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id: 263
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id: 554
unit: float NormalizedScore()
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id: 555
unit: void MassOp::GenerateMask()
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id: 556
unit: void Compute()
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unit: def __init__()
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id: 568
unit: std::vector ComputeIntersectionPoints()
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id: 569
unit: def _AttenSelf()
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unit: def __init__()
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id: 583
unit: def batch_pplx_entropy_from_codes()
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id: 584
unit: def __init__()
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unit: def _FProp()
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id: 590
unit: void ExtractValueFromOneTfEvent()
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id: 591
unit: def DenseReluDense()
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id: 592
unit: def DenseReluDenseGated()
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unit: def _FinishExtendStep()
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unit: def Retry()
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unit: def FProp()
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unit: def _CheckInvariants()
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unit: def _compute_preconditioned_raw_grad()
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unit: def _CreateAsrFeatures()
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unit: def _RunEncoding()
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unit: def Params()
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id: 602
unit: def GenerateSummaries()
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unit: def __init__()
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id: 607
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id: 610
unit: def AddImage()
file: lingvo/core/plot.py
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id: 611
unit: void PackSequencesOp::WriteOutputs()
file: lingvo/core/ops/pack_ops.cc
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id: 612
unit: def _AddRelativeBias()
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id: 613
unit: def DecSelfAttentionRelativeBias()
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id: 614
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id: 617
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unit: def DepthwiseConv2D()
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id: 620
unit: def ComputeContextVectorWithSource()
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id: 621
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id: 622
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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id: 623
unit: def _ComputeFinalMetrics()
file: lingvo/tasks/car/kitti_ap_metric.py
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id: 624
unit: explicit SamplePointsOp()
file: lingvo/tasks/car/ops/sampling_ops.cc
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id: 625
unit: def LoadLabelFile()
file: lingvo/tasks/car/tools/kitti_data.py
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id: 626
unit: def extract_camera_images()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
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id: 627
unit: def _UpdateSequenceOutTensorArrays()
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id: 628
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id: 630
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id: 631
unit: def FProp()
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id: 632
unit: def Params()
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id: 634
unit: def compute_and_update_moments()
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id: 635
unit: def compute_predictions()
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id: 636
unit: def _common_gpipe_transformer_decoder_fprop()
file: lingvo/core/layers_with_gpipe.py
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id: 637
unit: def ExtractBlockContext()
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id: 638
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id: 639
unit: def ExtendStep()
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id: 641
unit: Status MatchParallelFilePattern()
file: lingvo/core/ops/record_yielder.cc
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id: 642
unit: def __init__()
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id: 644
unit: def PostTrainingStepUpdate()
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unit: def Params()
file: lingvo/core/conv_layers_with_time_padding.py
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id: 646
unit: def chunked_causal_numerator_grad()
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McCabe index: 2
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id: 647
unit: def CumSum()
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id: 648
unit: def FProp()
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id: 649
unit: def Set()
file: lingvo/core/nested_map.py
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id: 650
unit: def NormalizedLConv()
file: lingvo/core/conv_layers_builder.py
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id: 651
unit: def _create_slots()
file: lingvo/core/distributed_shampoo.py
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id: 652
unit: def Read()
file: lingvo/tasks/milan/dataset_spec.py
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McCabe index: 7
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id: 653
unit: def NestedMapFromBatchedOutputs()
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McCabe index: 7
number of parameters: 2

id: 654
unit: std::vector FindThresholds()
file: lingvo/tasks/car/ops/image_metrics.cc
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McCabe index: 10
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id: 655
unit: def Task()
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McCabe index: 3
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id: 656
unit: def CreateDecoderMetrics()
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unit: void Compute()
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unit: float ComputePrecision()
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unit: def Params()
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id: 683
unit: void ComputeAsync()
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unit: void Compute()
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unit: def __init__()
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unit: def __init__()
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id: 694
unit: def TransformFeatures()
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unit: def TransformFeatures()
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unit: def _configure_generic_input()
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unit: def _ExtractConfidenceFeatures()
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unit: def FPropTower()
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unit: def _ComputeXentLoss()
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unit: def Params()
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unit: def __init__()
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unit: def Train()
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id: 706
unit: def Task()
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id: 707
unit: def _ProcessMASSInput()
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unit: def _DataSourceFromFilePattern()
file: lingvo/tasks/mt/input_generator.py
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unit: def StartRunners()
file: lingvo/trainer.py
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id: 710
unit: def unstack()
file: lingvo/jax/layers/linears.py
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McCabe index: 10
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id: 711
unit: def compute_xent_loss_helper()
file: lingvo/jax/model.py
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McCabe index: 4
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unit: def Params()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 713
unit: def AttenLogitsXLOneStep()
file: lingvo/core/attention_util.py
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McCabe index: 8
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id: 714
unit: def _StreamStepStaticComputeKeyValue()
file: lingvo/core/batch_major_attention.py
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McCabe index: 6
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id: 715
unit: def scatter()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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unit: def __init__()
file: lingvo/core/batch_major_attention.py
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McCabe index: 9
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id: 717
unit: def GatedFeedforward()
file: lingvo/core/batch_major_attention.py
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McCabe index: 3
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id: 718
unit: def __init__()
file: lingvo/core/schedule.py
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McCabe index: 1
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unit: def __init__()
file: lingvo/core/recurrent.py
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McCabe index: 1
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id: 720
unit: def Apply()
file: lingvo/core/optimizer.py
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McCabe index: 4
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id: 721
unit: def _Normalize()
file: lingvo/core/bn_layers.py
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McCabe index: 5
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id: 722
unit: def _internal_apply_dense()
file: lingvo/core/adagraft.py
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McCabe index: 10
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id: 723
unit: def create_projection_matrix()
file: lingvo/core/favor_attention.py
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McCabe index: 6
number of parameters: 4

id: 724
unit: def SoftmaxCrossEntropyFocalLoss()
file: lingvo/core/py_utils.py
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McCabe index: 7
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id: 725
unit: def FProp()
file: lingvo/core/builder_layers.py
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McCabe index: 11
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unit: def __init__()
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McCabe index: 7
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file: lingvo/core/rnn_cell.py
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McCabe index: 10
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id: 728
unit: def LConv()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
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unit: def _InitIterator()
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McCabe index: 5
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id: 730
unit: def GetTFDataServiceDataSet()
file: lingvo/core/datasource.py
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McCabe index: 6
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unit: def FProp()
file: lingvo/core/rnn_layers.py
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McCabe index: 6
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id: 732
unit: def GetDescendant()
file: lingvo/core/base_layer.py
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McCabe index: 11
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id: 733
unit: def CreateCpuPassthroughEnqueueOps()
file: lingvo/core/base_input_generator.py
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McCabe index: 8
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id: 734
unit: def ForTestingWorker()
file: lingvo/core/cluster_factory.py
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McCabe index: 10
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id: 735
unit: def CrossReplicaConcat()
file: lingvo/tasks/milan/tpu_utils.py
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McCabe index: 1
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id: 736
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 12
number of parameters: 2

id: 737
unit: float AveragePrecision::FromPRCurve()
file: lingvo/tasks/car/ops/image_metrics.h
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size: 31 LOC
McCabe index: 7
number of parameters: 2

id: 738
unit: void CheckShapes()
file: lingvo/tasks/car/ops/nms_3d_op.cc
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McCabe index: 1
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id: 739
unit: def _BBoxDimensionErrors()
file: lingvo/tasks/car/point_detector.py
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McCabe index: 4
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id: 740
unit: def _PadAndReshapeSpec()
file: lingvo/tasks/asr/frontend.py
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McCabe index: 9
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id: 741
unit: def LevenshteinDistance()
file: lingvo/tasks/asr/levenshtein_distance.py
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McCabe index: 11
number of parameters: 2

id: 742
unit: def _InitBeamSearchStateCallback()
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McCabe index: 1
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McCabe index: 3
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unit: def FProp()
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McCabe index: 4
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unit: def Params()
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McCabe index: 2
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unit: def Params()
file: lingvo/jax/optimizers.py
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id: 748
unit: def collapse_and_remove_blanks()
file: lingvo/jax/layers/ctc_objectives.py
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McCabe index: 4
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unit: def fprop()
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McCabe index: 4
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McCabe index: 2
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McCabe index: 1
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file: lingvo/core/layers_with_gpipe.py
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file: lingvo/core/layers.py
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McCabe index: 6
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unit: def __init__()
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unit: def _CheckTPUEmbeddingConfig()
file: lingvo/core/tpu_embedding_layers.py
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id: 758
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file: lingvo/core/spectrum_augmenter.py
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id: 759
unit: def QuantizeTensors()
file: lingvo/core/quant_utils.py
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McCabe index: 5
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id: 760
unit: void Compute()
file: lingvo/core/ops/tokenizer_op_headers.h
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McCabe index: 3
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id: 761
unit: void BasicRecordYielder::ShardLoop()
file: lingvo/core/ops/record_yielder.cc
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McCabe index: 7
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id: 762
unit: void ExtractValueFromTxt()
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McCabe index: 5
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id: 763
unit: std::vector AsciiTokenizer::StringToIds()
file: lingvo/core/ops/ascii_tokenizer.cc
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McCabe index: 5
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id: 764
unit: def DenseReluDense()
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McCabe index: 5
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id: 765
unit: def SelfAttentionRelativeBias()
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id: 766
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McCabe index: 2
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file: lingvo/core/py_utils.py
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id: 769
unit: def Params()
file: lingvo/core/distillation_task.py
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id: 770
unit: def invoke_async_preconditioner_computation()
file: lingvo/core/distributed_shampoo.py
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McCabe index: 8
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id: 771
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file: lingvo/core/quant_test_lib.py
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id: 772
unit: def ReverseAndGrad()
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id: 775
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id: 777
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McCabe index: 3
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unit: def main()
file: lingvo/tasks/milan/tools/prepare_coco.py
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McCabe index: 1
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id: 779
unit: def ResidualsToBBoxes()
file: lingvo/tasks/car/detection_3d_lib.py
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McCabe index: 2
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id: 780
unit: def RandomPadOrTrimTo()
file: lingvo/tasks/car/detection_3d_lib.py
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McCabe index: 4
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id: 781
unit: def DrawDifficulty()
file: lingvo/tasks/car/detection_3d_metrics.py
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McCabe index: 5
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id: 782
unit: def _EvaluateIfNecessary()
file: lingvo/tasks/car/detection_3d_metrics.py
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McCabe index: 5
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id: 783
unit: def ProcessOutputs()
file: lingvo/tasks/car/waymo/waymo_decoder.py
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McCabe index: 2
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id: 784
unit: def _GetData()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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McCabe index: 5
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id: 785
unit: def Summary()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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id: 786
unit: def _FPropChunk()
file: lingvo/tasks/asr/frontend.py
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id: 787
unit: def _DataSourceFromFilePattern()
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size: 30 LOC
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id: 788
unit: def Params()
file: lingvo/tasks/mt/decoder.py
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size: 30 LOC
McCabe index: 5
number of parameters: 1

id: 789
unit: def _PostProcessBeamSearchDecodeOut()
file: lingvo/tasks/mt/model.py
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size: 30 LOC
McCabe index: 4
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id: 790
unit: def Params()
file: lingvo/tasks/mt/encoder.py
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size: 30 LOC
McCabe index: 3
number of parameters: 1

id: 791
unit: def Params()
file: lingvo/tasks/lm/layers.py
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size: 30 LOC
McCabe index: 2
number of parameters: 1

id: 792
unit: def preload_data()
file: lingvo/tasks/lm/tools/gshard_lm_decode.py
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size: 30 LOC
McCabe index: 4
number of parameters: 2

id: 793
unit: def _InputBatch()
file: lingvo/tasks/lm/input_generator.py
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id: 794
unit: def Start()
file: lingvo/trainer.py
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number of parameters: 1

id: 795
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
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size: 29 LOC
McCabe index: 1
number of parameters: 2

id: 796
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
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size: 29 LOC
McCabe index: 5
number of parameters: 2

id: 797
unit: def fprop()
file: lingvo/jax/layers/embedding_softmax.py
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McCabe index: 5
number of parameters: 4

id: 798
unit: def fprop()
file: lingvo/jax/layers/attentions.py
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McCabe index: 10
number of parameters: 3

id: 799
unit: def fprop()
file: lingvo/jax/layers/convolutions.py
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McCabe index: 5
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id: 800
unit: def compute_predictions()
file: lingvo/jax/model.py
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size: 29 LOC
McCabe index: 5
number of parameters: 3

id: 801
unit: def decode()
file: lingvo/jax/model.py
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McCabe index: 3
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id: 802
unit: def extract_prefixed_keys_from_nested_map()
file: lingvo/jax/py_utils.py
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size: 29 LOC
McCabe index: 12
number of parameters: 5

id: 803
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
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McCabe index: 3
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id: 804
unit: def Params()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 805
unit: def __init__()
file: lingvo/core/layers.py
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McCabe index: 4
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id: 806
unit: def CreateSlotVariablesAndOps()
file: lingvo/core/tpu_embedding_layers.py
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size: 29 LOC
McCabe index: 3
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id: 807
unit: def __init__()
file: lingvo/core/checkpointer.py
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McCabe index: 5
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id: 808
unit: def __init__()
file: lingvo/core/batch_major_attention.py
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McCabe index: 9
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id: 809
unit: def UseRelativeAttentionInTransformerLayer()
file: lingvo/core/batch_major_attention.py
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size: 29 LOC
McCabe index: 9
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id: 810
unit: def AddScatterPlot()
file: lingvo/core/plot.py
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size: 29 LOC
McCabe index: 8
number of parameters: 13

id: 811
unit: def FinalizeImage()
file: lingvo/core/plot.py
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size: 29 LOC
McCabe index: 6
number of parameters: 1

id: 812
unit: Status RecordIterator::ParsePattern()
file: lingvo/core/ops/record_yielder.cc
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end line: 262
size: 29 LOC
McCabe index: 5
number of parameters: 4

id: 813
unit: Status Process()
file: lingvo/core/ops/generic_input_op_kernels.cc
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end line: 187
size: 29 LOC
McCabe index: 5
number of parameters: 3

id: 814
unit: float NormalizedScore()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 1564
end line: 1594
size: 29 LOC
McCabe index: 2
number of parameters: 6

id: 815
unit: void ApplyVector()
file: lingvo/core/ops/pack_ops.cc
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size: 29 LOC
McCabe index: 7
number of parameters: 2

id: 816
unit: void Apply()
file: lingvo/core/ops/pack_ops.cc
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size: 29 LOC
McCabe index: 7
number of parameters: 2

id: 817
unit: void Compute()
file: lingvo/core/ops/preconditioner_op_kernels.cc
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end line: 99
size: 29 LOC
McCabe index: 3
number of parameters: 1

id: 818
unit: def _DenseReluDenseWeightsGatedGELU()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 29 LOC
McCabe index: 2
number of parameters: 5

id: 819
unit: def DepthwiseConvAutoregressive()
file: lingvo/core/gshard_builder.py
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size: 29 LOC
McCabe index: 6
number of parameters: 4

id: 820
unit: def DecoderLayerStack()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 7

id: 821
unit: def Params()
file: lingvo/core/layers_with_attention.py
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McCabe index: 1
number of parameters: 1

id: 822
unit: def _CreateLayerVariables()
file: lingvo/core/rnn_cell.py
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McCabe index: 6
number of parameters: 1

id: 823
unit: def FProp()
file: lingvo/core/rnn_cell.py
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McCabe index: 11
number of parameters: 4

id: 824
unit: def _init_tpu()
file: lingvo/core/gshard_decode.py
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size: 29 LOC
McCabe index: 4
number of parameters: 3

id: 825
unit: def ComputeLoss()
file: lingvo/core/distillation_task.py
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end line: 0
size: 29 LOC
McCabe index: 3
number of parameters: 4

id: 826
unit: def GetDataset()
file: lingvo/core/datasource.py
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size: 29 LOC
McCabe index: 4
number of parameters: 1

id: 827
unit: def Params()
file: lingvo/core/program.py
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McCabe index: 1
number of parameters: 1

id: 828
unit: def _BuildDataSourceWithMetadata()
file: lingvo/core/base_input_generator.py
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size: 29 LOC
McCabe index: 9
number of parameters: 1

id: 829
unit: def Params()
file: lingvo/core/base_input_generator.py
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size: 29 LOC
McCabe index: 1
number of parameters: 1

id: 830
unit: def GetPreprocessedInputBatch()
file: lingvo/core/base_input_generator.py
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size: 29 LOC
McCabe index: 4
number of parameters: 1

id: 831
unit: def PackCachedSource()
file: lingvo/core/attention.py
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end line: 0
size: 29 LOC
McCabe index: 3
number of parameters: 2

id: 832
unit: def __init__()
file: lingvo/core/egdd.py
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end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 15

id: 833
unit: def BatchedOrientedNMSIndices()
file: lingvo/tasks/car/detection_3d_lib.py
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end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 6

id: 834
unit: void Compute()
file: lingvo/tasks/car/ops/pairwise_iou_op.cc
start line: 32
end line: 64
size: 29 LOC
McCabe index: 3
number of parameters: 1

id: 835
unit: def SegmentPool3D()
file: lingvo/tasks/car/car_lib.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 2
number of parameters: 5

id: 836
unit: def _GetFilteredBoundingBoxData()
file: lingvo/tasks/car/tools/create_kitti_crop_dataset.py
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end line: 0
size: 29 LOC
McCabe index: 4
number of parameters: 1

id: 837
unit: def FeatureMap()
file: lingvo/tasks/car/kitti_input_generator.py
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end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 1

id: 838
unit: def Params()
file: lingvo/tasks/car/kitti_input_generator.py
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end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 1

id: 839
unit: def Params()
file: lingvo/tasks/car/kitti_input_generator.py
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end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 1

id: 840
unit: def _SetAbstraction()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 5
number of parameters: 7

id: 841
unit: def Task()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 1

id: 842
unit: def _Extract()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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end line: 0
size: 29 LOC
McCabe index: 6
number of parameters: 2

id: 843
unit: def IsWithinBBox3D()
file: lingvo/tasks/car/geometry.py
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end line: 0
size: 29 LOC
McCabe index: 7
number of parameters: 2

id: 844
unit: def CreateMetrics()
file: lingvo/tasks/asr/decoder_metrics.py
start line: 0
end line: 0
size: 29 LOC
McCabe index: 2
number of parameters: 1

id: 845
unit: def TargetsToBeFedAtCurrentDecodeStep()
file: lingvo/tasks/asr/decoder.py
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end line: 0
size: 29 LOC
McCabe index: 4
number of parameters: 6

id: 846
unit: def ProgramSchedule()
file: lingvo/tasks/lm/params/wiki_bert.py
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end line: 0
size: 29 LOC
McCabe index: 1
number of parameters: 1

id: 847
unit: def MaybeConfigRunDistributed()
file: lingvo/trainer.py
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size: 29 LOC
McCabe index: 10
number of parameters: 1

id: 848
unit: def MaybeConfigCloudTpu()
file: lingvo/trainer.py
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size: 29 LOC
McCabe index: 6
number of parameters: 1

id: 849
unit: def __init__()
file: lingvo/jax/layers/ngrammer.py
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end line: 0
size: 28 LOC
McCabe index: 6
number of parameters: 2

id: 850
unit: def create_layer_variables()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 28 LOC
McCabe index: 5
number of parameters: 1

id: 851
unit: def fprop_with_padding()
file: lingvo/jax/layers/convolutions.py
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end line: 0
size: 28 LOC
McCabe index: 4
number of parameters: 4

id: 852
unit: def Params()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 28 LOC
McCabe index: 3
number of parameters: 1

id: 853
unit: def FProp()
file: lingvo/core/layers.py
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size: 28 LOC
McCabe index: 6
number of parameters: 3

id: 854
unit: def _DotAttenSlowPath()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 28 LOC
McCabe index: 2
number of parameters: 10

id: 855
unit: def Params()
file: lingvo/core/batch_major_attention.py
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size: 28 LOC
McCabe index: 1
number of parameters: 1

id: 856
unit: def FunnelEncoderLayer()
file: lingvo/core/batch_major_attention.py
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size: 28 LOC
McCabe index: 9
number of parameters: 8

id: 857
unit: def Params()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 28 LOC
McCabe index: 2
number of parameters: 1

id: 858
unit: def Params()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 28 LOC
McCabe index: 1
number of parameters: 1

id: 859
unit: def __init__()
file: lingvo/core/layers_with_attention.py
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size: 28 LOC
McCabe index: 3
number of parameters: 2

id: 860
unit: def _FPropSplitInputBatch()
file: lingvo/core/base_model.py
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size: 28 LOC
McCabe index: 3
number of parameters: 3

id: 861
unit: def Params()
file: lingvo/core/optimizer.py
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size: 28 LOC
McCabe index: 1
number of parameters: 1

id: 862
unit: def ComputeGradientsSimple()
file: lingvo/core/py_utils.py
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size: 28 LOC
McCabe index: 8
number of parameters: 6

id: 863
unit: def _config_outfeed()
file: lingvo/core/gshard_decode.py
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size: 28 LOC
McCabe index: 4
number of parameters: 3

id: 864
unit: def _BaseLayerInitWrapper()
file: lingvo/core/base_layer.py
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end line: 0
size: 28 LOC
McCabe index: 8
number of parameters: 1

id: 865
unit: def _InputBatch()
file: lingvo/core/base_input_generator.py
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size: 28 LOC
McCabe index: 5
number of parameters: 1

id: 866
unit: def _WrapInitBeamSearchStateCallback()
file: lingvo/core/base_decoder.py
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end line: 0
size: 28 LOC
McCabe index: 10
number of parameters: 3

id: 867
unit: def _ProcessLine()
file: lingvo/tasks/punctuator/input_generator.py
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end line: 0
size: 28 LOC
McCabe index: 5
number of parameters: 2

id: 868
unit: def _Foreground()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 28 LOC
McCabe index: 2
number of parameters: 9

id: 869
unit: def _ToTFExampleProto()
file: lingvo/tasks/car/tools/create_kitti_crop_dataset.py
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end line: 0
size: 28 LOC
McCabe index: 2
number of parameters: 3

id: 870
unit: def _CellFeaturizer()
file: lingvo/tasks/car/starnet.py
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end line: 0
size: 28 LOC
McCabe index: 1
number of parameters: 3

id: 871
unit: def SetExponentialLR()
file: lingvo/tasks/car/lr_util.py
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end line: 0
size: 28 LOC
McCabe index: 4
number of parameters: 8

id: 872
unit: def FeatureMap()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 28 LOC
McCabe index: 4
number of parameters: 1

id: 873
unit: def _ComputeFinalMetrics()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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end line: 0
size: 28 LOC
McCabe index: 2
number of parameters: 6

id: 874
unit: def IsWithinBBox()
file: lingvo/tasks/car/geometry.py
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end line: 0
size: 28 LOC
McCabe index: 1
number of parameters: 2

id: 875
unit: def _DataSourceFromFilePattern()
file: lingvo/tasks/mt/input_generator.py
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end line: 0
size: 28 LOC
McCabe index: 3
number of parameters: 2

id: 876
unit: def Task()
file: lingvo/tasks/lm/params/one_billion_wds.py
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end line: 0
size: 28 LOC
McCabe index: 1
number of parameters: 1

id: 877
unit: def sharded_chain()
file: lingvo/jax/optimizers.py
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end line: 0
size: 27 LOC
McCabe index: 6
number of parameters: 1

id: 878
unit: def _time_mask()
file: lingvo/jax/layers/spectrum_augmenter.py
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end line: 0
size: 27 LOC
McCabe index: 8
number of parameters: 4

id: 879
unit: def body_fprop()
file: lingvo/jax/layers/pipeline.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 3
number of parameters: 5

id: 880
unit: def create_train_state_partition_specs()
file: lingvo/jax/model.py
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end line: 0
size: 27 LOC
McCabe index: 5
number of parameters: 2

id: 881
unit: def Params()
file: lingvo/jax/tasks/lm/input_generator.py
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end line: 0
size: 27 LOC
McCabe index: 1
number of parameters: 1

id: 882
unit: def __init__()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 27 LOC
McCabe index: 5
number of parameters: 2

id: 883
unit: def Params()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 27 LOC
McCabe index: 1
number of parameters: 1

id: 884
unit: def Unstack()
file: lingvo/core/layers.py
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size: 27 LOC
McCabe index: 10
number of parameters: 2

id: 885
unit: def _FlatFProp()
file: lingvo/core/layers.py
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size: 27 LOC
McCabe index: 7
number of parameters: 3

id: 886
unit: def FProp()
file: lingvo/core/layers.py
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size: 27 LOC
McCabe index: 2
number of parameters: 5

id: 887
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
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size: 27 LOC
McCabe index: 1
number of parameters: 1

id: 888
unit: def _ConstructWarpMatrix()
file: lingvo/core/spectrum_augmenter.py
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size: 27 LOC
McCabe index: 8
number of parameters: 7

id: 889
unit: def _TimeWarp()
file: lingvo/core/spectrum_augmenter.py
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size: 27 LOC
McCabe index: 7
number of parameters: 6

