()
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id: 687
unit: def forward()
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number of parameters: 3

id: 688
unit: def pointer_choice()
file: rat-sql-gap/seq2struct/models/nl2code/train_tree_traversal.py
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number of parameters: 4

id: 689
unit: def _update_prev_action_emb_apply_rule()
file: rat-sql-gap/seq2struct/models/nl2code/tree_traversal.py
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McCabe index: 1
number of parameters: 4

id: 690
unit: def _update_prev_action_emb_gen_token()
file: rat-sql-gap/seq2struct/models/nl2code/tree_traversal.py
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McCabe index: 1
number of parameters: 4

id: 691
unit: def tokenize()
file: rat-sql-gap/seq2struct/resources/pretrained_embeddings.py
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McCabe index: 1
number of parameters: 2

id: 692
unit: def untokenize()
file: rat-sql-gap/seq2struct/resources/pretrained_embeddings.py
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McCabe index: 1
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id: 693
unit: def to()
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id: 694
unit: def softmax()
file: relogic/logickit/utils/utils.py
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id: 695
unit: def __init__()
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id: 696
unit: def _load_pickle()
file: relogic/logickit/base/utils.py
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id: 697
unit: def get_dataset()
file: relogic/entity-to-text-train.py
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McCabe index: 2
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id: 698
unit: def get_dataset()
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unit: def __post_init__()
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unit: def predict()
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unit: def __init__()
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unit: def __init__()
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unit: def forward()
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unit: def invert_mask()
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unit: def _check_shapes()
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unit: def rsetattr()
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unit: def invert_mask()
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unit: def _check_shapes()
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unit: def __init__()
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unit: def __len__()
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unit: def __getitem__()
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unit: def __len__()
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unit: def __getitem__()
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unit: def __len__()
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unit: def __getitem__()
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unit: def schema()
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unit: def idMap()
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unit: def schema()
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unit: def idMap()
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unit: def condition_has_or()
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unit: def condition_has_like()
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id: 724
unit: def val_has_op()
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unit: def has_agg()
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unit: def count_agg()
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id: 727
unit: def visitType()
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id: 728
unit: def types()
file: rat-sql-gap/seq2struct/ast_util.py
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size: 2 LOC
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id: 729
unit: def root_type()
file: rat-sql-gap/seq2struct/ast_util.py
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id: 730
unit: def __init__()
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id: 731
unit: def update_lr()
file: rat-sql-gap/seq2struct/optimizers.py
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number of parameters: 2

id: 732
unit: def bimap()
file: rat-sql-gap/seq2struct/grammars/spider.py
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number of parameters: 2

id: 733
unit: def filter_nones()
file: rat-sql-gap/seq2struct/grammars/spider.py
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id: 734
unit: def parse()
file: rat-sql-gap/seq2struct/grammars/spider.py
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id: 735
unit: def restore_part()
file: rat-sql-gap/seq2struct/utils/saver.py
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size: 2 LOC
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number of parameters: 3

id: 736
unit: def to_dict_with_sorted_values()
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id: 737
unit: def __len__()
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id: 738
unit: def __init__()
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id: 739
unit: def __repr__()
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unit: def __contains__()
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id: 741
unit: def __len__()
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unit: def indices()
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unit: def __hash__()
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unit: def load()
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id: 745
unit: def add_word()
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id: 746
unit: def sort_lists_by_length()
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size: 2 LOC
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unit: def __attrs_post_init__()
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id: 748
unit: def with_new_ps()
file: rat-sql-gap/seq2struct/utils/batched_sequence.py
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id: 749
unit: def __getitem__()
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unit: def __len__()
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id: 751
unit: def dataset()
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id: 752
unit: def find_word_occurrences()
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id: 753
unit: def validate_item()
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id: 754
unit: def clear_items()
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unit: def load()
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unit: def load()
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unit: def __init__()
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unit: def __call__()
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id: 759
unit: def forward_unbatched()
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unit: def dataset()
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unit: def clones()
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unit: def forward()
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id: 763
unit: def rule_choice()
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unit: def token_choice()
file: rat-sql-gap/seq2struct/models/nl2code/infer_tree_traversal.py
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id: 765
unit: def token_choice()
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unit: def find_word_occurrences()
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unit: def init_items()
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unit: def validate_item()
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unit: def clear_items()
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unit: def preprocess_item()
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unit: def load()
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unit: def update_using_last_choice()
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unit: def rule_choice()
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id: 775
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unit: def clear_items()
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id: 777
unit: def _tensor()
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id: 788
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id: 789
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id: 791
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file: relogic/logickit/utils/utils.py
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file: relogic/logickit/utils/utils.py
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id: 796
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unit: def _mp_fn()
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file: relogic/pretrainkit/multitask_trainer.py
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size: 2 LOC
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number of parameters: 1