id: 890
unit: def QRAct()
file: lingvo/core/quant_utils.py
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size: 27 LOC
McCabe index: 10
number of parameters: 3

id: 891
unit: def _RecordTensor()
file: lingvo/core/quant_utils.py
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size: 27 LOC
McCabe index: 3
number of parameters: 2

id: 892
unit: def MeshSplit()
file: lingvo/core/gshard_utils.py
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size: 27 LOC
McCabe index: 11
number of parameters: 5

id: 893
unit: def ExtendStep()
file: lingvo/core/batch_major_attention.py
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size: 27 LOC
McCabe index: 4
number of parameters: 9

id: 894
unit: def _AttenLogits()
file: lingvo/core/batch_major_attention.py
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size: 27 LOC
McCabe index: 5
number of parameters: 4

id: 895
unit: def FProp()
file: lingvo/core/batch_major_attention.py
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size: 27 LOC
McCabe index: 2
number of parameters: 4

id: 896
unit: def Params()
file: lingvo/core/batch_major_attention.py
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size: 27 LOC
McCabe index: 1
number of parameters: 1

id: 897
unit: def Params()
file: lingvo/core/batch_major_attention.py
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size: 27 LOC
McCabe index: 1
number of parameters: 1

id: 898
unit: def __init__()
file: lingvo/core/schedule.py
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size: 27 LOC
McCabe index: 2
number of parameters: 2

id: 899
unit: void AssembleHyps()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 651
end line: 678
size: 27 LOC
McCabe index: 5
number of parameters: 6

id: 900
unit: void MlPerfSubword::Decode()
file: lingvo/core/ops/ml_perf_subword_op.cc
start line: 58
end line: 87
size: 27 LOC
McCabe index: 7
number of parameters: 2

id: 901
unit: def _FeedForwardNetworksApplyGating()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 27 LOC
McCabe index: 4
number of parameters: 2

id: 902
unit: def Params()
file: lingvo/core/base_model.py
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size: 27 LOC
McCabe index: 1
number of parameters: 2

id: 903
unit: def _GetCellGrad()
file: lingvo/core/recurrent.py
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size: 27 LOC
McCabe index: 4
number of parameters: 9

id: 904
unit: def Params()
file: lingvo/core/optimizer.py
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end line: 0
size: 27 LOC
McCabe index: 1
number of parameters: 1

id: 905
unit: def _Moments()
file: lingvo/core/bn_layers.py
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end line: 0
size: 27 LOC
McCabe index: 10
number of parameters: 3

id: 906
unit: def _ComputeConvOutputPaddingV2()
file: lingvo/core/conv_layers_with_time_padding.py
start line: 0
end line: 0
size: 27 LOC
McCabe index: 7
number of parameters: 4

id: 907
unit: def cossim_kernel_transformation()
file: lingvo/core/favor_attention.py
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end line: 0
size: 27 LOC
McCabe index: 4
number of parameters: 5

id: 908
unit: def OverrideVarsFromCheckpoint()
file: lingvo/core/py_utils.py
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end line: 0
size: 27 LOC
McCabe index: 11
number of parameters: 4

id: 909
unit: def ConcatRecursively()
file: lingvo/core/py_utils.py
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end line: 0
size: 27 LOC
McCabe index: 16
number of parameters: 2

id: 910
unit: def AddVN()
file: lingvo/core/py_utils.py
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size: 27 LOC
McCabe index: 8
number of parameters: 3

id: 911
unit: def _Gates()
file: lingvo/core/rnn_cell.py
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size: 27 LOC
McCabe index: 4
number of parameters: 5

id: 912
unit: def _Gates()
file: lingvo/core/rnn_cell.py
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size: 27 LOC
McCabe index: 3
number of parameters: 5

id: 913
unit: def _LConvCommon()
file: lingvo/core/conv_layers_builder.py
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size: 27 LOC
McCabe index: 1
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id: 914
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file: lingvo/tasks/car/ops/ps_utils.cc
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id: 949
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file: lingvo/core/ops/pack_ops.cc
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id: 950
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file: lingvo/core/base_model.py
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file: lingvo/core/bn_layers.py
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id: 960
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file: lingvo/core/py_utils.py
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file: lingvo/core/stream_step_test_base.py
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id: 969
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file: lingvo/core/attention.py
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id: 970
unit: def _PrintFiles()
file: lingvo/tools/print_tf_records.py
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unit: def Params()
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file: lingvo/tasks/car/kitti_decoder.py
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id: 973
unit: def CalibrationCurve()
file: lingvo/tasks/car/calibration_processing.py
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id: 974
unit: def _ExportObjectDatasetToTFRecord()
file: lingvo/tasks/car/tools/kitti_exporter.py
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id: 975
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file: lingvo/tasks/car/point_detector.py
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file: lingvo/tasks/car/builder_lib.py
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file: lingvo/tasks/car/builder_lib.py
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id: 978
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file: lingvo/tasks/car/ap_metric.py
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unit: def Params()
file: lingvo/tasks/car/starnet.py
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unit: def BBoxCorners()
file: lingvo/tasks/car/geometry.py
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file: lingvo/tasks/asr/decoder.py
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unit: def main()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
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unit: def Task()
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file: lingvo/tasks/mt/decoder.py
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file: lingvo/jax/layers/spectrum_augmenter.py
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file: lingvo/jax/layers/conformers.py
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file: lingvo/core/layers.py
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file: lingvo/core/layers.py
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file: lingvo/core/tpu_embedding_layers.py
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file: lingvo/core/gshard_layers.py
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id: 1003
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id: 1005
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file: lingvo/core/matrix_functions.py
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file: lingvo/core/steps/embedding_steps.py
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file: lingvo/tools/audio_lib.py
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id: 1043
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file: lingvo/tasks/lm/input_generator.py
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id: 1044
unit: def _WaitUntilInit()
file: lingvo/base_runner.py
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id: 1045
unit: def create_layer_variables()
file: lingvo/jax/layers/normalizations.py
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id: 1046
unit: def init_partition_spec_with_vectorized_repeat_prefix()
file: lingvo/jax/optimizer_prefix_vectorization.py
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id: 1047
unit: def process_decode_out()
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id: 1048
unit: def _extract_nested_prefix_names()
file: lingvo/jax/checkpoints.py
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id: 1049
unit: def FProp()
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id: 1050
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
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id: 1051
unit: def XentLossFromLogits()
file: lingvo/core/layers.py
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file: lingvo/core/layers.py
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id: 1054
unit: def _PredictOneCheckpoint()
file: lingvo/core/predictor_runner_base.py
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id: 1055
unit: def Params()
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id: 1056
unit: def _FrequencyMask()
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id: 1057
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id: 1059
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id: 1060
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id: 1061
unit: void Compute()
file: lingvo/core/ops/assert_kernels.cc
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id: 1062
unit: def DenseReluDenseGated()
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id: 1063
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id: 1066
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id: 1067
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id: 1068
unit: def StreamStep()
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id: 1069
unit: def chunked_causal_denominator_grad()
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id: 1070
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file: lingvo/core/cluster.py
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id: 1071
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id: 1072
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id: 1073
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file: lingvo/core/conv_layers_builder.py
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id: 1074
unit: def __init__()
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id: 1075
unit: def __init__()
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id: 1076
unit: def Params()
file: lingvo/core/rnn_layers.py
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id: 1077
unit: def StochasticBeamSearchDecodeBiased()
file: lingvo/core/base_decoder.py
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id: 1078
unit: def _WrapPostBeamSearchStepCallback()
file: lingvo/core/base_decoder.py
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id: 1079
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file: lingvo/core/attention.py
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id: 1080
unit: def get_gke_cluster()
file: lingvo/tools/gke_launch.py
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id: 1081
unit: def GetAllDatasetParams()
file: lingvo/tasks/milan/params/dual_encoder_recipe.py
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id: 1082
unit: def Task()
file: lingvo/tasks/punctuator/params/codelab.py
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id: 1083
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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id: 1084
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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id: 1085
unit: def Classifier()
file: lingvo/tasks/car/pointnet.py
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McCabe index: 1
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id: 1086
unit: def __init__()
file: lingvo/tasks/car/base_extractor.py
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id: 1087
unit: std::vector ParseBoxesFromTensor()
file: lingvo/tasks/car/ops/box_util.cc
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id: 1088
unit: def Calculate()
file: lingvo/tasks/car/calibration_processing.py
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id: 1089
unit: def __init__()
file: lingvo/tasks/asr/frontend.py
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id: 1090
unit: def __init__()
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id: 1091
unit: def _AddAttenProbsImageSummary()
file: lingvo/tasks/mt/decoder.py
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id: 1092
unit: def _ForceAlignment()
file: lingvo/tasks/mt/decoder.py
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id: 1093
unit: def _RemoveEOSProbs()
file: lingvo/tasks/mt/decoder.py
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id: 1094
unit: def ComputePredictions()
file: lingvo/tasks/mt/model.py
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id: 1095
unit: def Task()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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McCabe index: 1
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id: 1096
unit: def __init__()
file: lingvo/tasks/lm/layers.py
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id: 1097
unit: def FProp()
file: lingvo/tasks/lm/layers.py
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id: 1098
unit: def main()
file: lingvo/tasks/lm/tools/download_lm1b.py
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id: 1099
unit: def _DatasetOfExamples()
file: lingvo/tasks/lm/input_generator.py
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id: 1100
unit: def stateless_list_files()
file: lingvo/compat.py
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id: 1101
unit: def fprop()
file: lingvo/jax/layers/conformers.py
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id: 1102
unit: def fprop()
file: lingvo/jax/layers/embedding_softmax.py
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id: 1103
unit: def __init__()
file: lingvo/core/layers_with_gpipe.py
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id: 1104
unit: def __init__()
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id: 1105
unit: def _ApplyActivationFunction()
file: lingvo/core/layers.py
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id: 1106
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
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unit: def __init__()
file: lingvo/core/layers.py
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id: 1108
unit: def Restore()
file: lingvo/core/checkpointer.py
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id: 1109
unit: def _AttenLogits()
file: lingvo/core/attention_util.py
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id: 1110
unit: def _create_new_session()
file: lingvo/core/predictor.py
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id: 1111
unit: def _StreamStepStaticComputeKeyValue3d()
file: lingvo/core/batch_major_attention.py
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id: 1112
unit: def _AttenLogits()
file: lingvo/core/batch_major_attention.py
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id: 1113
unit: def SetCanonicalShardingParams()
file: lingvo/core/batch_major_attention.py
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id: 1114
unit: def SetReshapedLayers()
file: lingvo/core/batch_major_attention.py
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id: 1115
unit: def ExtendStep()
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id: 1116
unit: def _MultiHeadedAtten()
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id: 1117
unit: def AddPlot()
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id: 1118
unit: def _AddMultiCurveRowPlots()
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id: 1119
unit: def __init__()
file: lingvo/core/schedule.py
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id: 1120
unit: void Compute()
file: lingvo/core/ops/best_step_op_kernels.cc
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id: 1121
unit: void Compute()
file: lingvo/core/ops/pack_ops.cc
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McCabe index: 3
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id: 1122
unit: void MassOp::ValidateInput()
file: lingvo/core/ops/mass_op.cc
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id: 1123
unit: def DecoderLayerStack()
file: lingvo/core/gshard_builder.py
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id: 1124
unit: def _Softmax()
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id: 1125
unit: def _ShardedMoEPositionWiseFeedForwardNetworks()
file: lingvo/core/gshard_builder.py
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id: 1126
unit: def _ComputeEncInput()
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id: 1127
unit: def __init__()
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id: 1128
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file: lingvo/core/py_utils.py
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id: 1129
unit: def ApplyGradMultiplier()
file: lingvo/core/py_utils.py
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id: 1130
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id: 1131
unit: def _AddShardedSaveOps()
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id: 1132
unit: def ComputePredictions()
file: lingvo/core/distillation_task.py
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id: 1133
unit: def _inverse_pth_root_graph()
file: lingvo/core/distributed_shampoo.py
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id: 1134
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id: 1135
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id: 1136
unit: def FProp()
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id: 1137
unit: def FProp()
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id: 1138
unit: def CopyBaseParams()
file: lingvo/core/base_layer.py
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id: 1139
unit: def CreateDatasource()
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id: 1140
unit: def __init__()
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id: 1141
unit: def _GetInputs()
file: lingvo/core/stream_step_test_base.py
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id: 1142
unit: def _ReadTranscriptions()
file: lingvo/tools/create_asr_features.py
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id: 1143
unit: def hyperparams_text_diff()
file: lingvo/tools/compare_params.py
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id: 1144
unit: def __init__()
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id: 1145
unit: def _FarthestPointSampleCenters()
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id: 1146
unit: def SegmentationShapeNet()
file: lingvo/tasks/car/pointnet.py
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id: 1147
unit: def LocalizationResiduals()
file: lingvo/tasks/car/detection_3d_lib.py
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id: 1148
unit: def NMSIndices()
file: lingvo/tasks/car/detection_3d_lib.py
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id: 1149
unit: def BatchedNMSIndices()
file: lingvo/tasks/car/detection_3d_lib.py
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id: 1150
unit: def _MultiClassOrientedDecodeWithNMS()
file: lingvo/tasks/car/detection_decoder.py
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id: 1151
unit: def FeatureMap()
file: lingvo/tasks/car/kitti_input_generator.py
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id: 1152
unit: def __init__()
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id: 1153
unit: def _InitBeamSearchStateCallback()
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id: 1154
unit: def write_ith_sample_to_output()
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id: 1155
unit: def Params()
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id: 1156
unit: def GetParamsForDataset()
file: lingvo/trainer.py
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id: 1157
unit: def _ExecInDocker()
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id: 1158
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id: 1159
unit: def Params()
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id: 1160
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file: lingvo/jax/optimizer_prefix_vectorization.py
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id: 1161
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file: lingvo/jax/model.py
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id: 1162
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id: 1163
unit: def to_partition_spec()
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id: 1164
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id: 1165
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id: 1166
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id: 1167
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id: 1168
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id: 1172
unit: def FProp()
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McCabe index: 1
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id: 1173
unit: void BasicRecordYielder::AdjustBufferSizeLoop()
file: lingvo/core/ops/record_yielder.cc
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end line: 505
size: 22 LOC
McCabe index: 5
number of parameters: 0

id: 1174
unit: static Status Create()
file: lingvo/core/ops/generic_input_op_kernels.cc
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size: 22 LOC
McCabe index: 1
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id: 1175
unit: Status Run()
file: lingvo/core/ops/generic_input_op_kernels.cc
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McCabe index: 3
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id: 1176
unit: void PackSequencesOp::ValidateInputs()
file: lingvo/core/ops/pack_ops.cc
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size: 22 LOC
McCabe index: 3
number of parameters: 1

id: 1177
unit: void ValidateInputs()
file: lingvo/core/ops/pack_ops.cc
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size: 22 LOC
McCabe index: 2
number of parameters: 1

id: 1178
unit: explicit StaticMapOp()
file: lingvo/core/ops/static_map_op.cc
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size: 22 LOC
McCabe index: 6
number of parameters: 1

id: 1179
unit: std::vector CreatePerFileYielderOptions()
file: lingvo/core/ops/input_common.cc
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size: 22 LOC
McCabe index: 4
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id: 1180
unit: def _DenseReluDenseWeights()
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McCabe index: 1
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id: 1181
unit: def _ComputeQKVCombine()
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McCabe index: 10
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id: 1182
unit: def _ComputeGating()
file: lingvo/core/gshard_builder.py
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McCabe index: 3
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id: 1183
unit: def FProp()
file: lingvo/core/layers_with_attention.py
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id: 1184
unit: def FProp()
file: lingvo/core/bn_layers.py
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id: 1185
unit: def causal_denominator()
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id: 1186
unit: def DeterministicDropout()
file: lingvo/core/py_utils.py
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id: 1187
unit: def EmbLookup()
file: lingvo/core/steps/embedding_steps.py
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id: 1188
unit: def FProp()
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id: 1189
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unit: def __init__()
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id: 1191
unit: def Params()
file: lingvo/core/datasource.py
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id: 1192
unit: def Params()
file: lingvo/core/rnn_layers.py
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id: 1193
unit: def InitAttention()
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id: 1194
unit: def Params()
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McCabe index: 1
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id: 1195
unit: def FProp()
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id: 1196
unit: def Params()
file: lingvo/core/base_decoder.py
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McCabe index: 2
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id: 1197
unit: def _MakeTfExample()
file: lingvo/tools/wpm_encode_file.py
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McCabe index: 5
number of parameters: 5

id: 1198
unit: def EncoderConfig()
file: lingvo/tasks/milan/dual_encoder.py
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McCabe index: 1
number of parameters: 0

id: 1199
unit: def AddBertAdapterTextEncoder()
file: lingvo/tasks/milan/params/cxc.py
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McCabe index: 1
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id: 1200
unit: def _InferenceSubgraph_Default()
file: lingvo/tasks/punctuator/model.py
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McCabe index: 1
number of parameters: 1

id: 1201
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 22 LOC
McCabe index: 6
number of parameters: 2

id: 1202
unit: def Params()
file: lingvo/tasks/car/base_extractor.py
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size: 22 LOC
McCabe index: 1
number of parameters: 2

id: 1203
unit: explicit PointToGridOp()
file: lingvo/tasks/car/ops/point_grid_op.cc
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end line: 63
size: 22 LOC
McCabe index: 7
number of parameters: 1

id: 1204
unit: void MatchAll()
file: lingvo/tasks/car/ops/image_metrics.h
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end line: 380
size: 22 LOC
McCabe index: 2
number of parameters: 7

id: 1205
unit: def _Extract()
file: lingvo/tasks/car/kitti_input_generator.py
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end line: 0
size: 22 LOC
McCabe index: 3
number of parameters: 2

id: 1206
unit: def _configure_input()
file: lingvo/tasks/car/params/waymo.py
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McCabe index: 4
number of parameters: 3

id: 1207
unit: def _configure_generic_input()
file: lingvo/tasks/car/params/kitti.py
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size: 22 LOC
McCabe index: 3
number of parameters: 2

id: 1208
unit: def ReorderIndicesByPhi()
file: lingvo/tasks/car/geometry.py
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end line: 0
size: 22 LOC
McCabe index: 4
number of parameters: 2

id: 1209
unit: def _GetInitialTargetInfo()
file: lingvo/tasks/asr/decoder.py
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McCabe index: 1
number of parameters: 4

id: 1210
unit: def _InputBatch()
file: lingvo/tasks/asr/model_test_input_generator.py
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McCabe index: 9
number of parameters: 1

id: 1211
unit: def _PreBeamSearchStepCallback()
file: lingvo/tasks/mt/decoder.py
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McCabe index: 2
number of parameters: 6

id: 1212
unit: def __init__()
file: lingvo/tasks/mt/decoder.py
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size: 22 LOC
McCabe index: 2
number of parameters: 2

id: 1213
unit: def ComputeLoss()
file: lingvo/tasks/mt/decoder.py
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size: 22 LOC
McCabe index: 3
number of parameters: 4

id: 1214
unit: def __init__()
file: lingvo/tasks/mt/encoder.py
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size: 22 LOC
McCabe index: 5
number of parameters: 2

id: 1215
unit: def __init__()
file: lingvo/tasks/lm/layers.py
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size: 22 LOC
McCabe index: 2
number of parameters: 2

id: 1216
unit: def InspectModel()
file: lingvo/trainer.py
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size: 22 LOC
McCabe index: 4
number of parameters: 1

id: 1217
unit: def InstallAndStartProcess()
file: docker/run_distributed.py
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end line: 0
size: 21 LOC
McCabe index: 3
number of parameters: 1

id: 1218
unit: def _RunOnAllCheckpoints()
file: lingvo/base_runner.py
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size: 21 LOC
McCabe index: 14
number of parameters: 4

id: 1219
unit: def _parse_duration()
file: lingvo/jax/train.py
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end line: 0
size: 21 LOC
McCabe index: 10
number of parameters: 1

id: 1220
unit: def Params()
file: lingvo/jax/optimizers.py
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end line: 0
size: 21 LOC
McCabe index: 2
number of parameters: 1

id: 1221
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
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end line: 0
size: 21 LOC
McCabe index: 2
number of parameters: 2

id: 1222
unit: def to_quantized()
file: lingvo/jax/optimizers.py
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end line: 0
size: 21 LOC
McCabe index: 4
number of parameters: 2

id: 1223
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
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end line: 0
size: 21 LOC
McCabe index: 1
number of parameters: 2

id: 1224
unit: def __init__()
file: lingvo/jax/layers/linears.py
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end line: 0
size: 21 LOC
McCabe index: 4
number of parameters: 2

id: 1225
unit: def create_layer_variables()
file: lingvo/jax/layers/attentions.py
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size: 21 LOC
McCabe index: 4
number of parameters: 1

id: 1226
unit: def extend_step()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 21 LOC
McCabe index: 4
number of parameters: 6

id: 1227
unit: def Params()
file: lingvo/jax/layers/pipeline.py
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end line: 0
size: 21 LOC
McCabe index: 3
number of parameters: 1

id: 1228
unit: def Params()
file: lingvo/jax/layers/convolutions.py
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end line: 0
size: 21 LOC
McCabe index: 1
number of parameters: 1

id: 1229
unit: def Params()
file: lingvo/jax/model.py
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size: 21 LOC
McCabe index: 1
number of parameters: 1

id: 1230
unit: def compute_predictions()
file: lingvo/jax/model.py
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end line: 0
size: 21 LOC
McCabe index: 2
number of parameters: 3

id: 1231
unit: def pretty_repr()
file: lingvo/jax/summary_utils.py
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end line: 0
size: 21 LOC
McCabe index: 7
number of parameters: 2

id: 1232
unit: def set_sharding_annotations_v1()
file: lingvo/jax/tasks/lm/model_params.py
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end line: 0
size: 21 LOC
McCabe index: 1
number of parameters: 2

id: 1233
unit: def __init__()
file: lingvo/jax/base_layer.py
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size: 21 LOC
McCabe index: 6
number of parameters: 2

id: 1234
unit: def __init__()
file: lingvo/jax/schedules.py
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size: 21 LOC
McCabe index: 3
number of parameters: 2

id: 1235
unit: def FProp()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 21 LOC
McCabe index: 2
number of parameters: 11

id: 1236
unit: def _ComputeConvLast()
file: lingvo/core/layers.py
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size: 21 LOC
McCabe index: 4
number of parameters: 5

id: 1237
unit: def DenseWeights()
file: lingvo/core/layers.py
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end line: 0
size: 21 LOC
McCabe index: 8
number of parameters: 2

id: 1238
unit: def Params()
file: lingvo/core/layers.py
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size: 21 LOC
McCabe index: 1
number of parameters: 1

id: 1239
unit: def XentLossFromLogits()
file: lingvo/core/layers.py
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size: 21 LOC
McCabe index: 5
number of parameters: 5

id: 1240
unit: def Params()
file: lingvo/core/layers.py
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size: 21 LOC
McCabe index: 1
number of parameters: 1

id: 1241
unit: def FProp()
file: lingvo/core/layers.py
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size: 21 LOC
McCabe index: 2
number of parameters: 4

id: 1242
unit: def Params()
file: lingvo/core/tpu_embedding_layers.py
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size: 21 LOC
McCabe index: 1
number of parameters: 1

id: 1243
unit: def TokenShufflingOnlogits()
file: lingvo/core/gshard_layers.py
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end line: 0
size: 21 LOC
McCabe index: 4
number of parameters: 6

id: 1244
unit: def FProp()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 21 LOC
McCabe index: 5
number of parameters: 3

id: 1245
unit: void operator()
file: lingvo/core/ops/beam_search_step_op_kernels.h
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end line: 161
size: 21 LOC
McCabe index: 5
number of parameters: 0

id: 1246
unit: bool IsDuplicateHyp()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 47
end line: 76
size: 21 LOC
McCabe index: 9
number of parameters: 3

id: 1247
unit: Status ForwardOrCopyInputToOutput()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 408
end line: 430
size: 21 LOC
McCabe index: 6
number of parameters: 4

id: 1248
unit: void Compute()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 1081
end line: 1105
size: 21 LOC
McCabe index: 2
number of parameters: 1

id: 1249
unit: void Compute()
file: lingvo/core/ops/pack_ops.cc
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end line: 103
size: 21 LOC
McCabe index: 3
number of parameters: 1

id: 1250
unit: def SequenceConcat()
file: lingvo/core/insertion.py
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size: 21 LOC
McCabe index: 1
number of parameters: 5

id: 1251
unit: def entmax_loss()
file: lingvo/core/entmax.py
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size: 21 LOC
McCabe index: 1
number of parameters: 5

id: 1252
unit: def _RelativePositionBucket()
file: lingvo/core/gshard_builder.py
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size: 21 LOC
McCabe index: 2
number of parameters: 3

id: 1253
unit: def _ShardedFeedForwardNetworksWeights()
file: lingvo/core/gshard_builder.py
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size: 21 LOC
McCabe index: 1
number of parameters: 2

id: 1254
unit: def FProp()
file: lingvo/core/layers_with_attention.py
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McCabe index: 1
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id: 1255
unit: def Params()
file: lingvo/core/layers_with_attention.py
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McCabe index: 1
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id: 1256
unit: def _FPropResult()
file: lingvo/core/base_model.py
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McCabe index: 8
number of parameters: 3

id: 1257
unit: def Apply()
file: lingvo/core/optimizer.py
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McCabe index: 9
number of parameters: 3

id: 1258
unit: def _create_slots()
file: lingvo/core/optimizer.py
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McCabe index: 4
number of parameters: 2

id: 1259
unit: def ComputeConvOutputShape()
file: lingvo/core/conv_layers_with_time_padding.py
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McCabe index: 6
number of parameters: 5

id: 1260
unit: def ComputeConvOutputPadding()
file: lingvo/core/conv_layers_with_time_padding.py
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size: 21 LOC
McCabe index: 3
number of parameters: 5

id: 1261
unit: def AdjustGradients()
file: lingvo/core/learner.py
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size: 21 LOC
McCabe index: 6
number of parameters: 4

id: 1262
unit: def ApplyPadding()
file: lingvo/core/py_utils.py
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size: 21 LOC
McCabe index: 6
number of parameters: 5

id: 1263
unit: def ExpandAndPadOrTrimTo()
file: lingvo/core/py_utils.py
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size: 21 LOC
McCabe index: 8
number of parameters: 3

id: 1264
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
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size: 21 LOC
McCabe index: 5
number of parameters: 3

id: 1265
unit: def Params()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 1266
unit: def Params()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 1267
unit: def value()
file: lingvo/core/metrics.py
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McCabe index: 9
number of parameters: 1

id: 1268
unit: def PrepareExternalInputs()
file: lingvo/core/step.py
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McCabe index: 9
number of parameters: 3

id: 1269
unit: def FProp()
file: lingvo/core/step.py
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McCabe index: 5
number of parameters: 6

id: 1270
unit: def FProp()
file: lingvo/core/step.py
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McCabe index: 1
number of parameters: 7

id: 1271
unit: def _CreateLayerVariables()
file: lingvo/core/attention.py
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McCabe index: 1
number of parameters: 1

id: 1272
unit: def ComputeContextVectorWithSource()
file: lingvo/core/attention.py
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McCabe index: 3
number of parameters: 7

id: 1273
unit: def _GreedySearchStep()
file: lingvo/core/beam_search_helper.py
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McCabe index: 3
number of parameters: 11

id: 1274
unit: def main()
file: lingvo/tools/keras2ckpt.py
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size: 21 LOC
McCabe index: 2
number of parameters: 1

id: 1275
unit: def _Loop()
file: lingvo/runners.py
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McCabe index: 4
number of parameters: 1

id: 1276
unit: def CreateTestMethodsForAllRegisteredModels()
file: lingvo/models_test_helper.py
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size: 21 LOC
McCabe index: 8
number of parameters: 4

id: 1277
unit: def __call__()
file: lingvo/tasks/milan/labels.py
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McCabe index: 5
number of parameters: 2

id: 1278
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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size: 21 LOC
McCabe index: 3
number of parameters: 2

id: 1279
unit: def Segmentation()
file: lingvo/tasks/car/pointnet.py
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size: 21 LOC
McCabe index: 1
number of parameters: 2

id: 1280
unit: def AddLaserAndCamera()
file: lingvo/tasks/car/params/kitti.py
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size: 21 LOC
McCabe index: 10
number of parameters: 1

id: 1281
unit: def main()
file: lingvo/tasks/car/waymo/tools/generate_waymo_tf.py
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size: 21 LOC
McCabe index: 1
number of parameters: 1

id: 1282
unit: def FeatureMap()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 21 LOC
McCabe index: 4
number of parameters: 1

id: 1283
unit: def _MelSpectrogram()
file: lingvo/tasks/asr/frontend.py
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size: 21 LOC
McCabe index: 2
number of parameters: 2

id: 1284
unit: def HighlightAlignedHtml()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
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size: 21 LOC
McCabe index: 6
number of parameters: 3

id: 1285
unit: def ComputeEditDistanceMatrix()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
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McCabe index: 8
number of parameters: 2

id: 1286
unit: def _AddSummary()
file: lingvo/tasks/image/classifier.py
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McCabe index: 3
number of parameters: 3

id: 1287
unit: def Params()
file: lingvo/tasks/image/classifier.py
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McCabe index: 1
number of parameters: 1

id: 1288
unit: def __init__()
file: lingvo/compat.py
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McCabe index: 2
number of parameters: 5

id: 1289
unit: def _RunOnLatestCheckpoints()
file: lingvo/base_runner.py
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size: 20 LOC
McCabe index: 8
number of parameters: 4

id: 1290
unit: def get_grad_transformation()
file: lingvo/jax/optimizers.py
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size: 20 LOC
McCabe index: 1
number of parameters: 1

id: 1291
unit: def Params()
file: lingvo/jax/layers/attentions.py
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McCabe index: 1
number of parameters: 1

id: 1292
unit: def fprop()
file: lingvo/jax/layers/attentions.py
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McCabe index: 7
number of parameters: 3

id: 1293
unit: def Params()
file: lingvo/jax/layers/normalizations.py
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size: 20 LOC
McCabe index: 1
number of parameters: 1

id: 1294
unit: def eq()
file: lingvo/jax/asserts.py
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McCabe index: 7
number of parameters: 7

id: 1295
unit: def ne()
file: lingvo/jax/asserts.py
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McCabe index: 7
number of parameters: 7

id: 1296
unit: def le()
file: lingvo/jax/asserts.py
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McCabe index: 7
number of parameters: 7

id: 1297
unit: def lt()
file: lingvo/jax/asserts.py
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McCabe index: 7
number of parameters: 7

id: 1298
unit: def ge()
file: lingvo/jax/asserts.py
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McCabe index: 7
number of parameters: 7

id: 1299
unit: def gt()
file: lingvo/jax/asserts.py
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McCabe index: 7
number of parameters: 7

id: 1300
unit: def maybe_setup_moe_params()
file: lingvo/jax/tasks/lm/model_params.py
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id: 1439
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id: 1440
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id: 1441
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id: 1442
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id: 1445
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id: 1448
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id: 1449
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id: 1450
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id: 1456
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id: 1458
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id: 1459
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id: 1460
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id: 1461
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id: 1462
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id: 1463
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id: 1464
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id: 1465
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id: 1467
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id: 1468
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id: 1470
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id: 1473
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id: 1477
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file: lingvo/core/attention.py
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file: lingvo/runners.py
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id: 1480
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file: lingvo/tasks/milan/image_preprocessor.py
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id: 1481
unit: def __call__()
file: lingvo/tasks/milan/labels.py
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id: 1482
unit: def _NormalizeLabels()
file: lingvo/tasks/car/input_preprocessors.py
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id: 1483
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file: lingvo/tasks/car/input_preprocessors.py
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id: 1484
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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id: 1485
unit: def CreateDenseCoordinates()
file: lingvo/tasks/car/detection_3d_lib.py
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id: 1486
unit: def MaxPool3D()
file: lingvo/tasks/car/car_lib.py
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id: 1487
unit: def ExpectedCalibrationError()
file: lingvo/tasks/car/calibration_processing.py
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id: 1488
unit: def _ValidateLabeledObject()
file: lingvo/tasks/car/tools/kitti_data.py
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id: 1489
unit: def Add()
file: lingvo/tasks/car/ap_metric.py
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id: 1490
unit: def extract_lasers()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
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id: 1491
unit: def ComputeMetrics()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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id: 1492
unit: def __init__()
file: lingvo/tasks/asr/model.py
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id: 1493
unit: def _GenerateAlignedHtml()
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id: 1494
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id: 1495
unit: def ComputePredictions()
file: lingvo/tasks/mt/decoder.py
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id: 1496
unit: def ComputePredictions()
file: lingvo/tasks/mt/model.py
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id: 1497
unit: def _CommonInputParams()
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id: 1498
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file: lingvo/tasks/mt/params/wmt14_en_de.py
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id: 1499
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file: lingvo/tasks/lm/layers.py
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id: 1500
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unit: def main()
file: lingvo/tasks/lm/tools/gshard_lm_decode.py
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id: 1502
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file: lingvo/tasks/lm/params/one_billion_wds.py
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id: 1503
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file: lingvo/tasks/lm/input_generator.py
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file: lingvo/eager_runners.py
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file: lingvo/eager_runners.py
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id: 1506
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file: lingvo/trainer.py
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id: 1507
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file: lingvo/model_registry.py
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id: 1508
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file: lingvo/jax/layers/stochastics.py
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id: 1509
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file: lingvo/jax/layers/resnets.py
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id: 1510
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file: lingvo/jax/layers/ngrammer.py
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id: 1511
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file: lingvo/jax/layers/normalizations.py
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id: 1512
unit: def fprop()
file: lingvo/jax/layers/repeats.py
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id: 1513
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file: lingvo/jax/layers/repeats.py
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id: 1514
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file: lingvo/jax/layers/convolutions.py
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id: 1515
unit: def fprop()
file: lingvo/jax/layers/convolutions.py
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id: 1516
unit: def group_by_repeat_prefix()
file: lingvo/jax/optimizer_prefix_vectorization.py
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id: 1517
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file: lingvo/jax/optimizer_prefix_vectorization.py
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id: 1518
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file: lingvo/jax/py_utils.py
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id: 1519
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file: lingvo/jax/tasks/lm/model_params.py
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id: 1521
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file: lingvo/jax/base_layer.py
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id: 1522
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id: 1523
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file: lingvo/jax/base_layer.py
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id: 1524
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file: lingvo/jax/base_layer.py
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id: 1527
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file: lingvo/core/layers_with_gpipe.py
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id: 1528
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file: lingvo/core/layers.py
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id: 1531
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file: lingvo/core/layers.py
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id: 1532
unit: def CreateOptimizerParameters()
file: lingvo/core/tpu_embedding_layers.py
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id: 1533
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file: lingvo/core/input_generator_helper.py
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id: 1536
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id: 1537
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id: 1538
unit: def GetNonPod2dMesh()
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id: 1539
unit: def FromXlaOpSharding()
file: lingvo/core/gshard_utils.py
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id: 1540
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id: 1541
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file: lingvo/core/batch_major_attention.py
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id: 1543
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file: lingvo/core/batch_major_attention.py
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id: 1544
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file: lingvo/core/plot.py
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id: 1546
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id: 1547
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id: 1548
unit: std::vector VerifyAndSplitFilePattern()
file: lingvo/core/ops/input_common.cc
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id: 1549
unit: def _RelativeAttentionBiasWeights()
file: lingvo/core/gshard_builder.py
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id: 1550
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id: 1551
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file: lingvo/core/gshard_builder.py
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id: 1552
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file: lingvo/core/layers_with_attention.py
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id: 1553
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file: lingvo/core/layers_with_attention.py
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id: 1554
unit: def _GetBetaGamma()
file: lingvo/core/bn_layers.py
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id: 1555
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file: lingvo/core/conv_layers_with_time_padding.py
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id: 1556
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file: lingvo/core/sendrecv.py
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id: 1557
unit: def _GetNested()
file: lingvo/core/hyperparams.py
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id: 1558
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id: 1559
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id: 1560
unit: def _WrapFunction()
file: lingvo/core/py_utils.py
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McCabe index: 4
number of parameters: 2

id: 1561
unit: def If()
file: lingvo/core/py_utils.py
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size: 17 LOC
McCabe index: 2
number of parameters: 4

id: 1562
unit: def GatherTensorValuesBySeqIndices()
file: lingvo/core/py_utils.py
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size: 17 LOC
McCabe index: 2
number of parameters: 3

id: 1563
unit: def getMetricHistories()
file: lingvo/core/task_scheduler.py
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McCabe index: 7
number of parameters: 1

id: 1564
unit: def _ConsumeMap()
file: lingvo/core/builder_layers.py
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size: 17 LOC
McCabe index: 6
number of parameters: 1

id: 1565
unit: def _ApplyZoneOut()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 5

id: 1566
unit: def reset_session()
file: lingvo/core/gshard_decode.py
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McCabe index: 3
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id: 1567
unit: def _CalculateOutputShapes()
file: lingvo/core/gpipe.py
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number of parameters: 2

id: 1568
unit: def GetNext()
file: lingvo/core/datasource.py
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number of parameters: 1

id: 1569
unit: def InitForSourcePacked()
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id: 1570
unit: def __init__()
file: lingvo/core/rnn_layers.py
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McCabe index: 1
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id: 1571
unit: def StringsToIds()
file: lingvo/core/base_input_generator.py
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number of parameters: 7

id: 1572
unit: def StringsToIdsWithOffsets()
file: lingvo/core/base_input_generator.py
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size: 17 LOC
McCabe index: 4
number of parameters: 7

id: 1573
unit: def _SetClusterParams()
file: lingvo/core/inference_graph_exporter.py
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size: 17 LOC
McCabe index: 2
number of parameters: 3

id: 1574
unit: def FProp()
file: lingvo/core/step.py
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id: 1575
unit: def PackSource()
file: lingvo/core/attention.py
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id: 1576
unit: def __init__()
file: lingvo/core/attention.py
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id: 1577
unit: def _CustomShortDebugString()
file: lingvo/tools/print_tf_records.py
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number of parameters: 1

id: 1578
unit: def Params()
file: lingvo/tasks/milan/image_preprocessor.py
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id: 1579
unit: def _WrapNonLingvoVars()
file: lingvo/tasks/milan/tf_hub_layers.py
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number of parameters: 3

id: 1580
unit: def Params()
file: lingvo/tasks/milan/tf_hub_layers.py
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McCabe index: 1
number of parameters: 1

id: 1581
unit: def dict_to_example_proto()
file: lingvo/tasks/milan/tools/prepare_coco.py
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McCabe index: 7
number of parameters: 1

id: 1582
unit: def __init__()
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id: 1583
unit: def ParamsFromEnv()
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id: 1584
unit: def GetDataset()
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number of parameters: 1

id: 1585
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 1
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id: 1586
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 3
number of parameters: 2

id: 1587
unit: def GenerateAnchorSettings()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 8
number of parameters: 1

id: 1588
unit: def _ForLoopBuffers()
file: lingvo/tasks/car/input_preprocessors.py
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size: 17 LOC
McCabe index: 3
number of parameters: 2

id: 1589
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 7
number of parameters: 2

id: 1590
unit: def _TNet()
file: lingvo/tasks/car/pointnet.py
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McCabe index: 1
number of parameters: 3

id: 1591
unit: def CornersToImagePlane()
file: lingvo/tasks/car/detection_3d_lib.py
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size: 17 LOC
McCabe index: 2
number of parameters: 3

id: 1592
unit: def Params()
file: lingvo/tasks/car/kitti_decoder.py
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size: 17 LOC
McCabe index: 1
number of parameters: 1

id: 1593
unit: bool IsBetterMatch()
file: lingvo/tasks/car/ops/image_metrics.cc
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end line: 78
size: 17 LOC
McCabe index: 7
number of parameters: 3

id: 1594
unit: double Upright3DBox::Overlap()
file: lingvo/tasks/car/ops/box_util.cc
start line: 301
end line: 323
size: 17 LOC
McCabe index: 6
number of parameters: 1

id: 1595
unit: def __init__()
file: lingvo/tasks/car/detection_3d_metrics.py
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size: 17 LOC
McCabe index: 3
number of parameters: 8

id: 1596
unit: def _create_graph()
file: lingvo/tasks/car/tools/create_kitti_crop_dataset.py
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end line: 0
size: 17 LOC
McCabe index: 4
number of parameters: 1

id: 1597
unit: def ExportKITTIDetection()
file: lingvo/tasks/car/tools/export_kitti_detection.py
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end line: 0
size: 17 LOC
McCabe index: 4
number of parameters: 9

id: 1598
unit: def _Extract()
file: lingvo/tasks/car/kitti_input_generator.py
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size: 17 LOC
McCabe index: 3
number of parameters: 2

id: 1599
unit: def __init__()
file: lingvo/tasks/car/ap_metric.py
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size: 17 LOC
McCabe index: 2
number of parameters: 2

id: 1600
unit: def _configure_input()
file: lingvo/tasks/car/params/kitti.py
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size: 17 LOC
McCabe index: 5
number of parameters: 2

id: 1601
unit: def GINFeaturizerV2()
file: lingvo/tasks/car/starnet.py
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size: 17 LOC
McCabe index: 1
number of parameters: 6

id: 1602
unit: def _BBoxesAndLogits()
file: lingvo/tasks/car/starnet.py
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size: 17 LOC
McCabe index: 1
number of parameters: 3

id: 1603
unit: def SetCosineLR()
file: lingvo/tasks/car/lr_util.py
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size: 17 LOC
McCabe index: 3
number of parameters: 5

id: 1604
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 17 LOC
McCabe index: 1
number of parameters: 1

id: 1605
unit: def Expand()
file: lingvo/tasks/car/pillars.py
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size: 17 LOC
McCabe index: 1
number of parameters: 4

id: 1606
unit: def _BBoxesAndLogits()
file: lingvo/tasks/car/pillars.py
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size: 17 LOC
McCabe index: 2
number of parameters: 3

id: 1607
unit: def _MakeRotationMatrix()
file: lingvo/tasks/car/geometry.py
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size: 17 LOC
McCabe index: 1
number of parameters: 3

id: 1608
unit: def FrontendAndEncoderFProp()
file: lingvo/tasks/asr/model.py
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size: 17 LOC
McCabe index: 5
number of parameters: 4

id: 1609
unit: def AverageWERs()
file: lingvo/tasks/asr/tools/simple_wer.py
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end line: 0
size: 17 LOC
McCabe index: 4
number of parameters: 4

id: 1610
unit: def FakeMnistData()
file: lingvo/tasks/image/input_generator.py
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size: 17 LOC
McCabe index: 1
number of parameters: 3

id: 1611
unit: def Task()
file: lingvo/tasks/mt/params/wmtm16_en_de.py
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end line: 0
size: 17 LOC
McCabe index: 1
number of parameters: 1

id: 1612
unit: def Step()
file: lingvo/tasks/lm/layers.py
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size: 17 LOC
McCabe index: 2
number of parameters: 7

id: 1613
unit: def ids_to_strings_packed()
file: lingvo/tasks/lm/tools/gshard_lm_decode.py
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end line: 0
size: 17 LOC
McCabe index: 8
number of parameters: 4

id: 1614
unit: def ParamsLanguageModeling()
file: lingvo/jax/optimizers.py
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size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1615
unit: def init_partition_spec_fn()
file: lingvo/jax/optimizers.py
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size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1616
unit: def Params()
file: lingvo/jax/layers/linears.py
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size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1617
unit: def emb_lookup()
file: lingvo/jax/layers/embedding_softmax.py
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size: 16 LOC
McCabe index: 5
number of parameters: 3

id: 1618
unit: def Params()
file: lingvo/jax/layers/embedding_softmax.py
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size: 16 LOC
McCabe index: 2
number of parameters: 1

id: 1619
unit: def extend_step()
file: lingvo/jax/layers/embedding_softmax.py
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size: 16 LOC
McCabe index: 4
number of parameters: 5

id: 1620
unit: def fprop()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 4

id: 1621
unit: def create_layer_variables()
file: lingvo/jax/layers/normalizations.py
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end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 1

id: 1622
unit: def fprop()
file: lingvo/jax/layers/transformers.py
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end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 8

id: 1623
unit: def instance()
file: lingvo/jax/asserts.py
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size: 16 LOC
McCabe index: 4
number of parameters: 6

id: 1624
unit: def subclass()
file: lingvo/jax/asserts.py
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size: 16 LOC
McCabe index: 4
number of parameters: 6

id: 1625
unit: def in_set()
file: lingvo/jax/asserts.py
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end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 6

id: 1626
unit: def _pad_to_even_length()
file: lingvo/jax/tasks/lm/input_generator.py
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end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 2

id: 1627
unit: def __init__()
file: lingvo/jax/learners.py
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end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 2

id: 1628
unit: def __init__()
file: lingvo/core/early_stop.py
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size: 16 LOC
McCabe index: 2
number of parameters: 2

id: 1629
unit: def Stop()
file: lingvo/core/early_stop.py
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end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 2

id: 1630
unit: def _common_gpipe_transformer_params()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1631
unit: def FPropMeta()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 4

id: 1632
unit: def Params()
file: lingvo/core/layers.py
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size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1633
unit: def XentLossFromLogits()
file: lingvo/core/layers.py
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size: 16 LOC
McCabe index: 1
number of parameters: 6

id: 1634
unit: def FProp()
file: lingvo/core/layers.py
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size: 16 LOC
McCabe index: 3
number of parameters: 3

id: 1635
unit: def FProp()
file: lingvo/core/layers.py
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size: 16 LOC
McCabe index: 5
number of parameters: 4

id: 1636
unit: def FromFlags()
file: lingvo/core/predictor_runner_base.py
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end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 2

id: 1637
unit: def _PredictContinuously()
file: lingvo/core/predictor_runner_base.py
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size: 16 LOC
McCabe index: 4
number of parameters: 1

id: 1638
unit: def GetDatasetParams()
file: lingvo/core/base_model_params.py
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size: 16 LOC
McCabe index: 4
number of parameters: 2

id: 1639
unit: def CpuEmbLookup()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 3

id: 1640
unit: def _GetSaver()
file: lingvo/core/checkpointer.py
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size: 16 LOC
McCabe index: 6
number of parameters: 1

id: 1641
unit: def RestoreGlobalStepIfNeeded()
file: lingvo/core/checkpointer.py
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end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 2

id: 1642
unit: def Params()
file: lingvo/core/tokenizers.py
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McCabe index: 1
number of parameters: 1

id: 1643
unit: def Params()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 1

id: 1644
unit: def CreateTensor()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 2

id: 1645
unit: def FProp()
file: lingvo/core/gshard_layers.py
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size: 16 LOC
McCabe index: 9
number of parameters: 4

id: 1646
unit: def _unrolled_fprop()
file: lingvo/core/gshard_layers.py
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McCabe index: 4
number of parameters: 4

id: 1647
unit: def FProp()
file: lingvo/core/batch_major_attention.py
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McCabe index: 3
number of parameters: 3

id: 1648
unit: def _CreateLayerVariables()
file: lingvo/core/batch_major_attention.py
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size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1649
unit: def _AttenLogits()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 1650
unit: def __init__()
file: lingvo/core/batch_major_attention.py
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McCabe index: 3
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id: 1651
unit: def _CreateLayerVariables()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
number of parameters: 1

id: 1652
unit: def _ParamCheck()
file: lingvo/core/batch_major_attention.py
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McCabe index: 5
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id: 1653
unit: def _CreateLayerVariables()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 1654
unit: def CommonParams()
file: lingvo/core/conformer_layer.py
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McCabe index: 2
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id: 1655
unit: def _Normalize()
file: lingvo/core/conformer_layer.py
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McCabe index: 4
number of parameters: 4

id: 1656
unit: def _NormalizeStep()
file: lingvo/core/conformer_layer.py
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McCabe index: 2
number of parameters: 6

id: 1657
unit: def FigureToSummary()
file: lingvo/core/plot.py
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McCabe index: 1
number of parameters: 2

id: 1658
unit: void Compute()
file: lingvo/core/ops/simple_vocab.cc
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McCabe index: 3
number of parameters: 1

id: 1659
unit: void Compute()
file: lingvo/core/ops/simple_vocab.cc
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end line: 210
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McCabe index: 3
number of parameters: 1

id: 1660
unit: Status RecordBatcher::EnsureInitialized()
file: lingvo/core/ops/record_batcher.cc
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end line: 133
size: 16 LOC
McCabe index: 3
number of parameters: 1

id: 1661
unit: Status RecordBatcher::GetNext()
file: lingvo/core/ops/record_batcher.cc
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end line: 156
size: 16 LOC
McCabe index: 2
number of parameters: 3

id: 1662
unit: def _ShardedVarOn1DDeviceArray()
file: lingvo/core/gshard_builder.py
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McCabe index: 3
number of parameters: 3

id: 1663
unit: def _LNInternal()
file: lingvo/core/gshard_builder.py
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McCabe index: 4
number of parameters: 3

id: 1664
unit: def _ShardedMoEPositionWiseFeedForwardNetworks()
file: lingvo/core/gshard_builder.py
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size: 16 LOC
McCabe index: 2
number of parameters: 2

id: 1665
unit: def Embedding()
file: lingvo/core/gshard_builder.py
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McCabe index: 1
number of parameters: 3

id: 1666
unit: def _ComputeCombinedOutputs()
file: lingvo/core/gshard_builder.py
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size: 16 LOC
McCabe index: 2
number of parameters: 6

id: 1667
unit: def AddSentence()
file: lingvo/core/scorers.py
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McCabe index: 4
number of parameters: 3

id: 1668
unit: def ComputeOverallScore()
file: lingvo/core/scorers.py
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McCabe index: 6
number of parameters: 1

id: 1669
unit: def ExtendStep()
file: lingvo/core/layers_with_attention.py
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McCabe index: 2
number of parameters: 5

id: 1670
unit: def _InitAttention()
file: lingvo/core/layers_with_attention.py
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McCabe index: 2
number of parameters: 2