id: 816
unit: def get_optimizers()
file: relogic/pretrainkit/multitask_trainer.py
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size: 2 LOC
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number of parameters: 0

id: 817
unit: def _training_step()
file: relogic/pretrainkit/multitask_trainer.py
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size: 2 LOC
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id: 818
unit: def evaluate()
file: relogic/pretrainkit/multitask_trainer.py
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size: 2 LOC
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id: 819
unit: def _prediction_loop()
file: relogic/pretrainkit/multitask_trainer.py
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id: 820
unit: def is_tensorboard_available()
file: relogic/pretrainkit/trainer.py
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id: 821
unit: def __len__()
file: relogic/pretrainkit/trainer.py
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id: 822
unit: def get_optimizers()
file: relogic/pretrainkit/trainer.py
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id: 823
unit: def num_examples()
file: relogic/pretrainkit/trainer.py
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id: 824
unit: def _training_step()
file: relogic/pretrainkit/trainer.py
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id: 825
unit: def evaluate()
file: relogic/pretrainkit/trainer.py
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unit: def _prediction_loop()
file: relogic/pretrainkit/trainer.py
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id: 827
unit: def clones()
file: relogic/pretrainkit/models/relationalsemparse/relational_transformer.py
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size: 2 LOC
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number of parameters: 2

id: 828
unit: def forward()
file: relogic/pretrainkit/models/relationalsemparse/relational_transformer.py
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size: 2 LOC
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number of parameters: 2

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unit: def get_encoder()
file: relogic/pretrainkit/models/relationalsemparse/relational_semparse.py
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size: 2 LOC
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number of parameters: 1

id: 830
unit: def get_output_embeddings()
file: relogic/pretrainkit/models/relationalsemparse/relational_semparse.py
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unit: def __len__()
file: relogic/pretrainkit/models/relationalsemparse/relational_semparse.py
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number of parameters: 1

id: 832
unit: def _prepare_bart_decoder_inputs()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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id: 833
unit: def forward()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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unit: def _shape()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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unit: def __init__()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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unit: def __init__()
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unit: def fill_with_neg_inf()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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unit: def _filter_out_falsey_values()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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unit: def _get_shape()
file: relogic/pretrainkit/models/relationalsemparse/modeling_relational_bart.py
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unit: def get_input_embeddings()
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unit: def get_output_embeddings()
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id: 842
unit: def _prepare_bart_decoder_inputs()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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unit: def forward()
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unit: def _shape()
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unit: def __init__()
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unit: def __init__()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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unit: def fill_with_neg_inf()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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McCabe index: 1
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unit: def _filter_out_falsey_values()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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unit: def _get_shape()
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unit: def get_input_embeddings()
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unit: def get_output_embeddings()
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unit: def get_encoder()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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unit: def get_output_embeddings()
file: relogic/pretrainkit/models/semparse/modeling_bart_copy.py
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unit: def get_encoder()
file: relogic/pretrainkit/models/semparse/semparse.py
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id: 855
unit: def get_output_embeddings()
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size: 2 LOC
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number of parameters: 1

id: 856
unit: def __len__()
file: relogic/pretrainkit/models/semparse/semparse.py
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id: 857
unit: def device()
file: relogic/pretrainkit/training_args.py
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id: 858
unit: def n_gpu()
file: relogic/pretrainkit/training_args.py
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id: 859
unit: def to_json_string()
file: relogic/pretrainkit/training_args.py
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id: 860
unit: def _mp_fn()
file: relogic/logical-tabart-pretraining.py
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number of parameters: 1