id: 1671
unit: def Params()
file: lingvo/core/layers_with_attention.py
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McCabe index: 1
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id: 1672
unit: def __init__()
file: lingvo/core/layers_with_attention.py
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McCabe index: 1
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id: 1673
unit: def Compute()
file: lingvo/core/recurrent.py
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McCabe index: 3
number of parameters: 2

id: 1674
unit: def __init__()
file: lingvo/core/optimizer.py
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McCabe index: 3
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id: 1675
unit: def Send()
file: lingvo/core/sendrecv.py
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McCabe index: 2
number of parameters: 2

id: 1676
unit: def _GetGlobalGradScale()
file: lingvo/core/learner.py
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McCabe index: 6
number of parameters: 3

id: 1677
unit: def available_devices()
file: lingvo/core/cluster.py
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McCabe index: 11
number of parameters: 1

id: 1678
unit: def _AssignVar()
file: lingvo/core/cluster.py
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McCabe index: 2
number of parameters: 2

id: 1679
unit: def ComputeLoss()
file: lingvo/core/trainer_test_utils.py
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McCabe index: 1
number of parameters: 4

id: 1680
unit: def SessionConfig()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 4

id: 1681
unit: def SplitRecursively()
file: lingvo/core/py_utils.py
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McCabe index: 9
number of parameters: 3

id: 1682
unit: def __init__()
file: lingvo/core/task_scheduler.py
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McCabe index: 3
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id: 1683
unit: def _BuildRestore()
file: lingvo/core/saver.py
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McCabe index: 4
number of parameters: 1

id: 1684
unit: def _DoSanityCheck()
file: lingvo/core/saver.py
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McCabe index: 7
number of parameters: 2

id: 1685
unit: def Restore()
file: lingvo/core/saver.py
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McCabe index: 5
number of parameters: 4

id: 1686
unit: def FProp()
file: lingvo/core/steps/attention_steps.py
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McCabe index: 1
number of parameters: 6

id: 1687
unit: def FProp()
file: lingvo/core/builder_layers.py
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McCabe index: 4
number of parameters: 3

id: 1688
unit: def FProp()
file: lingvo/core/rnn_cell.py
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number of parameters: 4

id: 1689
unit: def __init__()
file: lingvo/core/rnn_cell.py
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number of parameters: 2

id: 1690
unit: def AddGlobalVN()
file: lingvo/core/rnn_cell.py
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size: 16 LOC
McCabe index: 6
number of parameters: 2

id: 1691
unit: def _CreateLayerVariables()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1692
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 3

id: 1693
unit: def AddToPruningCollections()
file: lingvo/core/pruning_utils.py
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end line: 0
size: 16 LOC
McCabe index: 6
number of parameters: 6

id: 1694
unit: def FlatEmbeddingLookup()
file: lingvo/core/pruning_utils.py
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end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 5

id: 1695
unit: def __init__()
file: lingvo/core/distillation_task.py
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end line: 0
size: 16 LOC
McCabe index: 6
number of parameters: 2

id: 1696
unit: def GetNext()
file: lingvo/core/datasource.py
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end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 1

id: 1697
unit: def Summary()
file: lingvo/core/metrics.py
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end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 2

id: 1698
unit: def FProp()
file: lingvo/core/rnn_layers.py
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size: 16 LOC
McCabe index: 9
number of parameters: 6

id: 1699
unit: def __init__()
file: lingvo/core/rnn_layers.py
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size: 16 LOC
McCabe index: 1
number of parameters: 2

id: 1700
unit: def __init__()
file: lingvo/core/rnn_layers.py
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size: 16 LOC
McCabe index: 3
number of parameters: 2

id: 1701
unit: def FProp()
file: lingvo/core/rnn_layers.py
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size: 16 LOC
McCabe index: 1
number of parameters: 10

id: 1702
unit: def RecursiveFindLayerParams()
file: lingvo/core/base_layer.py
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size: 16 LOC
McCabe index: 8
number of parameters: 1

id: 1703
unit: def AddGlobalVN()
file: lingvo/core/base_layer.py
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size: 16 LOC
McCabe index: 7
number of parameters: 2

id: 1704
unit: def _Linear()
file: lingvo/core/builder.py
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size: 16 LOC
McCabe index: 1
number of parameters: 7

id: 1705
unit: def _PerHostInfeedTPUOrdinalFunction()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 3

id: 1706
unit: def __init__()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 2

id: 1707
unit: def PackSource()
file: lingvo/core/attention.py
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size: 16 LOC
McCabe index: 4
number of parameters: 6

id: 1708
unit: def PackSource()
file: lingvo/core/attention.py
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size: 16 LOC
McCabe index: 4
number of parameters: 6

id: 1709
unit: def Params()
file: lingvo/core/attention.py
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size: 16 LOC
McCabe index: 4
number of parameters: 1

id: 1710
unit: def PackSource()
file: lingvo/core/attention.py
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size: 16 LOC
McCabe index: 4
number of parameters: 6

id: 1711
unit: def PackSource()
file: lingvo/core/attention.py
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size: 16 LOC
McCabe index: 3
number of parameters: 6

id: 1712
unit: def __init__()
file: lingvo/core/multitask_model.py
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end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 2

id: 1713
unit: def _ExtractTokenization()
file: lingvo/tools/bpe_word_tokenizer.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 2

id: 1714
unit: def add_gpu_to_pod()
file: lingvo/tools/gke_launch.py
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end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 3

id: 1715
unit: def validate_args()
file: lingvo/tools/gke_launch.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 7
number of parameters: 1

id: 1716
unit: def Params()
file: lingvo/tasks/punctuator/input_generator.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1717
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 1

id: 1718
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 2

id: 1719
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 3
number of parameters: 2

id: 1720
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 2

id: 1721
unit: def Classifier()
file: lingvo/tasks/car/pointnet.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 6

id: 1722
unit: def SquaredDistanceMatrix()
file: lingvo/tasks/car/car_lib.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 3

id: 1723
unit: def DecodeWithNMS()
file: lingvo/tasks/car/detection_decoder.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 6

id: 1724
unit: def LoadCalibData()
file: lingvo/tasks/car/tools/export_kitti_detection.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 1

id: 1725
unit: def ParseCalibrationDict()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 1

id: 1726
unit: def Summary()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 2

id: 1727
unit: def extract_camera_calibrations()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 3

id: 1728
unit: def DType()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 1

id: 1729
unit: def _ComputeClassificationLoss()
file: lingvo/tasks/car/pillars.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 4

id: 1730
unit: def PostStepDecoderStateUpdate()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 5
number of parameters: 3

id: 1731
unit: def GetSummaries()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 1

id: 1732
unit: def _check_paddings()
file: lingvo/tasks/asr/model_test_input_generator.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 2

id: 1733
unit: def Params()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 2
number of parameters: 1

id: 1734
unit: def _GetBucketKey()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 10
number of parameters: 3

id: 1735
unit: def _ReadRecordSentencePairProto()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 1
number of parameters: 2

id: 1736
unit: def InspectDecoder()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 16 LOC
McCabe index: 4
number of parameters: 1

id: 1737
unit: def sharded_sgd()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 3

id: 1738
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 2

id: 1739
unit: def factored_second_moment_dims()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 2

id: 1740
unit: def update_fn()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 3

id: 1741
unit: def VectorQuantize()
file: lingvo/jax/layers/quantizer.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 2

id: 1742
unit: def _relative_position_bucket()
file: lingvo/jax/layers/attentions.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 2

id: 1743
unit: def Params()
file: lingvo/jax/layers/normalizations.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1744
unit: def __init__()
file: lingvo/jax/layers/normalizations.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 2

id: 1745
unit: def _normalize()
file: lingvo/jax/layers/normalizations.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 5

id: 1746
unit: def Params()
file: lingvo/jax/layers/poolings.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1747
unit: def __init__()
file: lingvo/jax/layers/poolings.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 9
number of parameters: 2

id: 1748
unit: def Params()
file: lingvo/jax/layers/repeats.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1749
unit: def __init__()
file: lingvo/jax/layers/pipeline.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1750
unit: def Params()
file: lingvo/jax/layers/transformers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1751
unit: def __init__()
file: lingvo/jax/layers/transformers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 2

id: 1752
unit: def init_states()
file: lingvo/jax/layers/transformers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 6

id: 1753
unit: def Params()
file: lingvo/jax/model.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1754
unit: def sync_global_devices()
file: lingvo/jax/py_utils.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 1

id: 1755
unit: def get_summary_writer()
file: lingvo/jax/summary_utils.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 1

id: 1756
unit: def Params()
file: lingvo/jax/base_input.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1757
unit: def none()
file: lingvo/jax/asserts.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 5

id: 1758
unit: def not_none()
file: lingvo/jax/asserts.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 5

id: 1759
unit: def get_fan_in_fan_out()
file: lingvo/jax/base_layer.py
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end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 1

id: 1760
unit: def scope()
file: lingvo/jax/base_layer.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1761
unit: def retrieve_checkpoint_type()
file: lingvo/jax/checkpoints.py
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end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 3

id: 1762
unit: def value()
file: lingvo/jax/schedules.py
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end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 2

id: 1763
unit: def Params()
file: lingvo/core/early_stop.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1764
unit: def scalar()
file: lingvo/core/tpu_summary.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 3

id: 1765
unit: def GetDecoders()
file: lingvo/core/layers_with_gpipe.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 1

id: 1766
unit: def GetDecoders()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 1

id: 1767
unit: def Conv2DFlops()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 4

id: 1768
unit: def FPropMeta()
file: lingvo/core/layers.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 3

id: 1769
unit: def Prepare()
file: lingvo/core/computation_cost.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 1

id: 1770
unit: def RestoreGlobalStepIfNeeded()
file: lingvo/core/checkpointer.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 2

id: 1771
unit: def SplitDictOfTensors()
file: lingvo/core/input_generator_helper.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 2

id: 1772
unit: def ToAqtActActInputs()
file: lingvo/core/quant_utils.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 7

id: 1773
unit: def GetState()
file: lingvo/core/quant_utils.py
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end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 2

id: 1774
unit: def Update()
file: lingvo/core/scatter_update.py
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end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 5

id: 1775
unit: def Params()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1776
unit: def _StreamStepStaticComputeKeyValueMinimal()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 5

id: 1777
unit: def __init__()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1778
unit: def InitStates()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 4

id: 1779
unit: def FProp()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 5

id: 1780
unit: def Params()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1781
unit: def FPropMeta()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 4

id: 1782
unit: def _DepthwiseConv2D()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 5

id: 1783
unit: def _ShardedVar()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 4

id: 1784
unit: def _SelfAtten()
file: lingvo/core/conformer_layer.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 4

id: 1785
unit: def FProp()
file: lingvo/core/conformer_layer.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 3

id: 1786
unit: def ReplicatedGenericInput()
file: lingvo/core/generic_input.py
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end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 4

id: 1787
unit: def _CreateLayerVariables()
file: lingvo/core/schedule.py
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size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1788
unit: Status BasicRecordYielder::Yield()
file: lingvo/core/ops/record_yielder.cc
start line: 441
end line: 456
size: 15 LOC
McCabe index: 5
number of parameters: 1

id: 1789
unit: bool BasicRecordYielder::Add()
file: lingvo/core/ops/record_yielder.cc
start line: 586
end line: 602
size: 15 LOC
McCabe index: 4
number of parameters: 1

id: 1790
unit: void GenerateCheckpointPlainTextTestData()
file: lingvo/core/ops/yielder_test_helper.cc
start line: 38
end line: 53
size: 15 LOC
McCabe index: 2
number of parameters: 2

id: 1791
unit: void UpdateCheckpointPlainTextTestData()
file: lingvo/core/ops/yielder_test_helper.cc
start line: 55
end line: 70
size: 15 LOC
McCabe index: 2
number of parameters: 2

id: 1792
unit: std::unordered_map ComputeInputSourceDistribution()
file: lingvo/core/ops/yielder_test_helper.cc
start line: 72
end line: 86
size: 15 LOC
McCabe index: 4
number of parameters: 1

id: 1793
unit: Status Vocab::Load()
file: lingvo/core/ops/simple_vocab.cc
start line: 61
end line: 78
size: 15 LOC
McCabe index: 2
number of parameters: 2

id: 1794
unit: Status WeightedMixRecordYielder::Yield()
file: lingvo/core/ops/weighted_mix_record_yielder.cc
start line: 70
end line: 88
size: 15 LOC
McCabe index: 3
number of parameters: 1

id: 1795
unit: def EncoderLayer()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 4

id: 1796
unit: def Params()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1797
unit: def Params()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1798
unit: def Params()
file: lingvo/core/bn_layers.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1799
unit: def _CreateLayerVariables()
file: lingvo/core/bn_layers.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 1

id: 1800
unit: def __init__()
file: lingvo/core/learner.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1801
unit: def CopyFieldsTo()
file: lingvo/core/hyperparams.py
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end line: 0
size: 15 LOC
McCabe index: 8
number of parameters: 4

id: 1802
unit: def ApplyGradNormClipping()
file: lingvo/core/py_utils.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 2

id: 1803
unit: def ReadFileLines()
file: lingvo/core/py_utils.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 1

id: 1804
unit: def CreateBidirectionalRNNParams()
file: lingvo/core/model_helper.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 3

id: 1805
unit: def __init__()
file: lingvo/core/steps/embedding_steps.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1806
unit: def _ConsumeList()
file: lingvo/core/builder_layers.py
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end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 1

id: 1807
unit: def Params()
file: lingvo/core/builder_layers.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 1

id: 1808
unit: def _CreateLayerVariables()
file: lingvo/core/builder_layers.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 1

id: 1809
unit: def _CreateLayerVariables()
file: lingvo/core/builder_layers.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 1

id: 1810
unit: def _CreateLayerVariables()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1811
unit: def Params()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1812
unit: def _ApplyZoneOut()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 5

id: 1813
unit: def GetEmbeddingLookupResult()
file: lingvo/core/pruning_utils.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 5

id: 1814
unit: def FPropMeta()
file: lingvo/core/gpipe.py
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end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 3

id: 1815
unit: def partition_tensor()
file: lingvo/core/distributed_shampoo.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 3

id: 1816
unit: def __init__()
file: lingvo/core/routing_config_helper.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 3

id: 1817
unit: def SetMetrics()
file: lingvo/core/metrics.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 3

id: 1818
unit: def MLPerfProgramScheduleForTask()
file: lingvo/core/program.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 4

id: 1819
unit: def FProp()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 4

id: 1820
unit: def PrepareExternalInputs()
file: lingvo/core/step.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 3

id: 1821
unit: def _SampleGumbelWithMax()
file: lingvo/core/base_decoder.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 4

id: 1822
unit: def Params()
file: lingvo/core/attention.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1823
unit: def PackSource()
file: lingvo/core/attention.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 6

id: 1824
unit: def Accumulate()
file: lingvo/tools/compute_stats.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 2

id: 1825
unit: def _ValidateEMA()
file: lingvo/models_test_helper.py
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end line: 0
size: 15 LOC
McCabe index: 8
number of parameters: 3

id: 1826
unit: def TextFeatures()
file: lingvo/tasks/milan/common_schema.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1827
unit: def ComputePredictions()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 3

id: 1828
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 2

id: 1829
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 15 LOC
McCabe index: 6
number of parameters: 2

id: 1830
unit: def process()
file: lingvo/tasks/car/tools/create_kitti_crop_dataset.py
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end line: 0
size: 15 LOC
McCabe index: 5
number of parameters: 2

id: 1831
unit: def ComputeMetrics()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1832
unit: def _Conv()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 5

id: 1833
unit: def _PaddedMax()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 3

id: 1834
unit: def _configure_trainer_input()
file: lingvo/tasks/car/params/kitti.py
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end line: 0
size: 15 LOC
McCabe index: 2
number of parameters: 2

id: 1835
unit: def Atten()
file: lingvo/tasks/car/starnet.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 10

id: 1836
unit: def GINFeaturizer()
file: lingvo/tasks/car/starnet.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 5

id: 1837
unit: def _ValidateFilterValues()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 1

id: 1838
unit: def FilterRealExamples()
file: lingvo/tasks/asr/decoder_metrics.py
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end line: 0
size: 15 LOC
McCabe index: 10
number of parameters: 3

id: 1839
unit: def _ApplyDropout()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 8
number of parameters: 5

id: 1840
unit: def FirstLstmLayerInputDimAndPadding()
file: lingvo/tasks/asr/encoder.py
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end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 3

id: 1841
unit: def Task()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1842
unit: def Task()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1843
unit: def Params()
file: lingvo/tasks/mt/input_generator.py
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end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1844
unit: def Params()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 1
number of parameters: 1

id: 1845
unit: def GetProgramScheduleFromModelParamsObject()
file: lingvo/model_registry.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 3
number of parameters: 2

id: 1846
unit: def _MaybeConstructSharedModel()
file: lingvo/executor.py
start line: 0
end line: 0
size: 15 LOC
McCabe index: 4
number of parameters: 2

id: 1847
unit: def save_metadata()
file: lingvo/jax/checkpoint_managers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1848
unit: def count_init_partition_spec_fn()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1849
unit: def Params()
file: lingvo/jax/layers/stochastics.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 1850
unit: def Params()
file: lingvo/jax/layers/vanillanets.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1851
unit: def fprop()
file: lingvo/jax/layers/vanillanets.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 3

id: 1852
unit: def __init__()
file: lingvo/jax/layers/embedding_softmax.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1853
unit: def fprop()
file: lingvo/jax/layers/ngrammer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 6

id: 1854
unit: def compute_stats()
file: lingvo/jax/layers/stats.py
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end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1855
unit: def __init__()
file: lingvo/jax/layers/convolutions.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1856
unit: def l2_mean()
file: lingvo/jax/summary_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 4

id: 1857
unit: def _get_dir_names()
file: lingvo/jax/eval.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 1

id: 1858
unit: def _update_non_learnable_var()
file: lingvo/jax/trainer_lib.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 3

id: 1859
unit: def add_summary()
file: lingvo/jax/base_layer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 4

id: 1860
unit: def __new__()
file: lingvo/jax/base_layer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 4

id: 1861
unit: def Params()
file: lingvo/jax/schedules.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1862
unit: def merge_all_pw_tensor()
file: lingvo/core/tpu_summary.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 0

id: 1863
unit: def _common_gpipe_transformer_fprop_meta()
file: lingvo/core/layers_with_gpipe.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 3

id: 1864
unit: def GetEncoderEmbeddingsDefaultTheta()
file: lingvo/core/layers_with_gpipe.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 3

id: 1865
unit: def __init__()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1866
unit: def Logits()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 3

id: 1867
unit: def Logits()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 3

id: 1868
unit: def Params()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 1869
unit: def __init__()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 2

id: 1870
unit: def FProp()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 3

id: 1871
unit: def Params()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1872
unit: def FProp()
file: lingvo/core/layers.py
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end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 4

id: 1873
unit: def __init__()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1874
unit: def _CombinerEmbLookup()
file: lingvo/core/tpu_embedding_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 3

id: 1875
unit: def __init__()
file: lingvo/core/checkpointer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 6

id: 1876
unit: def Params()
file: lingvo/core/tokenizers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1877
unit: def _StringsToIdsImpl()
file: lingvo/core/tokenizers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 5

id: 1878
unit: def IdsToStrings()
file: lingvo/core/tokenizers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 3

id: 1879
unit: def Params()
file: lingvo/core/tokenizers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1880
unit: def _Value()
file: lingvo/core/quant_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1881
unit: def _Step()
file: lingvo/core/gshard_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 3

id: 1882
unit: def Params()
file: lingvo/core/gshard_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1883
unit: def FProp()
file: lingvo/core/gshard_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 4

id: 1884
unit: def Split()
file: lingvo/core/gshard_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 5

id: 1885
unit: def _AttenLogitsOneStep()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 5

id: 1886
unit: def _AttenContextOneStep()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 6

id: 1887
unit: def StreamStep()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 7

id: 1888
unit: def AttenProbs()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 7

id: 1889
unit: def FPropMeta()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 3

id: 1890
unit: def _NormalizedDepthwiseConv2D()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 5

id: 1891
unit: def Stack()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 4

id: 1892
unit: def _Linear()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 6

id: 1893
unit: def GShardMoELayerParams()
file: lingvo/core/conformer_layer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 5

id: 1894
unit: def zero_state()
file: lingvo/core/conformer_layer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1895
unit: def __init__()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1896
unit: def Value()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 1

id: 1897
unit: Status GetFilePatternsFromCkptFile()
file: lingvo/core/ops/record_yielder.cc
start line: 156
end line: 171
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1898
unit: explicit TopKTerminatedHypsOp()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 957
end line: 970
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1899
unit: explicit RandomPermutationSequenceOp()
file: lingvo/core/ops/random_ops_kernels.cc
start line: 29
end line: 42
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 1900
unit: explicit PackSequencesOp()
file: lingvo/core/ops/pack_ops.cc
start line: 63
end line: 77
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 1901
unit: def update_nbest()
file: lingvo/core/flat_beam_search_helper.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 2

id: 1902
unit: def _EmbeddingWeight()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 5

id: 1903
unit: def ApplyExponentialMovingAverage()
file: lingvo/core/base_model.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1904
unit: def _SeqPaddingLength()
file: lingvo/core/recurrent.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 1905
unit: def StackedRecurrent()
file: lingvo/core/recurrent.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 10

id: 1906
unit: def Params()
file: lingvo/core/optimizer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1907
unit: def GetOptimizer()
file: lingvo/core/optimizer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 2

id: 1908
unit: def Params()
file: lingvo/core/optimizer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1909
unit: def GetOptimizer()
file: lingvo/core/optimizer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1910
unit: def __init__()
file: lingvo/core/optimizer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 0

id: 1911
unit: def Params()
file: lingvo/core/bn_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1912
unit: def _GetWeight()
file: lingvo/core/conv_layers_with_time_padding.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 1913
unit: def _SimilarKeys()
file: lingvo/core/hyperparams.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 2

id: 1914
unit: def chunked_causal_numerator_func()
file: lingvo/core/favor_attention.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 3

id: 1915
unit: def job_spec()
file: lingvo/core/cluster.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 1

id: 1916
unit: def ToStaticShape()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 1

id: 1917
unit: def PlaceOnTpuCore()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 1

id: 1918
unit: def CreateLocalTheta()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 3

id: 1919
unit: def GenerateStepSeedPair()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 12
number of parameters: 2

id: 1920
unit: def ExpandTo()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1921
unit: def WhileLoop()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 3

id: 1922
unit: def __init__()
file: lingvo/core/task_scheduler.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1923
unit: def CreateUnidirectionalRNNParams()
file: lingvo/core/model_helper.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1924
unit: def ReadNpArrays()
file: lingvo/core/saver.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1925
unit: def FProp()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 4

id: 1926
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 3

id: 1927
unit: def __init__()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1928
unit: def _LayerNormGate()
file: lingvo/core/rnn_cell.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 4

id: 1929
unit: def AddGlobalVN()
file: lingvo/core/rnn_cell.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1930
unit: def _configure_cluster_params()
file: lingvo/core/gshard_decode.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 3

id: 1931
unit: def _InitIterator()
file: lingvo/core/datasource.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 1

id: 1932
unit: def Params()
file: lingvo/core/datasource.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1933
unit: def Params()
file: lingvo/core/datasource.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1934
unit: def GeneratePackedInputResetMask()
file: lingvo/core/rnn_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1935
unit: def _SelfVariableScope()
file: lingvo/core/base_layer.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 3

id: 1936
unit: def _Fn()
file: lingvo/core/builder.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 5

id: 1937
unit: def SplitInputBatch()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1938
unit: def _NormalizeStreamStepOutput()
file: lingvo/core/stream_step_test_base.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 7

id: 1939
unit: def main()
file: lingvo/tools/count_records.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 1

id: 1940
unit: def main()
file: lingvo/tools/compute_stats.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 1

id: 1941
unit: def print_hyperparams_text_diff()
file: lingvo/tools/compare_params.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 5

id: 1942
unit: def EvalLatestCheckpoint()
file: lingvo/runners.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1943
unit: def DecodeLatestCheckpoint()
file: lingvo/runners.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1944
unit: def __init__()
file: lingvo/tasks/milan/tf_hub_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1945
unit: def __init__()
file: lingvo/tasks/milan/dataset_spec.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 8

id: 1946
unit: def AddEfficientNetB4ImageEncoder()
file: lingvo/tasks/milan/params/cxc.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 3

id: 1947
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1948
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1949
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1950
unit: def _DataSourceFromFilePattern()
file: lingvo/tasks/car/base_extractor.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 3

id: 1951
unit: def _BBox2DImage()
file: lingvo/tasks/car/kitti_decoder.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 3

id: 1952
unit: def BBox3DToKITTIObject()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 6
number of parameters: 2

id: 1953
unit: def Params()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1954
unit: def _FindRecallAtGivenPrecision()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1955
unit: def _FC()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 7
number of parameters: 6

id: 1956
unit: def _ResidualLayer()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 4

id: 1957
unit: def Params()
file: lingvo/tasks/car/car_layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1958
unit: def GetTrajectoryComparison()
file: lingvo/tasks/car/summary.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 6

id: 1959
unit: def _parse_range_image()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1960
unit: def extract_laser_calibrations()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 3

id: 1961
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1962
unit: def _Extract()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 2

id: 1963
unit: def Filter()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 4
number of parameters: 2

id: 1964
unit: def DType()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 1

id: 1965
unit: def BatchMakeRotationMatrix()
file: lingvo/tasks/car/geometry.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 2

id: 1966
unit: def _ComputeAttention()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 7

id: 1967
unit: def DecodeWithTheta()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 2
number of parameters: 3

id: 1968
unit: def _UpdateLogitsForSingleTokenFastDecode()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 4

id: 1969
unit: def _ReadRecordTsv()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 2

id: 1970
unit: def _CreateSourceLambdas()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 3
number of parameters: 2

id: 1971
unit: def __init__()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 5
number of parameters: 3

id: 1972
unit: def _ProcessSingleExample()
file: lingvo/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 14 LOC
McCabe index: 1
number of parameters: 3

id: 1973
unit: def Params()
file: lingvo/jax/layers/augmentations.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1974
unit: def Params()
file: lingvo/jax/layers/resnets.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1975
unit: def Params()
file: lingvo/jax/layers/ngrammer.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1976
unit: def batch_codebook_coverage()
file: lingvo/jax/layers/quantizer_objectives.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 5

id: 1977
unit: def pretty_repr_shapes()
file: lingvo/jax/summary_utils.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 9
number of parameters: 2

id: 1978
unit: def _datasetTrain()
file: lingvo/jax/tasks/lm/params/bert.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1979
unit: def Params()
file: lingvo/jax/tasks/lm/input_generator.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1980
unit: def update_states()
file: lingvo/jax/learners.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 5

id: 1981
unit: def update_states()
file: lingvo/jax/learners.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 5

id: 1982
unit: def Params()
file: lingvo/jax/base_layer.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1983
unit: def updated_vars()
file: lingvo/jax/base_layer.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 1

id: 1984
unit: def __init__()
file: lingvo/jax/schedules.py
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end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 2

id: 1985
unit: def Params()
file: lingvo/jax/schedules.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1986
unit: def GetEncoders()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 1

id: 1987
unit: def Params()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1988
unit: def FProp()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 9

id: 1989
unit: def GetEmbeddings()
file: lingvo/core/layers_with_gpipe.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 9

id: 1990
unit: def GetEncoders()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 1

id: 1991
unit: def FPropMeta()
file: lingvo/core/layers.py
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end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 4

id: 1992
unit: def __init__()
file: lingvo/core/layers.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 1993
unit: def Params()
file: lingvo/core/layers.py
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size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1994
unit: def Params()
file: lingvo/core/layers.py
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size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 1995
unit: def __init__()
file: lingvo/core/layers.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 1996
unit: def _MaybeOverwriteModelVariablesWithEMA()
file: lingvo/core/checkpointer.py
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end line: 0
size: 13 LOC
McCabe index: 8
number of parameters: 1

id: 1997
unit: def __init__()
file: lingvo/core/checkpointer.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 6

id: 1998
unit: def ComputeSplits()
file: lingvo/core/input_generator_helper.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 2

id: 1999
unit: def __init__()
file: lingvo/core/gshard_layers.py
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end line: 0
size: 13 LOC
McCabe index: 5
number of parameters: 2

id: 2000
unit: def _MicrobatchAndRepeatIDs()
file: lingvo/core/gshard_layers.py
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end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 2001
unit: def CausalSegmentMask()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 2002
unit: def SegmentMask()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 4

id: 2003
unit: def ExtendStep()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 9

id: 2004
unit: def ExtendStep()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 9

id: 2005
unit: def _AttenContext()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 4

id: 2006
unit: def Params()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 2007
unit: def TransformerFlops()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 5

id: 2008
unit: def InitStates()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 4

id: 2009
unit: def zero_state()
file: lingvo/core/conformer_layer.py
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size: 13 LOC
McCabe index: 3
number of parameters: 2

id: 2010
unit: def ConfigMoEParams()
file: lingvo/core/conformer_layer.py
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end line: 0
size: 13 LOC
McCabe index: 4
number of parameters: 8

id: 2011
unit: def _ConfigFFLayerOrMoEParams()
file: lingvo/core/conformer_layer.py
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end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 2012
unit: def __init__()
file: lingvo/core/schedule.py
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size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 2013
unit: def Params()
file: lingvo/core/schedule.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 2014
unit: def Params()
file: lingvo/core/schedule.py
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size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 2015
unit: def Value()
file: lingvo/core/schedule.py
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end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 1

id: 2016
unit: void GeneratePlainTextTestData()
file: lingvo/core/ops/yielder_test_helper.cc
start line: 24
end line: 36
size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 2017
unit: Status CreateFunctionLibraryDefinition()
file: lingvo/core/ops/generic_input_op_kernels.cc
start line: 42
end line: 54
size: 13 LOC
McCabe index: 2
number of parameters: 3

id: 2018
unit: explicit GenericInputProcessor()
file: lingvo/core/ops/generic_input_op_kernels.cc
start line: 138
end line: 150
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 2019
unit: void ExtractValueFromTfEvents()
file: lingvo/core/ops/best_step_op_kernels.cc
start line: 84
end line: 97
size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 2020
unit: void GreedyMatchStringToTokenId()
file: lingvo/core/ops/simple_vocab.h
start line: 65
end line: 83
size: 13 LOC
McCabe index: 5
number of parameters: 3

id: 2021
unit: explicit StrToVocabTokensOp()
file: lingvo/core/ops/tokenizer_ops_kernels.cc
start line: 42
end line: 54
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 2022
unit: def Params()
file: lingvo/core/insertion.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 1

id: 2023
unit: def MoE()
file: lingvo/core/gshard_builder.py
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size: 13 LOC
McCabe index: 2
number of parameters: 3

id: 2024
unit: def MoEGated()
file: lingvo/core/gshard_builder.py
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size: 13 LOC
McCabe index: 2
number of parameters: 3

id: 2025
unit: def _ComputeSoftLabels()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 2026
unit: def _InitAttention()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 2027
unit: def FProp()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 13 LOC
McCabe index: 3
number of parameters: 4

id: 2028
unit: def StyleEmbFromProbs()
file: lingvo/core/layers_with_attention.py
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size: 13 LOC
McCabe index: 1
number of parameters: 3

id: 2029
unit: def _WrapAccumulatorCellGradFn()
file: lingvo/core/recurrent.py
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size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 2030
unit: def _WrapCellFnWithSymbolValues()
file: lingvo/core/recurrent.py
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end line: 0
size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 2031
unit: def _create_slots()
file: lingvo/core/optimizer.py
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size: 13 LOC
McCabe index: 6
number of parameters: 2

id: 2032
unit: def _GetBetaGamma()
file: lingvo/core/bn_layers.py
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size: 13 LOC
McCabe index: 4
number of parameters: 4

id: 2033
unit: def FProp()
file: lingvo/core/bn_layers.py
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size: 13 LOC
McCabe index: 3
number of parameters: 4

id: 2034
unit: def __init__()
file: lingvo/core/adagraft.py
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size: 13 LOC
McCabe index: 1
number of parameters: 7

id: 2035
unit: def _EvaluateConvKernel()
file: lingvo/core/conv_layers_with_time_padding.py
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size: 13 LOC
McCabe index: 1
number of parameters: 4

id: 2036
unit: def ExtractLearnerFromLegacyParams()
file: lingvo/core/learner.py
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size: 13 LOC
McCabe index: 4
number of parameters: 2

id: 2037
unit: def ParseDeviceString()
file: lingvo/core/cluster.py
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size: 13 LOC
McCabe index: 6
number of parameters: 1

id: 2038
unit: def AssertIdShape()
file: lingvo/core/py_utils.py
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size: 13 LOC
McCabe index: 2
number of parameters: 3

id: 2039
unit: def CreateVariable()
file: lingvo/core/py_utils.py
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size: 13 LOC
McCabe index: 2
number of parameters: 7

id: 2040
unit: def _DeterministicRandomXavierUniformInitializer()
file: lingvo/core/py_utils.py
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size: 13 LOC
McCabe index: 4
number of parameters: 3

id: 2041
unit: def WeightedAvgOfMetrics()
file: lingvo/core/py_utils.py
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size: 13 LOC
McCabe index: 7
number of parameters: 1

id: 2042
unit: def LengthsFromPaddings()
file: lingvo/core/py_utils.py
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size: 13 LOC
McCabe index: 8
number of parameters: 2

id: 2043
unit: def _AssertInputsMatch()
file: lingvo/core/py_utils.py
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size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 2044
unit: def CallDefun()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 5

id: 2045
unit: def ForLoop()
file: lingvo/core/py_utils.py
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size: 13 LOC
McCabe index: 1
number of parameters: 5

id: 2046
unit: def TrimPaddingAndPlotAttention()
file: lingvo/core/summary_utils.py
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size: 13 LOC
McCabe index: 3
number of parameters: 7

id: 2047
unit: def AddAttentionSummary()
file: lingvo/core/summary_utils.py
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size: 13 LOC
McCabe index: 4
number of parameters: 6

id: 2048
unit: def FProp()
file: lingvo/core/steps/attention_steps.py
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size: 13 LOC
McCabe index: 1
number of parameters: 6

id: 2049
unit: def StoreTensor()
file: lingvo/core/builder_layers.py
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McCabe index: 4
number of parameters: 3

id: 2050
unit: def FProp()
file: lingvo/core/builder_layers.py
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McCabe index: 4
number of parameters: 3

id: 2051
unit: def FProp()
file: lingvo/core/builder_layers.py
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size: 13 LOC
McCabe index: 1
number of parameters: 3

id: 2052
unit: def _Mix()
file: lingvo/core/rnn_cell.py
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McCabe index: 9
number of parameters: 4

id: 2053
unit: def _Gates()
file: lingvo/core/rnn_cell.py
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McCabe index: 4
number of parameters: 5

id: 2054
unit: def _Glu()
file: lingvo/core/conv_layers_builder.py
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size: 13 LOC
McCabe index: 2
number of parameters: 3

id: 2055
unit: def GenerateStepSeedPair()
file: lingvo/core/gpipe.py
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size: 13 LOC
McCabe index: 8
number of parameters: 3

id: 2056
unit: def __init__()
file: lingvo/core/gpipe.py
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size: 13 LOC
McCabe index: 3
number of parameters: 2

id: 2057
unit: def FProp()
file: lingvo/core/gpipe.py
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size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 2058
unit: def value()
file: lingvo/core/metrics.py
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McCabe index: 4
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id: 2059
unit: def value()
file: lingvo/core/metrics.py
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McCabe index: 5
number of parameters: 1

id: 2060
unit: def Run()
file: lingvo/core/program.py
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size: 13 LOC
McCabe index: 3
number of parameters: 3

id: 2061
unit: def Params()
file: lingvo/core/rnn_layers.py
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McCabe index: 1
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id: 2062
unit: def _GetCellTpls()
file: lingvo/core/rnn_layers.py
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size: 13 LOC
McCabe index: 4
number of parameters: 1

id: 2063
unit: def DefineInfeedParams()
file: lingvo/core/base_input_generator.py
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McCabe index: 2
number of parameters: 2

id: 2064
unit: def Params()
file: lingvo/core/base_input_generator.py
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McCabe index: 1
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id: 2065
unit: def _KeepTopP()
file: lingvo/core/base_decoder.py
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size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 2066
unit: def _PaddedSoftmax()
file: lingvo/core/attention.py
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McCabe index: 3
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id: 2067
unit: def ZeroAttentionState()
file: lingvo/core/attention.py
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McCabe index: 1
number of parameters: 3

id: 2068
unit: def _CreateLayerVariables()
file: lingvo/core/attention.py
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McCabe index: 2
number of parameters: 1

id: 2069
unit: def _LoopEnqueue()
file: lingvo/runners.py
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McCabe index: 7
number of parameters: 2

id: 2070
unit: def TraverseLayer()
file: lingvo/models_test_helper.py
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McCabe index: 6
number of parameters: 2

id: 2071
unit: def __init__()
file: lingvo/tasks/milan/input_generator.py
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McCabe index: 4
number of parameters: 2

id: 2072
unit: def BetweenLocalAndGlobalBatches()
file: lingvo/tasks/milan/labels.py
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size: 13 LOC
McCabe index: 1
number of parameters: 3

id: 2073
unit: def CreateDatasource()
file: lingvo/tasks/punctuator/input_generator.py
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size: 13 LOC
McCabe index: 3
number of parameters: 1

id: 2074
unit: def _DensitySample()
file: lingvo/tasks/car/input_preprocessors.py
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size: 13 LOC
McCabe index: 3
number of parameters: 2

id: 2075
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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size: 13 LOC
McCabe index: 1
number of parameters: 2

id: 2076
unit: double ComputePolygonArea()
file: lingvo/tasks/car/ops/box_util.cc
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end line: 143
size: 13 LOC
McCabe index: 3
number of parameters: 1

id: 2077
unit: def _DrawLasers()
file: lingvo/tasks/car/detection_3d_metrics.py
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size: 13 LOC
McCabe index: 10
number of parameters: 5

id: 2078
unit: def ExtractNpContent()
file: lingvo/tasks/car/tools/export_kitti_detection.py
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size: 13 LOC
McCabe index: 2
number of parameters: 2

id: 2079
unit: def ComputeMetrics()
file: lingvo/tasks/car/breakdown_metric.py
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id: 2138
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id: 2168
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id: 2210
unit: def RepeatDim()
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id: 2211
unit: def SequencesToDebugStrings()
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id: 2212
unit: def RemoveAssertContext()
file: lingvo/core/py_utils.py
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id: 2213
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file: lingvo/core/py_utils.py
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id: 2214
unit: def __init__()
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unit: def Sample()
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unit: def FPropMeta()
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id: 2225
unit: def reform_tensor()
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unit: def FProp()
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id: 2230
unit: def MergeSourcePaddingWithPerStepSourcePadding()
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id: 2231
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id: 2232
unit: def _GetShapes()
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id: 2233
unit: def AudioToMfcc()
file: lingvo/tools/audio_lib.py
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id: 2234
unit: def _PrintHeader()
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id: 2235
unit: def _PrintLengthBuckets()
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id: 2236
unit: def _DistortBrightnessAndColor()
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id: 2237
unit: def _CreateLayerVariables()
file: lingvo/tasks/milan/tf_hub_layers.py
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id: 2238
unit: def process()
file: lingvo/tasks/milan/tools/prepare_coco.py
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id: 2239
unit: def _PreprocessInputBatch()
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id: 2240
unit: def MultiLabelContrastiveLoss()
file: lingvo/tasks/milan/labels.py
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id: 2241
unit: def _ApplyToMatchingStructure()
file: lingvo/tasks/car/input_preprocessors.py
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id: 2242
unit: def TransformFeatures()
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id: 2243
unit: def _SampleCenters()
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id: 2244
unit: def Params()
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id: 2245
unit: def _ConcatWithBranch()
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id: 2246
unit: string PSUtils::Options::DebugString()
file: lingvo/tasks/car/ops/ps_utils.cc
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size: 12 LOC
McCabe index: 3
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id: 2247
unit: std::vector ComputeBoxVertices()
file: lingvo/tasks/car/ops/box_util.cc
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size: 12 LOC
McCabe index: 1
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id: 2248
unit: bool RotatedBox2D::MaybeIntersects()
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id: 2249
unit: def Shape()
file: lingvo/tasks/car/kitti_input_generator.py
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id: 2250
unit: def _AccumulateHistogram()
file: lingvo/tasks/car/breakdown_metric.py
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id: 2251
unit: def _BroadcastConcat()
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id: 2252
unit: def _AttenFF()
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id: 2253
unit: def FeatureMap()
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id: 2254
unit: def Params()
file: lingvo/tasks/car/pillars.py
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id: 2255
unit: def _TopDown()
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id: 2256
unit: def TransformBBoxes3D()
file: lingvo/tasks/car/geometry.py
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id: 2257
unit: def DecoderStepZeroState()
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id: 2258
unit: def Task()
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id: 2259
unit: def _FPropSoftmax()
file: lingvo/tasks/mt/decoder.py
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id: 2260
unit: def _MaybeTransposeEncoderOutputs()
file: lingvo/tasks/mt/decoder.py
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id: 2261
unit: def InitTrainDatasetParams()
file: lingvo/tasks/mt/base_config.py
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id: 2262
unit: def Params()
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unit: def Params()
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id: 2264
unit: def Params()
file: lingvo/tasks/lm/layers.py
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id: 2265
unit: def Task()
file: lingvo/tasks/lm/params/one_billion_wds.py
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id: 2266
unit: def Train()
file: lingvo/tasks/lm/params/one_billion_wds.py
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id: 2267
unit: def _InputBatch()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
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id: 2268
unit: def _RegisterModel()
file: lingvo/model_registry.py
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id: 2269
unit: def _CreateWrapperClass()
file: lingvo/model_registry.py
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id: 2270
unit: def _clone_module()
file: lingvo/compat.py
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id: 2271
unit: def _DropConnect()
file: lingvo/jax/layers/stochastics.py
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id: 2272
unit: def Params()
file: lingvo/jax/layers/quantizer.py
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id: 2273
unit: def create_layer_variables()
file: lingvo/jax/layers/quantizer.py
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id: 2274
unit: def extend_step()
file: lingvo/jax/layers/attentions.py
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id: 2275
unit: def _log_softmax_with_extra_logit()
file: lingvo/jax/layers/attentions.py
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id: 2276
unit: def Params()
file: lingvo/jax/layers/attentions.py
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id: 2277
unit: def __init__()
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id: 2278
unit: def create_layer_variables()
file: lingvo/jax/layers/normalizations.py
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id: 2279
unit: def extend_step()
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unit: def __init__()
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id: 2283
unit: def ungroup_by_repeat_prefix()
file: lingvo/jax/optimizer_prefix_vectorization.py
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id: 2284
unit: def Params()
file: lingvo/jax/model.py
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id: 2285
unit: def write_summary_tensor()
file: lingvo/jax/summary_utils.py
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id: 2286
unit: def get_next()
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id: 2287
unit: def _datasetTest()
file: lingvo/jax/tasks/lm/params/bert.py
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id: 2288
unit: def _all_paddings_batch()
file: lingvo/jax/tasks/lm/input_generator.py
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id: 2289
unit: def _gen_dataset()
file: lingvo/jax/tasks/lm/input_generator.py
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id: 2290
unit: def Params()
file: lingvo/jax/learners.py
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id: 2291
unit: def update_var()
file: lingvo/jax/base_layer.py
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id: 2292
unit: def total_num_vars()
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id: 2293
unit: def latest_checkpoint()
file: lingvo/jax/checkpoints.py
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id: 2294
unit: def Params()
file: lingvo/jax/schedules.py
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id: 2295
unit: def SetLogdirInMetricHistories()
file: lingvo/core/early_stop.py
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id: 2296
unit: def pw_tensor()
file: lingvo/core/tpu_summary.py
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id: 2297
unit: def SetupDeterministicDropout()
file: lingvo/core/layers_with_gpipe.py
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id: 2298
unit: def SetupDeterministicDropout()
file: lingvo/core/layers_with_gpipe.py
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id: 2299
unit: def SetupDeterministicDropout()
file: lingvo/core/layers_with_gpipe.py
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id: 2300
unit: def FProp()
file: lingvo/core/layers_with_gpipe.py
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McCabe index: 2
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id: 2301
unit: def EncoderFPropDefaultTheta()
file: lingvo/core/layers_with_gpipe.py
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id: 2302
unit: def Params()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 2303
unit: def EmbLookupDefaultThetaOnCpu()
file: lingvo/core/layers.py
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McCabe index: 3
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id: 2304
unit: def Params()
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id: 2306
unit: def Params()
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id: 2307
unit: def FProp()
file: lingvo/core/layers.py
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id: 2308
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file: lingvo/core/layers.py
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id: 2309
unit: def Get()
file: lingvo/core/tpu_embedding_layers.py
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id: 2310
unit: def __init__()
file: lingvo/core/tpu_embedding_layers.py
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id: 2311
unit: def CreateOptimizerParameters()
file: lingvo/core/tpu_embedding_layers.py
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McCabe index: 1
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id: 2312
unit: def StringsToIds()
file: lingvo/core/tokenizers.py
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McCabe index: 2
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id: 2313
unit: def FPropWithProjectedInput()
file: lingvo/core/lstm_frnn_layer.py
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McCabe index: 2
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id: 2314
unit: def UnstackFeatures()
file: lingvo/core/spectrum_augmenter.py
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McCabe index: 1
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id: 2315
unit: def IsPositive()
file: lingvo/core/quant_utils.py
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McCabe index: 1
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id: 2316
unit: def UpdateTheta()
file: lingvo/core/gshard_layers.py
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McCabe index: 4
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id: 2317
unit: def _GetWeight()
file: lingvo/core/gshard_layers.py
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McCabe index: 4
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id: 2318
unit: def __init__()
file: lingvo/core/repeat_layer.py
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McCabe index: 3
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id: 2319
unit: def ZigzagOrderOnDeviceMesh()
file: lingvo/core/gshard_utils.py
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McCabe index: 3
number of parameters: 2

id: 2320
unit: def ManualToAutoPartitioning()
file: lingvo/core/gshard_utils.py
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McCabe index: 6
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id: 2321
unit: def LoadInferenceGraph()
file: lingvo/core/predictor.py
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McCabe index: 5
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id: 2322
unit: def _AttenContextOneStep()
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McCabe index: 1
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id: 2323
unit: def StreamStepAddSkipConnection()
file: lingvo/core/batch_major_attention.py
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McCabe index: 2
number of parameters: 5

id: 2324
unit: def _StreamStepStaticComputeKeyValueClassic()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 2325
unit: def ExtendStep()
file: lingvo/core/batch_major_attention.py
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id: 2326
unit: def CommonParams()
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McCabe index: 1
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id: 2327
unit: def _AddAttenProbsImageSummary()
file: lingvo/core/conformer_layer.py
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McCabe index: 1
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id: 2328
unit: def Finalize()
file: lingvo/core/plot.py
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McCabe index: 2
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id: 2329
unit: def Image()
file: lingvo/core/plot.py
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McCabe index: 4
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id: 2330
unit: def Params()
file: lingvo/core/schedule.py
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id: 2331
unit: def Params()
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McCabe index: 1
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id: 2332
unit: string RecordIterator::GetFilePatternPrefix()
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McCabe index: 4
number of parameters: 1

id: 2333
unit: void BasicRecordYielder::Close()
file: lingvo/core/ops/record_yielder.cc
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McCabe index: 1
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id: 2334
unit: void Compute()
file: lingvo/core/ops/input_common.h
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McCabe index: 2
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id: 2335
unit: def EncoderLayerStack()
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id: 2336
unit: def _Top2GatingWeights()
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McCabe index: 1
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id: 2337
unit: def _ComputeAttenOutputs()
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McCabe index: 2
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id: 2338
unit: def _DropConnect()
file: lingvo/core/layers_with_attention.py
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size: 11 LOC
McCabe index: 3
number of parameters: 2

id: 2339
unit: def Params()
file: lingvo/core/layers_with_attention.py
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size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 2340
unit: def _CreateLayerVariables()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 2341
unit: def FProp()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 3

id: 2342
unit: def _EmptyLike()
file: lingvo/core/recurrent.py
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end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 1

id: 2343
unit: def FProp()
file: lingvo/core/activations.py
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end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 4

id: 2344
unit: def GetCurrentMoments()
file: lingvo/core/bn_layers.py
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end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 2

id: 2345
unit: def _MaybeExpandPaddings()
file: lingvo/core/bn_layers.py
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size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2346
unit: def __init__()
file: lingvo/core/bn_layers.py
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size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 2347
unit: def _PadForLengthCompatibleStridesV2()
file: lingvo/core/conv_layers_with_time_padding.py
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end line: 0
size: 11 LOC
McCabe index: 3
number of parameters: 4

id: 2348
unit: def __init__()
file: lingvo/core/conv_layers_with_time_padding.py
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size: 11 LOC
McCabe index: 7
number of parameters: 2

id: 2349
unit: def HasRank()
file: lingvo/core/py_utils.py
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end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 2

id: 2350
unit: def GetLingvoVariableCreator()
file: lingvo/core/py_utils.py
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size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 2351
unit: def _DeterministicRandomUniformUnitScalingInitializer()
file: lingvo/core/py_utils.py
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end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 2

id: 2352
unit: def ConcatPerExampleTensors()
file: lingvo/core/py_utils.py
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end line: 0
size: 11 LOC
McCabe index: 5
number of parameters: 1

id: 2353
unit: def UpdateFpropDtype()
file: lingvo/core/py_utils.py
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size: 11 LOC
McCabe index: 9
number of parameters: 2

id: 2354
unit: def UpdateDtype()
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size: 11 LOC
McCabe index: 9
number of parameters: 2

id: 2355
unit: def __init__()
file: lingvo/core/py_utils.py
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size: 11 LOC
McCabe index: 1
number of parameters: 6

id: 2356
unit: def BlockDiagonalMatmulWithMix()
file: lingvo/core/py_utils.py
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size: 11 LOC
McCabe index: 4
number of parameters: 4

id: 2357
unit: def Params()
file: lingvo/core/task_scheduler.py
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size: 11 LOC
McCabe index: 1
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id: 2358
unit: def Params()
file: lingvo/core/steps/embedding_steps.py
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end line: 0
size: 11 LOC
McCabe index: 1
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id: 2359
unit: def __init__()
file: lingvo/core/builder_layers.py
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McCabe index: 3
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id: 2360
unit: def _GetExpertDist()
file: lingvo/core/builder_layers.py
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McCabe index: 3
number of parameters: 4

id: 2361
unit: def __init__()
file: lingvo/core/builder_layers.py
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McCabe index: 2
number of parameters: 2

id: 2362
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
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McCabe index: 3
number of parameters: 3

id: 2363
unit: def __init__()
file: lingvo/core/var_tmp_wrappers.py
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McCabe index: 2
number of parameters: 2

id: 2364
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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size: 11 LOC
McCabe index: 4
number of parameters: 2

id: 2365
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 3

id: 2366
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2367
unit: def _CreateLayerVariables()
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2368
unit: def __init__()
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McCabe index: 3
number of parameters: 2

id: 2369
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2370
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2371
unit: def _Mix()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 4

id: 2372
unit: def _LayerNormGate()
file: lingvo/core/rnn_cell.py
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McCabe index: 3
number of parameters: 4

id: 2373
unit: def __init__()
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McCabe index: 2
number of parameters: 2

id: 2374
unit: def zero_state()
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McCabe index: 1
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id: 2375
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 3

id: 2376
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2377
unit: def get_zero_batch()
file: lingvo/core/gshard_decode.py
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end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 4

id: 2378
unit: def Setup()
file: lingvo/core/pruning_utils.py
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end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 3

id: 2379
unit: def GetMeta()
file: lingvo/core/datasource.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2380
unit: def __init__()
file: lingvo/core/datasource.py
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size: 11 LOC
McCabe index: 4
number of parameters: 2

id: 2381
unit: def Params()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 1

id: 2382
unit: def Params()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 1

id: 2383
unit: def Summary()
file: lingvo/core/metrics.py
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McCabe index: 1
number of parameters: 2

id: 2384
unit: def Update()
file: lingvo/core/metrics.py
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size: 11 LOC
McCabe index: 4
number of parameters: 4

id: 2385
unit: def bleu_wrapper()
file: lingvo/core/ml_perf_bleu_metric.py
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end line: 0
size: 11 LOC
McCabe index: 8
number of parameters: 3

id: 2386
unit: def _MakeArgs()
file: lingvo/core/inspect_utils.py
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end line: 0
size: 11 LOC
McCabe index: 6
number of parameters: 3

id: 2387
unit: def __init__()
file: lingvo/core/rnn_layers.py
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size: 11 LOC
McCabe index: 1
number of parameters: 2

id: 2388
unit: def reset_atten_state()
file: lingvo/core/rnn_layers.py
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McCabe index: 3
number of parameters: 4

id: 2389
unit: def GetVariablesDict()
file: lingvo/core/base_layer.py
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McCabe index: 4
number of parameters: 2

id: 2390
unit: def _CheckName()
file: lingvo/core/base_layer.py
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McCabe index: 1
number of parameters: 2

id: 2391
unit: def _CreateChildContext()
file: lingvo/core/base_layer.py
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McCabe index: 4
number of parameters: 2

id: 2392
unit: def _VerifyVarsAndTheta()
file: lingvo/core/base_layer.py
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McCabe index: 5
number of parameters: 1

id: 2393
unit: def _Dropout()
file: lingvo/core/builder.py
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McCabe index: 2
number of parameters: 4

id: 2394
unit: def infeed_bucket_batch_limit()
file: lingvo/core/base_input_generator.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2395
unit: def ComputeContextVector()
file: lingvo/core/attention.py
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size: 11 LOC
McCabe index: 1
number of parameters: 6

id: 2396
unit: def ZeroAttentionState()
file: lingvo/core/attention.py
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size: 11 LOC
McCabe index: 2
number of parameters: 3

id: 2397
unit: def _hyperparams_text_to_dict()
file: lingvo/tools/compare_params.py
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end line: 0
size: 11 LOC
McCabe index: 4
number of parameters: 1

id: 2398
unit: void GenerateProtoDef()
file: lingvo/tools/generate_proto_def.cc
start line: 40
end line: 50
size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 2399
unit: void GenerateProtoDefs()
file: lingvo/tools/generate_proto_def.cc
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end line: 63
size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 2400
unit: def process()
file: lingvo/tasks/milan/tools/prepare_coco.py
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size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 2401
unit: def Unflatten()
file: lingvo/tasks/milan/utils.py
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size: 11 LOC
McCabe index: 4
number of parameters: 2

id: 2402
unit: def EncodeModality()
file: lingvo/tasks/milan/dual_encoder.py
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size: 11 LOC
McCabe index: 4
number of parameters: 4

id: 2403
unit: def GetPreprocessedInputBatch()
file: lingvo/tasks/milan/input_generator.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2404
unit: def _BroadcastExamplePairLabelsToAllItemPairs()
file: lingvo/tasks/milan/labels.py
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size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2405
unit: def Train()
file: lingvo/tasks/punctuator/params/codelab.py
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size: 11 LOC
McCabe index: 6
number of parameters: 1

id: 2406
unit: def Test()
file: lingvo/tasks/punctuator/params/codelab.py
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end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 2407
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2408
unit: def _GumbelTransform()
file: lingvo/tasks/car/input_preprocessors.py
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size: 11 LOC
McCabe index: 1
number of parameters: 2

id: 2409
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 2410
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 1
number of parameters: 1

id: 2411
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 11 LOC
McCabe index: 1
number of parameters: 2

id: 2412
unit: def _ParseSequenceExample()
file: lingvo/tasks/car/base_extractor.py
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end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 3

id: 2413
unit: def IOU2DRotatedBoxes()
file: lingvo/tasks/car/detection_3d_lib.py
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size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2414
unit: void Add()
file: lingvo/tasks/car/ops/ps_utils.cc
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end line: 66
size: 11 LOC
McCabe index: 3
number of parameters: 2

id: 2415
unit: double RotatedBox2D::IoU()
file: lingvo/tasks/car/ops/box_util.cc
start line: 222
end line: 234
size: 11 LOC
McCabe index: 3
number of parameters: 1

id: 2416
unit: def main()
file: lingvo/tasks/car/tools/compare_params_main.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2417
unit: def __init__()
file: lingvo/tasks/car/tools/create_kitti_crop_dataset.py
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end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 4

id: 2418
unit: def _KITTIObjectToBBox3D()
file: lingvo/tasks/car/tools/kitti_data.py
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end line: 0
size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 2419
unit: def DType()
file: lingvo/tasks/car/kitti_input_generator.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2420
unit: def _Placeholders()
file: lingvo/tasks/car/point_detector.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2421
unit: def _FindMaximumRecall()
file: lingvo/tasks/car/breakdown_metric.py
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size: 11 LOC
McCabe index: 4
number of parameters: 1

id: 2422
unit: def ByName()
file: lingvo/tasks/car/breakdown_metric.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2423
unit: def Discretize()
file: lingvo/tasks/car/breakdown_metric.py
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size: 11 LOC
McCabe index: 3
number of parameters: 2

id: 2424
unit: def _ComputeCorners()
file: lingvo/tasks/car/transform_util.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2425
unit: def _ResidualBlock()
file: lingvo/tasks/car/builder_lib.py
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size: 11 LOC
McCabe index: 1
number of parameters: 5

id: 2426
unit: def __init__()
file: lingvo/tasks/car/starnet.py
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size: 11 LOC
McCabe index: 3
number of parameters: 2

id: 2427
unit: def _GetTrainingStatistics()
file: lingvo/tasks/car/lr_util.py
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size: 11 LOC
McCabe index: 6
number of parameters: 1

id: 2428
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 2429
unit: def TransformFeatures()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 11 LOC
McCabe index: 7
number of parameters: 2

id: 2430
unit: def __init__()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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size: 11 LOC
McCabe index: 1
number of parameters: 2

id: 2431
unit: def value()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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McCabe index: 2
number of parameters: 1

id: 2432
unit: def _SampleLaserForVisualization()
file: lingvo/tasks/car/base_decoder.py
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size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2433
unit: def DistanceBetweenCentroidsAndBBoxesFastAndFurious()
file: lingvo/tasks/car/geometry.py
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end line: 0
size: 11 LOC
McCabe index: 1
number of parameters: 3

id: 2434
unit: def _IsOnLeftHandSideOrOn()
file: lingvo/tasks/car/geometry.py
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size: 11 LOC
McCabe index: 3
number of parameters: 3

id: 2435
unit: def GetConfigFromParams()
file: lingvo/tasks/asr/frontend.py
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McCabe index: 1
number of parameters: 1

id: 2436
unit: def InitDecoder()
file: lingvo/tasks/asr/decoder.py
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McCabe index: 1
number of parameters: 4

id: 2437
unit: def _GetPredictionFromSequenceOutTensorArrays()
file: lingvo/tasks/asr/decoder.py
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size: 11 LOC
McCabe index: 3
number of parameters: 2

id: 2438
unit: def InitializeTokenizer()
file: lingvo/tasks/asr/params/librispeech.py
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size: 11 LOC
McCabe index: 1
number of parameters: 2

id: 2439
unit: def _MaybeTransposeTargets()
file: lingvo/tasks/mt/decoder.py
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McCabe index: 6
number of parameters: 2

id: 2440
unit: def ComputePredictions()
file: lingvo/tasks/mt/model.py
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McCabe index: 5
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id: 2441
unit: def Params()
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McCabe index: 1
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id: 2442
unit: def InitTestDatasetParams()
file: lingvo/tasks/mt/base_config.py
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McCabe index: 4
number of parameters: 2

id: 2443
unit: def _GetLangIds()
file: lingvo/tasks/mt/input_generator.py
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McCabe index: 3
number of parameters: 2

id: 2444
unit: def Params()
file: lingvo/tasks/lm/layers.py
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McCabe index: 1
number of parameters: 1

id: 2445
unit: def AdjustGradients()
file: lingvo/tasks/lm/model.py
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size: 11 LOC
McCabe index: 2
number of parameters: 2

id: 2446
unit: def ProgramSchedule()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
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size: 11 LOC
McCabe index: 1
number of parameters: 1

id: 2447
unit: def Task()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
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size: 11 LOC
McCabe index: 2
number of parameters: 1

id: 2448
unit: def Params()
file: lingvo/tasks/lm/tokenizer.py
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McCabe index: 1
number of parameters: 1

id: 2449
unit: def __init__()
file: lingvo/eager_runners.py
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McCabe index: 2
number of parameters: 4

id: 2450
unit: def CreateRunners()
file: lingvo/trainer.py
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McCabe index: 7
number of parameters: 4

id: 2451
unit: def InspectParams()
file: lingvo/trainer.py
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McCabe index: 2
number of parameters: 1

id: 2452
unit: def StartFleet()
file: docker/run_distributed.py
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McCabe index: 3
number of parameters: 0

id: 2453
unit: def main()
file: docker/run_distributed.py
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McCabe index: 2
number of parameters: 0

id: 2454
unit: def _FindNewCheckpoint()
file: lingvo/base_runner.py
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McCabe index: 6
number of parameters: 3

id: 2455
unit: def _WriteToLog()
file: lingvo/base_runner.py
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McCabe index: 2
number of parameters: 4

id: 2456
unit: def update_fn()
file: lingvo/jax/optimizers.py
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size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 2457
unit: def __init__()
file: lingvo/jax/optimizers.py
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McCabe index: 7
number of parameters: 2

id: 2458
unit: def ParamsImageClassification()
file: lingvo/jax/optimizers.py
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McCabe index: 1
number of parameters: 1

id: 2459
unit: def __init__()
file: lingvo/jax/optimizers.py
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McCabe index: 1
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id: 2460
unit: def Params()
file: lingvo/jax/layers/linears.py
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McCabe index: 1
number of parameters: 1

id: 2461
unit: def Params()
file: lingvo/jax/layers/embedding_softmax.py
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McCabe index: 1
number of parameters: 1

id: 2462
unit: def Params()
file: lingvo/jax/layers/embedding_softmax.py
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size: 10 LOC
McCabe index: 1
number of parameters: 1

id: 2463
unit: def Params()
file: lingvo/jax/layers/embedding_softmax.py
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McCabe index: 1
number of parameters: 1

id: 2464
unit: def _shard_lbnh()
file: lingvo/jax/layers/attentions.py
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McCabe index: 3
number of parameters: 2

id: 2465
unit: def _shard_bnh()
file: lingvo/jax/layers/attentions.py
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McCabe index: 3
number of parameters: 2

id: 2466
unit: def _shard_bd()
file: lingvo/jax/layers/attentions.py
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size: 10 LOC
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number of parameters: 2

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unit: def fprop()
file: lingvo/jax/layers/normalizations.py
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id: 2468
unit: def Params()
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id: 2469
unit: def __init__()
file: lingvo/jax/layers/poolings.py
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id: 2470
unit: def extend_step()
file: lingvo/jax/layers/transformers.py
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unit: def Params()
file: lingvo/jax/layers/convolutions.py
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id: 2472
unit: def cum_sum()
file: lingvo/jax/gshard_utils.py
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id: 2473
unit: def _create_over_capacity_ratio_summary()
file: lingvo/jax/gshard_utils.py
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McCabe index: 1
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id: 2474
unit: def _get_var_param_repeat_prefix_key()
file: lingvo/jax/optimizer_prefix_vectorization.py
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id: 2475
unit: def __init__()
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id: 2476
unit: def _handle_dict()
file: lingvo/jax/py_utils.py
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id: 2477
unit: def _eval_step()
file: lingvo/jax/trainer_lib.py
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id: 2478
unit: def __getattr__()
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id: 2479
unit: def instantiate_variable_configs()
file: lingvo/jax/base_layer.py
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id: 2480
unit: def _verify_children()
file: lingvo/jax/base_layer.py
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id: 2481
unit: def __init__()
file: lingvo/jax/schedules.py
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McCabe index: 1
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unit: def Params()
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id: 2483
unit: def context()
file: lingvo/core/tpu_summary.py
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McCabe index: 2
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id: 2484
unit: def _CreateLayerVariables()
file: lingvo/core/layers_with_gpipe.py
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id: 2485
unit: def _EvaluateConvKernel()
file: lingvo/core/layers.py
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id: 2486
unit: def _EvaluateConvKernel()
file: lingvo/core/layers.py
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id: 2487
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id: 2488
unit: def _GetBlockedWeightMatrix()
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id: 2489
unit: def Params()
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id: 2490
unit: def Params()
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id: 2491
unit: def _CreateLayerVariables()
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id: 2492
unit: def __init__()
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id: 2493
unit: def FProp()
file: lingvo/core/layers.py
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id: 2494
unit: def Params()
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id: 2495
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
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id: 2496
unit: def FPropMeta()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 2497
unit: def Params()
file: lingvo/core/layers.py
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id: 2498
unit: def Params()
file: lingvo/core/layers.py
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id: 2499
unit: def CpuEmbLookupSparse()
file: lingvo/core/tpu_embedding_layers.py
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id: 2500
unit: def __init__()
file: lingvo/core/checkpointer.py
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id: 2501
unit: def Restore()
file: lingvo/core/checkpointer.py
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number of parameters: 3

id: 2502
unit: def Save()
file: lingvo/core/checkpointer.py
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id: 2503
unit: def _GetSaver()
file: lingvo/core/checkpointer.py
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McCabe index: 1
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id: 2504
unit: def Restore()
file: lingvo/core/checkpointer.py
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id: 2505
unit: def GetSpecificCheckpoint()
file: lingvo/core/checkpointer.py
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McCabe index: 8
number of parameters: 1

id: 2506
unit: def _DoPadding()
file: lingvo/core/attention_util.py
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McCabe index: 3
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id: 2507
unit: def _ValidateBiases()
file: lingvo/core/attention_util.py
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McCabe index: 3
number of parameters: 5

id: 2508
unit: def Params()
file: lingvo/core/lstm_frnn_layer.py
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McCabe index: 1
number of parameters: 1

id: 2509
unit: def __init__()
file: lingvo/core/lstm_frnn_layer.py
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McCabe index: 2
number of parameters: 2

id: 2510
unit: def _child_variable_scope_override()
file: lingvo/core/quant_utils.py
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McCabe index: 3
number of parameters: 1

id: 2511
unit: def __init__()
file: lingvo/core/gshard_layers.py
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McCabe index: 1
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id: 2512
unit: def _DoConv()
file: lingvo/core/gshard_layers.py
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McCabe index: 1
number of parameters: 4

id: 2513
unit: def GetMeshSplitSharding()
file: lingvo/core/gshard_utils.py
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McCabe index: 2
number of parameters: 2

id: 2514
unit: def ApplyToTensor()
file: lingvo/core/gshard_utils.py
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McCabe index: 2
number of parameters: 3

id: 2515
unit: def GetVarSharding()
file: lingvo/core/gshard_utils.py
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McCabe index: 3
number of parameters: 1

id: 2516
unit: def Params()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
number of parameters: 1

id: 2517
unit: def zero_state()
file: lingvo/core/batch_major_attention.py
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McCabe index: 5
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id: 2518
unit: def ExtendStep()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 2519
unit: def InitStates()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 2520
unit: def ExtendStep()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 2521
unit: def Params()
file: lingvo/core/batch_major_attention.py
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McCabe index: 2
number of parameters: 1

id: 2522
unit: def SetupDeterministicDropout()
file: lingvo/core/batch_major_attention.py
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size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 2523
unit: def _CreateLayerVariables()
file: lingvo/core/batch_major_attention.py
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McCabe index: 2
number of parameters: 1

id: 2524
unit: def SetCanonicalShardingParams()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
number of parameters: 2

id: 2525
unit: def LconvBlock()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
number of parameters: 5

id: 2526
unit: def LConvStack()
file: lingvo/core/batch_major_attention.py
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McCabe index: 3
number of parameters: 4

id: 2527
unit: def ConfigFFLayer()
file: lingvo/core/conformer_layer.py
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McCabe index: 1
number of parameters: 8

id: 2528
unit: def _AddAttentionSummaries()
file: lingvo/core/conformer_layer.py
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size: 10 LOC
McCabe index: 5
number of parameters: 3

id: 2529
unit: def Scatter()
file: lingvo/core/plot.py
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McCabe index: 3
number of parameters: 6

id: 2530
unit: def Value()
file: lingvo/core/schedule.py
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McCabe index: 2
number of parameters: 1

id: 2531
unit: def Params()
file: lingvo/core/schedule.py
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size: 10 LOC
McCabe index: 1
number of parameters: 1

id: 2532
unit: Tensor PreconditionerCaptain::GetPreconditioner()
file: lingvo/core/ops/preconditioner_captain.cc
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end line: 62
size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 2533
unit: explicit TopKFromBeamSearchOutsOp()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
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end line: 1419
size: 10 LOC
McCabe index: 1
number of parameters: 1

id: 2534
unit: void Compute()
file: lingvo/core/ops/pack_ops.cc
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end line: 617
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 2535
unit: Status MlPerfSubword::LoadLines()
file: lingvo/core/ops/ml_perf_subword_op.cc
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end line: 54
size: 10 LOC
McCabe index: 3
number of parameters: 1

id: 2536
unit: void RecordBatcher::FlushAllBuckets()
file: lingvo/core/ops/record_batcher.cc
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end line: 292
size: 10 LOC
McCabe index: 3
number of parameters: 0

id: 2537
unit: std::vector GetBowTokenIds()
file: lingvo/core/ops/simple_vocab.h
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end line: 121
size: 10 LOC
McCabe index: 3
number of parameters: 0

id: 2538
unit: void BasicRecordYielder::WaitForBufEnough()
file: lingvo/core/ops/record_debug.cc
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end line: 32
size: 10 LOC
McCabe index: 2
number of parameters: 0

id: 2539
unit: void RecordBatcher::WaitForCurrEmpty()
file: lingvo/core/ops/record_debug.cc
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end line: 43
size: 10 LOC
McCabe index: 2
number of parameters: 0

id: 2540
unit: void TextPacking::Reset()
file: lingvo/core/ops/text_packing.cc
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end line: 100
size: 10 LOC
McCabe index: 3
number of parameters: 0

id: 2541
unit: def __init__()
file: lingvo/core/bfloat16_variables.py
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McCabe index: 2
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id: 2542
unit: def _ShardedVar()
file: lingvo/core/gshard_builder.py
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McCabe index: 2
number of parameters: 4

id: 2543
unit: def Embedding()
file: lingvo/core/gshard_builder.py
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McCabe index: 1
number of parameters: 3

id: 2544
unit: def _ComputeQKV()
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McCabe index: 2
number of parameters: 2

id: 2545
unit: def _ComputeNonPadding()
file: lingvo/core/gshard_builder.py
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McCabe index: 2
number of parameters: 2

id: 2546
unit: def _ComputeNonPadding()
file: lingvo/core/gshard_builder.py
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McCabe index: 2
number of parameters: 2

id: 2547
unit: def Params()
file: lingvo/core/layers_with_attention.py
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McCabe index: 3
number of parameters: 1

id: 2548
unit: def Params()
file: lingvo/core/layers_with_attention.py
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McCabe index: 1
number of parameters: 1

id: 2549
unit: def ConstructFPropBPropGraph()
file: lingvo/core/base_model.py
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McCabe index: 4
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id: 2550
unit: def _WrapAccumulatorCellFn()
file: lingvo/core/recurrent.py
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McCabe index: 1
number of parameters: 2

id: 2551
unit: def _EvaluateConvKernel()
file: lingvo/core/conv_layers_with_time_padding.py
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McCabe index: 1
number of parameters: 4

id: 2552
unit: def Params()
file: lingvo/core/conv_layers_with_time_padding.py
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McCabe index: 1
number of parameters: 1

id: 2553
unit: def __setattr__()
file: lingvo/core/hyperparams.py
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McCabe index: 5
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id: 2554
unit: def Set()
file: lingvo/core/hyperparams.py
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McCabe index: 4
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id: 2555
unit: def Delete()
file: lingvo/core/hyperparams.py
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McCabe index: 4
number of parameters: 2

id: 2556
unit: def assert_even_divide()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 2

id: 2557
unit: def CausalSelfAttenPadding()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 2

id: 2558
unit: def SetEagerMode()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 2

id: 2559
unit: def VariableStore()
file: lingvo/core/py_utils.py
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McCabe index: 5
number of parameters: 1

id: 2560
unit: def _LogPlacement()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 3

id: 2561
unit: def HasNanOrInf()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 1

id: 2562
unit: def WeightedAvg()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 4

id: 2563
unit: def PiecewiseConstant()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 4

id: 2564
unit: def TrimTrailingPaddings()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 2565
unit: def ShardedFilePatternToGlob()
file: lingvo/core/py_utils.py
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McCabe index: 4
number of parameters: 1

id: 2566
unit: def FProp()
file: lingvo/core/steps/rnn_steps.py
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McCabe index: 3
number of parameters: 6

id: 2567
unit: def PrepareExternalInputs()
file: lingvo/core/steps/attention_steps.py
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McCabe index: 2
number of parameters: 3

id: 2568
unit: def Params()
file: lingvo/core/steps/attention_steps.py
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McCabe index: 1
number of parameters: 1

id: 2569
unit: def FProp()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 4

id: 2570
unit: def __init__()
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McCabe index: 4
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id: 2571
unit: def _Mix()
file: lingvo/core/rnn_cell.py
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McCabe index: 5
number of parameters: 4

id: 2572
unit: def _ShuffleShards()
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McCabe index: 3
number of parameters: 2

id: 2573
unit: def _Gates()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 5

id: 2574
unit: def _CreateLayerVariables()
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McCabe index: 2
number of parameters: 1

id: 2575
unit: def _Gates()
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McCabe index: 1
number of parameters: 5

id: 2576
unit: def LayerNorm()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 5

id: 2577
unit: def __init__()
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McCabe index: 2
number of parameters: 2

id: 2578
unit: def preload_zero()
file: lingvo/core/gshard_decode.py
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McCabe index: 1
number of parameters: 4

id: 2579
unit: def _FromNestedDict()
file: lingvo/core/nested_map.py
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McCabe index: 5
number of parameters: 1

id: 2580
unit: def Params()
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McCabe index: 1
number of parameters: 1

id: 2581
unit: def Params()
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McCabe index: 1
number of parameters: 1

id: 2582
unit: def Params()
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McCabe index: 1
number of parameters: 1

id: 2583
unit: def _preconditioner_indices()
file: lingvo/core/distributed_shampoo.py
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McCabe index: 3
number of parameters: 2

id: 2584
unit: def _generalized_inverse_pth_root()
file: lingvo/core/distributed_shampoo.py
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McCabe index: 1
number of parameters: 4

id: 2585
unit: def GetNext()
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McCabe index: 2
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id: 2586
unit: def GetDataset()
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McCabe index: 3
number of parameters: 1

id: 2587
unit: def _CreateLayerVariables()
file: lingvo/core/quant_test_lib.py
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McCabe index: 1
number of parameters: 1

id: 2588
unit: def value()
file: lingvo/core/metrics.py
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McCabe index: 2
number of parameters: 1

id: 2589
unit: def Params()
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McCabe index: 1
number of parameters: 1

id: 2590
unit: def __getattr__()
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McCabe index: 5
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id: 2591
unit: def CreateChild()
file: lingvo/core/base_layer.py
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McCabe index: 4
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id: 2592
unit: def _VerifyChildren()
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McCabe index: 4
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id: 2593
unit: def _Par()
file: lingvo/core/builder.py
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McCabe index: 1
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id: 2594
unit: def TpuSetup()
file: lingvo/core/base_input_generator.py
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McCabe index: 5
number of parameters: 2

id: 2595
unit: def ConvertSubgraphDictToProto()
file: lingvo/core/inference_graph_exporter.py
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McCabe index: 7
number of parameters: 1

id: 2596
unit: def FProp()
file: lingvo/core/step.py
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McCabe index: 2
number of parameters: 6

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id: 2617
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id: 2624
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id: 2625
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id: 2626
unit: def _ConcatWithOnehot()
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id: 2627
unit: def ExtractUsingExtractors()
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id: 2628
unit: def _XYWHToExtrema()
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id: 2629
unit: def __init__()
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id: 2630
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id: 2631
unit: def Discretize()
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id: 2632
unit: def __init__()
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id: 2633
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id: 2634
unit: def MakeCarToImageTransform()
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id: 2635
unit: def _Join()
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id: 2636
unit: def main()
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id: 2637
unit: def FeatureMap()
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id: 2638
unit: def SparseToDense()
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unit: def __init__()
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id: 2640
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id: 2641
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id: 2643
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id: 2649
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unit: def Logits()
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unit: def fprop()
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id: 2688
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id: 2727
unit: def __init__()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 2728
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2729
unit: def _child_variable_scope_override()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 2730
unit: def StreamStep()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 7

id: 2731
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2732
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2733
unit: def _LinearWeight()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 5

id: 2734
unit: def _Bias()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2735
unit: def SetCanonicalShardingParams()
file: lingvo/core/conformer_layer.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2736
unit: def Params()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2737
unit: def Value()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2738
unit: void SetRunOptions()
file: lingvo/core/ops/functional_ops_kernels.cc
start line: 31
end line: 39
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 2739
unit: explicit CachedCallOp()
file: lingvo/core/ops/functional_ops_kernels.cc
start line: 43
end line: 51
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2740
unit: void Fill()
file: lingvo/core/ops/random_ops_kernels.cc
start line: 82
end line: 90
size: 9 LOC
McCabe index: 3
number of parameters: 0

id: 2741
unit: void RecordBatcher::WaitForCurrNonEmpty()
file: lingvo/core/ops/record_debug.cc
start line: 45
end line: 53
size: 9 LOC
McCabe index: 2
number of parameters: 0

id: 2742
unit: void RecordBatcher::WaitForToFlushEmpty()
file: lingvo/core/ops/record_debug.cc
start line: 55
end line: 63
size: 9 LOC
McCabe index: 2
number of parameters: 0

id: 2743
unit: void RecordBatcher::WaitForToFlushNonEmpty()
file: lingvo/core/ops/record_debug.cc
start line: 65
end line: 73
size: 9 LOC
McCabe index: 2
number of parameters: 0

id: 2744
unit: def restore()
file: lingvo/core/bfloat16_variables.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 2745
unit: def get_saver_spec_for_variables_with_bf16_overrides()
file: lingvo/core/bfloat16_variables.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 1

id: 2746
unit: def _AdjustMSplit()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 3

id: 2747
unit: def SoftmaxWeight()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2748
unit: def _DecNotVisible()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2749
unit: def _BPropGenTrainOps()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2750
unit: def __init__()
file: lingvo/core/layers_with_attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2751
unit: def FProp()
file: lingvo/core/base_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2752
unit: def ConstructDecodeGraph()
file: lingvo/core/base_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 3

id: 2753
unit: def _child_variable_scope_override()
file: lingvo/core/base_model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 2754
unit: def _Update()
file: lingvo/core/recurrent.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 2755
unit: def _AugmentState()
file: lingvo/core/recurrent.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 8
number of parameters: 3

id: 2756
unit: def _WrapCellFnWithStepSeed()
file: lingvo/core/recurrent.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2757
unit: def Params()
file: lingvo/core/optimizer.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2758
unit: def _create_slots()
file: lingvo/core/adagraft.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 2759
unit: def zero_state()
file: lingvo/core/conv_layers_with_time_padding.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2760
unit: def zero_state()
file: lingvo/core/conv_layers_with_time_padding.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2761
unit: def _EndsWithTerminalQuote()
file: lingvo/core/hyperparams.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2762
unit: def FromTextWithTypes()
file: lingvo/core/hyperparams.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2763
unit: def DeviceFunction()
file: lingvo/core/cluster.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 2764
unit: def _InputBatch()
file: lingvo/core/trainer_test_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2765
unit: def _CheckNumerics()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 4

id: 2766
unit: def RunOnTpuHost()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 2767
unit: def _Params()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2768
unit: def GetGlobalVariableScope()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 0

id: 2769
unit: def MaskGradients()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 2770
unit: def ShiftLeft()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2771
unit: def CreateIdsAndLabels()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2772
unit: def AddFrameworkInputs()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 2773
unit: def Params()
file: lingvo/core/task_scheduler.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2774
unit: def Sample()
file: lingvo/core/task_scheduler.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 2775
unit: def Params()
file: lingvo/core/task_scheduler.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2776
unit: def Sample()
file: lingvo/core/task_scheduler.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2777
unit: def ZeroState()
file: lingvo/core/steps/attention_steps.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2778
unit: def GetTensor()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 2779
unit: def _ConsumeItem()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 1

id: 2780
unit: def Params()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2781
unit: def FProp()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2782
unit: def AddGlobalVN()
file: lingvo/core/rnn_cell.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2783
unit: def __init__()
file: lingvo/core/rnn_cell.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2784
unit: def __init__()
file: lingvo/core/rnn_cell.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2785
unit: def _no_opt_sess_cfg()
file: lingvo/core/gshard_decode.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 2786
unit: def VLog()
file: lingvo/core/nested_map.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 3

id: 2787
unit: def _specialized_inverse_pth_root()
file: lingvo/core/distributed_shampoo.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2788
unit: def __init__()
file: lingvo/core/tshape.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 2789
unit: def Params()
file: lingvo/core/datasource.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2790
unit: def Update()
file: lingvo/core/metrics.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 4

id: 2791
unit: def FinalizeMetrics()
file: lingvo/core/metrics.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2792
unit: def FProp()
file: lingvo/core/reversible_layers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2793
unit: def _CreateProgramParams()
file: lingvo/core/program.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 4

id: 2794
unit: def Params()
file: lingvo/core/rnn_layers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2795
unit: def Params()
file: lingvo/core/rnn_layers.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2796
unit: def scale_infeed_to_global()
file: lingvo/core/batch_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 2797
unit: def scale_global_to_infeed()
file: lingvo/core/batch_utils.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 2798
unit: def ema()
file: lingvo/core/base_layer.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 1

id: 2799
unit: def _CastToFPropDtype()
file: lingvo/core/base_layer.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2800
unit: def _InputOpBucketingArgs()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2801
unit: def Params()
file: lingvo/core/step.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2802
unit: def BeamSearchDecodeWithTheta()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2803
unit: def ZeroAttentionState()
file: lingvo/core/attention.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2804
unit: def _OpenSubShards()
file: lingvo/tools/create_asr_features.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 0

id: 2805
unit: def main()
file: lingvo/tools/create_asr_features.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 2806
unit: def DecodeFlacToWav()
file: lingvo/tools/audio_lib.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2807
unit: def _Feature()
file: lingvo/tasks/milan/common_schema.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 2808
unit: def Params()
file: lingvo/tasks/milan/params/generic_datasets.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2809
unit: def _InputShape()
file: lingvo/tasks/punctuator/input_generator.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 2810
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2811
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2812
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2813
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2814
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2815
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 2816
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2817
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2818
unit: def MakeAnchorBoxSettings()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 5

id: 2819
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2820
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2821
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2822
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 2823
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2824
unit: def ScaledHuberLoss()
file: lingvo/tasks/car/detection_3d_lib.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 5

id: 2825
unit: void Compute()
file: lingvo/tasks/car/ops/sampling_ops.cc
start line: 64
end line: 72
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2826
unit: void Add()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 92
end line: 100
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 2827
unit: double RotatedBox2D::Intersection()
file: lingvo/tasks/car/ops/box_util.cc
start line: 205
end line: 220
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 2828
unit: def MatmulGather()
file: lingvo/tasks/car/car_lib.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2829
unit: def LoadVeloBinFile()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2830
unit: def ComputeKITTIDifficulties()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 2831
unit: def ComputeMetrics()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2832
unit: def _BN()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 2833
unit: def _GLU()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2834
unit: def _ConvPlain()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 5

id: 2835
unit: def LinearWithBias()
file: lingvo/tasks/car/starnet.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 6

id: 2836
unit: def _single_frame_detection_difficulty()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 3

id: 2837
unit: def __init__()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 2838
unit: def FeatureMap()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2839
unit: def SaveTensors()
file: lingvo/tasks/car/base_decoder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 2840
unit: def _Block()
file: lingvo/tasks/car/pillars.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 7

id: 2841
unit: def _IsCounterClockwiseDirection()
file: lingvo/tasks/car/geometry.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 2842
unit: def _FPropDefault()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2843
unit: def PostProcess()
file: lingvo/tasks/asr/decoder_metrics.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 3

id: 2844
unit: def __init__()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 2845
unit: def ComputePredictions()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2846
unit: def ProgramSchedule()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 2847
unit: def GetKeyPhraseStats()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 2848
unit: def Task()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 2849
unit: def _GetSourceInputsAndLabels()
file: lingvo/tasks/asr/model_test_input_generator.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 2850
unit: def DecodeWithTheta()
file: lingvo/tasks/image/classifier.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 2851
unit: def ComputeLoss()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 4

id: 2852
unit: def _ZeroOutFirstTimeStep()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2853
unit: def _PostBeamSearchStepCallback()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 5

id: 2854
unit: def _ZeroOutFirstTimeStep()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 2855
unit: def _EvalParams()
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id: 2856
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id: 2857
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id: 2858
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id: 2861
unit: def Train()
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id: 2864
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id: 2871
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id: 2880
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id: 2908
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id: 2909
unit: def RestoreFromPath()
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id: 2912
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id: 2914
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id: 2915
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id: 2917
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id: 2921
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id: 2928
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id: 2947
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id: 2948
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id: 2949
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id: 2950
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id: 2951
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id: 2952
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id: 2987
unit: def clip_by_value()
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id: 2988
unit: def CheckShapes()
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id: 2989
unit: def SigmoidCrossEntropyFocalLoss()
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id: 2990
unit: def GetProcessedCheckpoints()
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id: 2991
unit: def MergeDictsWithValueCheck()
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id: 2992
unit: def _FromGlobal()
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id: 2993
unit: def Sample()
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id: 2994
unit: def _BuildSave()
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id: 2995
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id: 2996
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id: 3001
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id: 3002
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id: 3007
unit: def assign_add()
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id: 3008
unit: def assign_sub()
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id: 3009
unit: def _RetrieveAndSplitGates()
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id: 3010
unit: def PostTrainingStepUpdate()
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unit: def Params()
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id: 3014
unit: def get_session()
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id: 3015
unit: def __init__()
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id: 3016
unit: def __setitem__()
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id: 3017
unit: def ToNestedDict()
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McCabe index: 5
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id: 3018
unit: def GetItem()
file: lingvo/core/nested_map.py
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id: 3019
unit: def Params()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
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id: 3020
unit: def ApplyPruning()
file: lingvo/core/pruning_utils.py
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McCabe index: 3
number of parameters: 7

id: 3021
unit: def GetOverWriteGlobalStep()
file: lingvo/core/gpipe.py
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McCabe index: 3
number of parameters: 1

id: 3022
unit: def _child_variable_scope_override()
file: lingvo/core/gpipe.py
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McCabe index: 3
number of parameters: 1

id: 3023
unit: def _fallback_to_diagonal_for_shape()
file: lingvo/core/distributed_shampoo.py
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size: 8 LOC
McCabe index: 10
number of parameters: 2

id: 3024
unit: def ToTensorShape()
file: lingvo/core/tshape.py
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McCabe index: 4
number of parameters: 1

id: 3025
unit: def GetMeta()
file: lingvo/core/datasource.py
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McCabe index: 2
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id: 3026
unit: def __init__()
file: lingvo/core/datasource.py
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McCabe index: 2
number of parameters: 2

id: 3027
unit: def GetNext()
file: lingvo/core/datasource.py
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McCabe index: 4
number of parameters: 1

id: 3028
unit: def __init__()
file: lingvo/core/quant_test_lib.py
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McCabe index: 1
number of parameters: 2

id: 3029
unit: def __init__()
file: lingvo/core/graddrop.py
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size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 3030
unit: def ToAverageMetrics()
file: lingvo/core/metrics.py
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size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 3031
unit: def __init__()
file: lingvo/core/metrics.py
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number of parameters: 3

id: 3032
unit: def __init__()
file: lingvo/core/metrics.py
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McCabe index: 2
number of parameters: 3

id: 3033
unit: def __init__()
file: lingvo/core/reversible_layers.py
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McCabe index: 1
number of parameters: 2

id: 3034
unit: def native_to_unicode()
file: lingvo/core/ml_perf_bleu_metric.py
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McCabe index: 3
number of parameters: 1

id: 3035
unit: def _IsDefinableParameter()
file: lingvo/core/inspect_utils.py
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size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 3036
unit: def __init__()
file: lingvo/core/rnn_layers.py
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McCabe index: 1
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id: 3037
unit: def Params()
file: lingvo/core/rnn_layers.py
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McCabe index: 1
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id: 3038
unit: def Params()
file: lingvo/core/rnn_layers.py
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McCabe index: 1
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id: 3039
unit: def __new__()
file: lingvo/core/base_layer.py
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size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 3040
unit: def tpu_number_of_shards()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 1

id: 3041
unit: def CreateDatasource()
file: lingvo/core/base_input_generator.py
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size: 8 LOC
McCabe index: 4
number of parameters: 1

id: 3042
unit: def InfeedBatchSize()
file: lingvo/core/base_input_generator.py
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size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 3043
unit: def FProp()
file: lingvo/core/step.py
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size: 8 LOC
McCabe index: 2
number of parameters: 6

id: 3044
unit: def ZeroState()
file: lingvo/core/step.py
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size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 3045
unit: def BeamSearchDecodeBiased()
file: lingvo/core/base_decoder.py
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size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 3046
unit: def ComputeContextVectorWithSource()
file: lingvo/core/attention.py
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size: 8 LOC
McCabe index: 1
number of parameters: 7

id: 3047
unit: def AddGlobalVN()
file: lingvo/core/attention.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3048
unit: def ZeroAttentionState()
file: lingvo/core/attention.py
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McCabe index: 1
number of parameters: 3

id: 3049
unit: def ZeroAttentionState()
file: lingvo/core/attention.py
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size: 8 LOC
McCabe index: 2
number of parameters: 3

id: 3050
unit: def _MakeTfExample()
file: lingvo/tools/create_asr_features.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 3051
unit: def _GetVocabulary()
file: lingvo/tools/bpe_word_tokenizer.py
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end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 3052
unit: def main()
file: lingvo/tools/bpe_word_tokenizer.py
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size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 3053
unit: def _PrintMeanVar()
file: lingvo/tools/compute_stats.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3054
unit: def FProp()
file: lingvo/tasks/milan/tf_hub_layers.py
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end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 3

id: 3055
unit: def Params()
file: lingvo/tasks/milan/tools/prepare_coco.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3056
unit: def GetFromNestedMapOrDie()
file: lingvo/tasks/milan/utils.py
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size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 3057
unit: def __call__()
file: lingvo/tasks/milan/utils.py
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McCabe index: 3
number of parameters: 2

id: 3058
unit: def InferBatchSize()
file: lingvo/tasks/milan/utils.py
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McCabe index: 2
number of parameters: 1

id: 3059
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3060
unit: def _RandomUniformSampleCenters()
file: lingvo/tasks/car/input_preprocessors.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3061
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 3
number of parameters: 2

id: 3062
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 1
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id: 3063
unit: def NumAnchors()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 1
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id: 3064
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 1
number of parameters: 1

id: 3065
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 2
number of parameters: 2

id: 3066
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 1
number of parameters: 1

id: 3067
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 4
number of parameters: 2

id: 3068
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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McCabe index: 4
number of parameters: 2

id: 3069
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3070
unit: int Get()
file: lingvo/tasks/car/ops/ps_utils.cc
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end line: 157
size: 8 LOC
McCabe index: 2
number of parameters: 0

id: 3071
unit: int Get()
file: lingvo/tasks/car/ops/ps_utils.cc
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end line: 196
size: 8 LOC
McCabe index: 2
number of parameters: 0

id: 3072
unit: float Box2D::IoU()
file: lingvo/tasks/car/ops/image_metrics.cc
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end line: 53
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 3073
unit: def NeighborSquaredDistanceMatrix()
file: lingvo/tasks/car/car_lib.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3074
unit: def DecodeFinalize()
file: lingvo/tasks/car/point_detector.py
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size: 8 LOC
McCabe index: 4
number of parameters: 2

id: 3075
unit: def Discretize()
file: lingvo/tasks/car/breakdown_metric.py
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size: 8 LOC
McCabe index: 5
number of parameters: 2

id: 3076
unit: def _Activation()
file: lingvo/tasks/car/builder_lib.py
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McCabe index: 3
number of parameters: 3

id: 3077
unit: def _Par()
file: lingvo/tasks/car/builder_lib.py
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McCabe index: 3
number of parameters: 4

id: 3078
unit: def _GetValue()
file: lingvo/tasks/car/builder_lib.py
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McCabe index: 2
number of parameters: 4

id: 3079
unit: def _ConcatPointsToFeatures()
file: lingvo/tasks/car/builder_lib.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3080
unit: def Shape()
file: lingvo/tasks/car/input_extractor.py
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McCabe index: 2
number of parameters: 1

id: 3081
unit: def _EvaluateIfNecessary()
file: lingvo/tasks/car/ap_metric.py
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size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 3082
unit: def _configure_input()
file: lingvo/tasks/car/params/waymo.py
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size: 8 LOC
McCabe index: 2
number of parameters: 3

id: 3083
unit: def _configure_input()
file: lingvo/tasks/car/params/waymo.py
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size: 8 LOC
McCabe index: 2
number of parameters: 3

id: 3084
unit: def _configure_evaler_input()
file: lingvo/tasks/car/params/kitti.py
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size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 3085
unit: def _configure_trainer_input()
file: lingvo/tasks/car/params/kitti.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3086
unit: def _GetSteps()
file: lingvo/tasks/car/lr_util.py
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size: 8 LOC
McCabe index: 1
number of parameters: 4

id: 3087
unit: def Shape()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3088
unit: def DType()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3089
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3090
unit: def FeatureMap()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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McCabe index: 3
number of parameters: 1

id: 3091
unit: def Shape()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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McCabe index: 2
number of parameters: 1

id: 3092
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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McCabe index: 1
number of parameters: 1

id: 3093
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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McCabe index: 1
number of parameters: 2

id: 3094
unit: def Contract()
file: lingvo/tasks/car/pillars.py
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McCabe index: 1
number of parameters: 4

id: 3095
unit: def Backbone()
file: lingvo/tasks/car/pillars.py
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size: 8 LOC
McCabe index: 1
number of parameters: 5

id: 3096
unit: def BBoxesCentroid()
file: lingvo/tasks/car/geometry.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3097
unit: def GetConfigFromParams()
file: lingvo/tasks/asr/frontend.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3098
unit: def ComputeNormalizedWER()
file: lingvo/tasks/asr/decoder_metrics.py
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end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 3099
unit: def Params()
file: lingvo/tasks/asr/fusion.py
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McCabe index: 1
number of parameters: 1

id: 3100
unit: def UpdateTargetVocabSize()
file: lingvo/tasks/asr/decoder.py
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size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 3101
unit: def _InitAttention()
file: lingvo/tasks/asr/decoder.py
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size: 8 LOC
McCabe index: 1
number of parameters: 3

id: 3102
unit: def SingleDecodeStep()
file: lingvo/tasks/asr/decoder.py
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McCabe index: 1
number of parameters: 7

id: 3103
unit: def TxtPreprocess()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
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end line: 0
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McCabe index: 3
number of parameters: 1

id: 3104
unit: def GetBreakdownWER()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
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end line: 0
size: 8 LOC
McCabe index: 2
number of parameters: 1

id: 3105
unit: def PreprocessTxtBeforeWER()
file: lingvo/tasks/asr/tools/simple_wer.py
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end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 1

id: 3106
unit: def GenerateSummaryFromErrs()
file: lingvo/tasks/asr/tools/simple_wer.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3107
unit: def SetRnnCellNodes()
file: lingvo/tasks/asr/decoder_utils.py
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end line: 0
size: 8 LOC
McCabe index: 4
number of parameters: 2

id: 3108
unit: def Task()
file: lingvo/tasks/asr/params/librispeech.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3109
unit: def Params()
file: lingvo/tasks/image/input_generator.py
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McCabe index: 1
number of parameters: 1

id: 3110
unit: def Params()
file: lingvo/tasks/image/input_generator.py
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end line: 0
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McCabe index: 1
number of parameters: 1

id: 3111
unit: def TopKAccuracy()
file: lingvo/tasks/image/classifier.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 4

id: 3112
unit: def _CreateProjection()
file: lingvo/tasks/mt/decoder.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 5

id: 3113
unit: def ComputePredictions()
file: lingvo/tasks/mt/decoder.py
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end line: 0
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McCabe index: 1
number of parameters: 6

id: 3114
unit: def _ComputeInputs()
file: lingvo/tasks/mt/encoder.py
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size: 8 LOC
McCabe index: 2
number of parameters: 4

id: 3115
unit: def Train()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3116
unit: def _MaskWords()
file: lingvo/tasks/mt/input_generator.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 4

id: 3117
unit: def zero_state()
file: lingvo/tasks/lm/layers.py
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size: 8 LOC
McCabe index: 5
number of parameters: 3

id: 3118
unit: def __init__()
file: lingvo/tasks/lm/layers.py
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size: 8 LOC
McCabe index: 2
number of parameters: 2

id: 3119
unit: def __init__()
file: lingvo/tasks/lm/model.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3120
unit: def _TrimIfPossible()
file: lingvo/tasks/lm/model.py
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size: 8 LOC
McCabe index: 4
number of parameters: 5

id: 3121
unit: def Test()
file: lingvo/tasks/lm/params/one_billion_wds.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3122
unit: def Test()
file: lingvo/tasks/lm/params/one_billion_wds.py
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size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3123
unit: def Task()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
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end line: 0
size: 8 LOC
McCabe index: 1
number of parameters: 1

id: 3124
unit: def __init__()
file: lingvo/tasks/lm/input_generator.py
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end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 3125
unit: def __init__()
file: lingvo/tasks/lm/tokenizer.py
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size: 8 LOC
McCabe index: 1
number of parameters: 2

id: 3126
unit: def GetClass()
file: lingvo/model_registry.py
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end line: 0
size: 8 LOC
McCabe index: 3
number of parameters: 2

id: 3127
unit: def Cleanup()
file: docker/run_distributed.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 0

id: 3128
unit: def summarize_tf2_status()
file: lingvo/compat.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3129
unit: def __init__()
file: lingvo/compat.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 3130
unit: def ShouldStopAndMaybeReport()
file: lingvo/base_trial.py
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end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 3

id: 3131
unit: def _TrainerFinished()
file: lingvo/base_runner.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3132
unit: def run_eval_one_step()
file: lingvo/jax/model_utils.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 3133
unit: def opt_state_sharding_spec()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3134
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3135
unit: def __init__()
file: lingvo/jax/layers/quantizer.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3136
unit: def look_up()
file: lingvo/jax/layers/quantizer.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 3137
unit: def fprop()
file: lingvo/jax/layers/conformers.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 3138
unit: def Params()
file: lingvo/jax/layers/activations.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3139
unit: def fprop()
file: lingvo/jax/layers/vanillanets.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 3140
unit: def Params()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3141
unit: def _cap_logits()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3142
unit: def fprop()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 3143
unit: def compute_moments()
file: lingvo/jax/layers/normalizations.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3144
unit: def Params()
file: lingvo/jax/layers/normalizations.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3145
unit: def Params()
file: lingvo/jax/layers/poolings.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3146
unit: def fprop()
file: lingvo/jax/layers/poolings.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 3147
unit: def compute_attention_masks_for_extend_step()
file: lingvo/jax/layers/transformers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3148
unit: def fprop()
file: lingvo/jax/layers/convolutions.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 3149
unit: def remove_dim()
file: lingvo/jax/gshard_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3150
unit: def __init__()
file: lingvo/jax/model.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3151
unit: def _unzip2()
file: lingvo/jax/py_utils.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3152
unit: def extract_keys()
file: lingvo/jax/py_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 3153
unit: def _get_batch()
file: lingvo/jax/base_input.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3154
unit: def reset()
file: lingvo/jax/base_input.py
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end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 1

id: 3155
unit: def _get_step()
file: lingvo/jax/eval.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 3156
unit: def decode_pmap_model()
file: lingvo/jax/eval.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3157
unit: def decode_once_spmd_model()
file: lingvo/jax/eval.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3158
unit: def num_samples()
file: lingvo/jax/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3159
unit: def train_step_single_learner()
file: lingvo/jax/trainer_lib.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3160
unit: def shard_on_batch_dim_partition_spec()
file: lingvo/jax/trainer_lib.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3161
unit: def __init__()
file: lingvo/jax/learners.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3162
unit: def globally_use_rbg_prng_key()
file: lingvo/jax/main.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3163
unit: def scaled_orthogonal()
file: lingvo/jax/base_layer.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 3164
unit: def namespace()
file: lingvo/jax/base_layer.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3165
unit: def _base_layer_func_wrapper()
file: lingvo/jax/base_layer.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3166
unit: def path()
file: lingvo/jax/base_layer.py
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end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 1

id: 3167
unit: def _check_name()
file: lingvo/jax/base_layer.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3168
unit: def register_model()
file: lingvo/jax/model_registry.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3169
unit: def save_checkpoint()
file: lingvo/jax/checkpoints.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 0

id: 3170
unit: def Params()
file: lingvo/jax/schedules.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3171
unit: def value()
file: lingvo/jax/schedules.py
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end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3172
unit: def OutputShape()
file: lingvo/core/layers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 3173
unit: def Params()
file: lingvo/core/layers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3174
unit: def __init__()
file: lingvo/core/layers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3175
unit: def Params()
file: lingvo/core/layers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3176
unit: def AddGlobalVN()
file: lingvo/core/layers.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3177
unit: def SimpleLogits()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 3178
unit: def FProp()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 6

id: 3179
unit: def FProp()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 3180
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3181
unit: def __init__()
file: lingvo/core/layers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3182
unit: def __init__()
file: lingvo/core/layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3183
unit: def Run()
file: lingvo/core/predictor_runner_base.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 3184
unit: def ProgramSchedule()
file: lingvo/core/base_model_params.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3185
unit: def GetActivations()
file: lingvo/core/tpu_embedding_layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3186
unit: def Save()
file: lingvo/core/checkpointer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 3187
unit: def _StringsToIdsImpl()
file: lingvo/core/tokenizers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 3188
unit: def Params()
file: lingvo/core/tokenizers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3189
unit: def _StringsToIdsImpl()
file: lingvo/core/tokenizers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 3190
unit: def __init__()
file: lingvo/core/tokenizers.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3191
unit: def RelShift()
file: lingvo/core/attention_util.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3192
unit: def augment_weight()
file: lingvo/core/spectrum_augmenter.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3193
unit: def TrackQTensor()
file: lingvo/core/quant_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 3194
unit: def ToAqtActActInputs()
file: lingvo/core/quant_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 3195
unit: def GetQuantizedEndRange()
file: lingvo/core/quant_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 3196
unit: def QuantizeTensors()
file: lingvo/core/quant_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 4

id: 3197
unit: def _SummarizeTensor()
file: lingvo/core/quant_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3198
unit: def _get_var_from_collection()
file: lingvo/core/gshard_layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 2

id: 3199
unit: def Params()
file: lingvo/core/gshard_layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3200
unit: def __init__()
file: lingvo/core/gshard_layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3201
unit: def FProp()
file: lingvo/core/gshard_layers.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 3202
unit: def Params()
file: lingvo/core/repeat_layer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3203
unit: def _child_variable_scope_override()
file: lingvo/core/repeat_layer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 1

id: 3204
unit: def __init__()
file: lingvo/core/gshard_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 3205
unit: def AddLeadingDims()
file: lingvo/core/gshard_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3206
unit: def RemoveLeadingDims()
file: lingvo/core/gshard_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3207
unit: def is_replicated()
file: lingvo/core/gshard_utils.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 6
number of parameters: 1

id: 3208
unit: def _load_graph_from_inference_graph()
file: lingvo/core/predictor.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3209
unit: def _run_with_valid_session()
file: lingvo/core/predictor.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 4

id: 3210
unit: def _CapLogits()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3211
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3212
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3213
unit: def _CombineContext()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 3214
unit: def __init__()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3215
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3216
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3217
unit: def FPropMeta()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 3218
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3219
unit: def Params()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3220
unit: def _DefaultLN()
file: lingvo/core/batch_major_attention.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3221
unit: def SetFPropDtype()
file: lingvo/core/conformer_layer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 4
number of parameters: 3

id: 3222
unit: def SetFPropDtype()
file: lingvo/core/conformer_layer.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 3223
unit: def AddSubplot()
file: lingvo/core/plot.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 4

id: 3224
unit: def _RenderOneMatplotlibFigure()
file: lingvo/core/plot.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 3225
unit: def Curve()
file: lingvo/core/plot.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 6

id: 3226
unit: def Value()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3227
unit: def Value()
file: lingvo/core/schedule.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3228
unit: def Value()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3229
unit: def Params()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3230
unit: def Value()
file: lingvo/core/schedule.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3231
unit: bool Next()
file: lingvo/core/ops/record_yielder.cc
start line: 300
end line: 306
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3232
unit: explicit BestStepOp()
file: lingvo/core/ops/best_step_op_kernels.cc
start line: 37
end line: 43
size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3233
unit: bool IdsMatchUpToIndex()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 39
end line: 45
size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 3234
unit: void MakePreconditionerCaptainOptionsFromContext()
file: lingvo/core/ops/preconditioner_op_kernels.cc
start line: 35
end line: 41
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3235
unit: void WeightedMixRecordYielder::Close()
file: lingvo/core/ops/weighted_mix_record_yielder.cc
start line: 62
end line: 68
size: 7 LOC
McCabe index: 2
number of parameters: 0

id: 3236
unit: def _Var()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 4

id: 3237
unit: def Mask()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3238
unit: def Repeat()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 5

id: 3239
unit: def _LNNoScale()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3240
unit: def Split()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 3241
unit: def _ReshapeM()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 3242
unit: def _LN()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3243
unit: def _attention_output_hdm_w_split()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3244
unit: def _CapLogits()
file: lingvo/core/gshard_builder.py
start line: 0
end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3245
unit: def _num_output_proj_weights()
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id: 3247
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id: 3298
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id: 3299
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file: lingvo/core/batch_utils.py
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file: lingvo/core/base_layer.py
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file: lingvo/core/inference_graph_exporter.py
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id: 3330
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file: lingvo/core/stream_step_test_base.py
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id: 3339
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file: lingvo/tasks/milan/common_schema.py
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id: 3376
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id: 3377
unit: def _ComputeFinalMetrics()
file: lingvo/tasks/car/ap_metric.py
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size: 7 LOC
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id: 3378
unit: def DrawHeadingTriangle()
file: lingvo/tasks/car/summary.py
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id: 3379
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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McCabe index: 1
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id: 3380
unit: def _Upsample()
file: lingvo/tasks/car/pillars.py
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id: 3381
unit: def Detector()
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id: 3382
unit: def _BroadcastMatmul()
file: lingvo/tasks/car/geometry.py
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McCabe index: 1
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id: 3383
unit: def _BBoxArea()
file: lingvo/tasks/car/geometry.py
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McCabe index: 1
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id: 3384
unit: def TargetTransforms()
file: lingvo/tasks/car/geometry.py
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McCabe index: 1
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id: 3385
unit: def GetRefIds()
file: lingvo/tasks/asr/metrics_calculator.py
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id: 3386
unit: def _CreateAtten()
file: lingvo/tasks/asr/decoder.py
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id: 3387
unit: def CreateTargetInfoMisc()
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McCabe index: 2
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id: 3388
unit: def AddAdditionalDecoderSummaries()
file: lingvo/tasks/asr/decoder.py
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id: 3389
unit: def _ComputeDecoderMetrics()
file: lingvo/tasks/asr/model.py
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id: 3390
unit: def ProgramSchedule()
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id: 3391
unit: def _CommonInputParams()
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id: 3392
unit: def _CommonInputParams()
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McCabe index: 2
number of parameters: 2

id: 3393
unit: def SampleIds()
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size: 7 LOC
McCabe index: 2
number of parameters: 1

id: 3394
unit: def Params()
file: lingvo/tasks/image/classifier.py
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id: 3395
unit: def ComputePredictions()
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id: 3396
unit: def __init__()
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id: 3397
unit: def __init__()
file: lingvo/tasks/mt/decoder.py
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id: 3398
unit: def _child_variable_scope_override()
file: lingvo/tasks/mt/decoder.py
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id: 3399
unit: def ApplyDropout()
file: lingvo/tasks/mt/decoder.py
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McCabe index: 4
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id: 3400
unit: def _child_variable_scope_override()
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id: 3401
unit: def AddExtraDecodingInfo()
file: lingvo/tasks/mt/decoder.py
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id: 3402
unit: def _child_variable_scope_override()
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id: 3403
unit: def Params()
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id: 3404
unit: def _EncoderDevice()
file: lingvo/tasks/mt/model.py
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McCabe index: 2
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id: 3405
unit: def _DecoderDevice()
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McCabe index: 2
number of parameters: 1

id: 3406
unit: def Dev()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3407
unit: def Test()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3408
unit: def _ScaledBatchSize()
file: lingvo/tasks/mt/input_generator.py
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size: 7 LOC
McCabe index: 4
number of parameters: 1

id: 3409
unit: def _GenerateNoiseSents()
file: lingvo/tasks/mt/input_generator.py
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end line: 0
size: 7 LOC
McCabe index: 3
number of parameters: 3

id: 3410
unit: def _TrimIfPossibleThenTranspose()
file: lingvo/tasks/lm/model.py
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size: 7 LOC
McCabe index: 3
number of parameters: 2

id: 3411
unit: def __init__()
file: lingvo/eager_runners.py
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size: 7 LOC
McCabe index: 2
number of parameters: 3

id: 3412
unit: def RunEvalerOnce()
file: lingvo/trainer.py
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size: 7 LOC
McCabe index: 1
number of parameters: 1

id: 3413
unit: def _GetSourceInfo()
file: lingvo/model_registry.py
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size: 7 LOC
McCabe index: 2
number of parameters: 2

id: 3414
unit: def _RunDocker()
file: docker/run_distributed.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3415
unit: def _RunDockerOrDie()
file: docker/run_distributed.py
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size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3416
unit: def InitFiles()
file: docker/run_distributed.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 3417
unit: def MakeFlagClusterSpec()
file: docker/run_distributed.py
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size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3418
unit: def catch_post_mortem()
file: lingvo/pdb_wrapper.py
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size: 6 LOC
McCabe index: 2
number of parameters: 0

id: 3419
unit: def _CreateCheckpointer()
file: lingvo/base_runner.py
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McCabe index: 3
number of parameters: 4

id: 3420
unit: def _FormatStatusMessage()
file: lingvo/base_runner.py
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size: 6 LOC
McCabe index: 4
number of parameters: 3

id: 3421
unit: def _GetSession()
file: lingvo/base_runner.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3422
unit: def _WriteInputDataStatSummaries()
file: lingvo/base_runner.py
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size: 6 LOC
McCabe index: 3
number of parameters: 3

id: 3423
unit: def get_model()
file: lingvo/jax/model_utils.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3424
unit: def _get_latent_embedding()
file: lingvo/jax/layers/quantizer.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3425
unit: def fprop()
file: lingvo/jax/layers/linears.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3426
unit: def fprop()
file: lingvo/jax/layers/linears.py
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size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3427
unit: def get_logits()
file: lingvo/jax/layers/embedding_softmax.py
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end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 3

id: 3428
unit: def compute_z_loss()
file: lingvo/jax/layers/embedding_softmax.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3429
unit: def Params()
file: lingvo/jax/layers/embedding_softmax.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3430
unit: def Params()
file: lingvo/jax/layers/losses.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3431
unit: def causal_segment_mask()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3432
unit: def create_layer_variables()
file: lingvo/jax/layers/attentions.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3433
unit: def sequence_mask()
file: lingvo/jax/layers/ctc_objectives.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3434
unit: def fprop()
file: lingvo/jax/layers/normalizations.py
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size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3435
unit: def init_states()
file: lingvo/jax/layers/transformers.py
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size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 3436
unit: def init_states()
file: lingvo/jax/layers/transformers.py
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McCabe index: 1
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id: 3437
unit: def init_states()
file: lingvo/jax/layers/transformers.py
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size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 3438
unit: def new_state()
file: lingvo/jax/train_states.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3439
unit: def write_model_structure()
file: lingvo/jax/summary_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3440
unit: def write_total_num_params()
file: lingvo/jax/summary_utils.py
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McCabe index: 2
number of parameters: 2

id: 3441
unit: def ids_to_strings()
file: lingvo/jax/base_input.py
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size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 3442
unit: def decode_step()
file: lingvo/jax/eval.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 3443
unit: def import_all_params()
file: lingvo/jax/model_imports.py
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McCabe index: 3
number of parameters: 1

id: 3444
unit: def _ensure_shape()
file: lingvo/jax/tasks/lm/input_generator.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3445
unit: def _synchronize_vars_using_mean()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3446
unit: def WriteKeyValuePairs()
file: lingvo/jax/io_utils.py
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McCabe index: 2
number of parameters: 3

id: 3447
unit: def with_sharding_constraint()
file: lingvo/jax/base_layer.py
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McCabe index: 3
number of parameters: 2

id: 3448
unit: def scope()
file: lingvo/jax/base_layer.py
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McCabe index: 2
number of parameters: 1

id: 3449
unit: def get_model()
file: lingvo/jax/model_registry.py
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McCabe index: 3
number of parameters: 2

id: 3450
unit: def Append()
file: lingvo/core/early_stop.py
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McCabe index: 2
number of parameters: 3

id: 3451
unit: def _TransformerSetupDeterministicDropout()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3452
unit: def _TransformerSetupDeterministicDropout()
file: lingvo/core/layers_with_gpipe.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3453
unit: def _is_bn_folded()
file: lingvo/core/layers.py
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McCabe index: 4
number of parameters: 1

id: 3454
unit: def _GetBlockDiagonalInitScale()
file: lingvo/core/layers.py
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McCabe index: 2
number of parameters: 4

id: 3455
unit: def _is_bn_folded()
file: lingvo/core/layers.py
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McCabe index: 4
number of parameters: 1

id: 3456
unit: def Params()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3457
unit: def __init__()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3458
unit: def __init__()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3459
unit: def FProp()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3460
unit: def FProp()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3461
unit: def FProp()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3462
unit: def DenseWeights()
file: lingvo/core/layers.py
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McCabe index: 2
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id: 3463
unit: def Params()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3464
unit: def _Dropout()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3465
unit: def _Dropout()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3466
unit: def _GetScaleAndBias()
file: lingvo/core/layers.py
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McCabe index: 2
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id: 3467
unit: def __init__()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3468
unit: def __init__()
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McCabe index: 1
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id: 3469
unit: def Params()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3470
unit: def Params()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 3471
unit: def _ShouldProcessInputId()
file: lingvo/core/predictor_runner_base.py
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McCabe index: 5
number of parameters: 2

id: 3472
unit: def inference_with_bfloat16_var_names()
file: lingvo/core/tpu_embedding_layers.py
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McCabe index: 4
number of parameters: 1

id: 3473
unit: def AddLoadRetrieveOps()
file: lingvo/core/tpu_embedding_layers.py
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size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 3474
unit: def _ValidateTaskScope()
file: lingvo/core/tpu_embedding_layers.py
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McCabe index: 2
number of parameters: 2

id: 3475
unit: def feature_names()
file: lingvo/core/tpu_embedding_layers.py
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McCabe index: 3
number of parameters: 2

id: 3476
unit: def Save()
file: lingvo/core/checkpointer.py
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McCabe index: 1
number of parameters: 3

id: 3477
unit: def RestoreIfNeeded()
file: lingvo/core/checkpointer.py
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McCabe index: 2
number of parameters: 2

id: 3478
unit: def __init__()
file: lingvo/core/tokenizers.py
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McCabe index: 1
number of parameters: 2

id: 3479
unit: def _CheckParams()
file: lingvo/core/tokenizers.py
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McCabe index: 3
number of parameters: 1

id: 3480
unit: def Params()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 1

id: 3481
unit: def FromAqtWeight()
file: lingvo/core/quant_utils.py
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McCabe index: 2
number of parameters: 4

id: 3482
unit: def FromAqtMatmul()
file: lingvo/core/quant_utils.py
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McCabe index: 2
number of parameters: 3

id: 3483
unit: def _GetQDomain()
file: lingvo/core/quant_utils.py
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McCabe index: 2
number of parameters: 2

id: 3484
unit: def GetQDomainParams()
file: lingvo/core/quant_utils.py
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McCabe index: 2
number of parameters: 2

id: 3485
unit: def CreateTensorWithShape()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 5

id: 3486
unit: def __init__()
file: lingvo/core/quant_utils.py
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McCabe index: 3
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id: 3487
unit: def _body()
file: lingvo/core/gshard_layers.py
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McCabe index: 2
number of parameters: 1

id: 3488
unit: def FProp()
file: lingvo/core/gshard_layers.py
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McCabe index: 3
number of parameters: 3

id: 3489
unit: def _Var()
file: lingvo/core/gshard_layers.py
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McCabe index: 1
number of parameters: 3

id: 3490
unit: def _body()
file: lingvo/core/repeat_layer.py
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McCabe index: 2
number of parameters: 1

id: 3491
unit: def SetInplaceUpdate()
file: lingvo/core/scatter_update.py
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McCabe index: 1
number of parameters: 1

id: 3492
unit: def AutoToManualPartitioning()
file: lingvo/core/gshard_utils.py
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McCabe index: 1
number of parameters: 2

id: 3493
unit: def ToXlaOpSharding()
file: lingvo/core/gshard_utils.py
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McCabe index: 2
number of parameters: 1

id: 3494
unit: def _maybe_create_new_session()
file: lingvo/core/predictor.py
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McCabe index: 2
number of parameters: 2

id: 3495
unit: def _AttenContext()
file: lingvo/core/batch_major_attention.py
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McCabe index: 2
number of parameters: 4

id: 3496
unit: def _StreamStepDimensions()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
number of parameters: 2

id: 3497
unit: def SetFPropDtype()
file: lingvo/core/batch_major_attention.py
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McCabe index: 3
number of parameters: 3

id: 3498
unit: def FProp()
file: lingvo/core/batch_major_attention.py
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McCabe index: 2
number of parameters: 4

id: 3499
unit: def FProp()
file: lingvo/core/batch_major_attention.py
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McCabe index: 4
number of parameters: 4

id: 3500
unit: def _Pool()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
number of parameters: 4

id: 3501
unit: def TransformerEncoderStack()
file: lingvo/core/batch_major_attention.py
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McCabe index: 2
number of parameters: 3

id: 3502
unit: def Params()
file: lingvo/core/schedule.py
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McCabe index: 1
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id: 3503
unit: def __init__()
file: lingvo/core/schedule.py
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McCabe index: 2
number of parameters: 2

id: 3504
unit: def Value()
file: lingvo/core/schedule.py
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McCabe index: 1
number of parameters: 1

id: 3505
unit: def Params()
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McCabe index: 1
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id: 3506
unit: def Params()
file: lingvo/core/schedule.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3507
unit: def Params()
file: lingvo/core/schedule.py
start line: 0
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3508
unit: io::RecordReaderOptions ReaderOptions()
file: lingvo/core/ops/record_yielder.cc
start line: 314
end line: 319
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3509
unit: string DebugString()
file: lingvo/core/ops/beam_search_step_op_kernels.h
start line: 46
end line: 51
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 3510
unit: bool operator()
file: lingvo/core/ops/beam_search_step_op_kernels.h
start line: 96
end line: 102
size: 6 LOC
McCabe index: 3
number of parameters: 0

id: 3511
unit: void Shrink()
file: lingvo/core/ops/beam_search_step_op_kernels.h
start line: 233
end line: 239
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 3512
unit: bool all_less_than()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 85
end line: 93
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3513
unit: void SetUpVocab()
file: lingvo/core/ops/simple_vocab.cc
start line: 44
end line: 49
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3514
unit: explicit ComputePreconditionersOp()
file: lingvo/core/ops/preconditioner_op_kernels.cc
start line: 113
end line: 118
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3515
unit: explicit MlPerfSubwordIdToStringOp()
file: lingvo/core/ops/ml_perf_subword_op.cc
start line: 91
end line: 96
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3516
unit: void CopyTensorToMutableOutput()
file: lingvo/core/ops/mass_op.cc
start line: 59
end line: 64
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 3517
unit: def _model_dim_reshape_segments()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 3518
unit: def _AdjustMSplitByName()
file: lingvo/core/gshard_builder.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3519
unit: def _ComputeAttenOutputs()
file: lingvo/core/gshard_builder.py
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size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3520
unit: def _EncNotVisible()
file: lingvo/core/gshard_builder.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3521
unit: def CausalDepthwiseConv()
file: lingvo/core/gshard_builder.py
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size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 3522
unit: def _atten_q_var_heads()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3523
unit: def Params()
file: lingvo/core/layers_with_attention.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3524
unit: def Params()
file: lingvo/core/layers_with_attention.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3525
unit: def sub_key()
file: lingvo/core/layers_with_attention.py
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size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3526
unit: def __init__()
file: lingvo/core/layers_with_attention.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3527
unit: def GetInputBatch()
file: lingvo/core/base_model.py
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size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3528
unit: def _MakeEMAVariablesDict()
file: lingvo/core/base_model.py
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size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 3529
unit: def ConstructFPropBPropGraph()
file: lingvo/core/base_model.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3530
unit: def Params()
file: lingvo/core/base_model.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3531
unit: def ConstructFPropGraph()
file: lingvo/core/base_model.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3532
unit: def Params()
file: lingvo/core/optimizer.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3533
unit: def ApplyPostTrainingLoop()
file: lingvo/core/optimizer.py
start line: 0
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size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3534
unit: def __init__()
file: lingvo/core/bn_layers.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3535
unit: def _apply_dense()
file: lingvo/core/adagraft.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3536
unit: def _resource_apply_dense()
file: lingvo/core/adagraft.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3537
unit: def Params()
file: lingvo/core/conv_layers_with_time_padding.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3538
unit: def LearningRate()
file: lingvo/core/learner.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3539
unit: def _QuoteString()
file: lingvo/core/hyperparams.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3540
unit: def _UnquoteString()
file: lingvo/core/hyperparams.py
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size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 3541
unit: def _ToString()
file: lingvo/core/hyperparams.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3542
unit: def Get()
file: lingvo/core/hyperparams.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3543
unit: def ToTextWithTypes()
file: lingvo/core/hyperparams.py
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size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3544
unit: def GetPlacer()
file: lingvo/core/cluster.py
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size: 6 LOC
McCabe index: 4
number of parameters: 2

id: 3545
unit: def add_summary()
file: lingvo/core/cluster.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3546
unit: def Params()
file: lingvo/core/trainer_test_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3547
unit: def Params()
file: lingvo/core/trainer_test_utils.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3548
unit: def GetSize()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 1

id: 3549
unit: def IsCompatible()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3550
unit: def __call__()
file: lingvo/core/py_utils.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3551
unit: def XavierWithFixupParams()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 3552
unit: def UnitTestSessionScope()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3553
unit: def OpportunisticVariableReuseScope()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3554
unit: def DisableVariableNameChecking()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3555
unit: def TaskCallScope()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3556
unit: def VariableRenameScope()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3557
unit: def VariableListDtypeRegexScope()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3558
unit: def FindDataType()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 1

id: 3559
unit: def VariableCreatorScope()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3560
unit: def GlobalStepContext()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3561
unit: def SampleStep()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3562
unit: def _EnsureMatrixShape()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3563
unit: def _SharedRendezvousScope()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3564
unit: def TfFunctionScope()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3565
unit: def TpuSummaryTensorContext()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 3566
unit: def GetTpuSummaryTensors()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 0

id: 3567
unit: def BlockDiagonalMatmul()
file: lingvo/core/py_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3568
unit: def UpdateProcessedCheckpoints()
file: lingvo/core/py_utils.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3569
unit: def FProp()
file: lingvo/core/self_attention_layer.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 3570
unit: def Params()
file: lingvo/core/task_scheduler.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3571
unit: def _GetState()
file: lingvo/core/saver.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3572
unit: def _SaveSync()
file: lingvo/core/saver.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3573
unit: def FProp()
file: lingvo/core/steps/embedding_steps.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 6

id: 3574
unit: def Params()
file: lingvo/core/steps/attention_steps.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3575
unit: def FProp()
file: lingvo/core/builder_layers.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3576
unit: def _body()
file: lingvo/core/builder_layers.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3577
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3578
unit: def Params()
file: lingvo/core/builder_layers.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3579
unit: def _MaybeConsumeSymbol()
file: lingvo/core/builder_layers.py
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end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3580
unit: def Params()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3581
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3582
unit: def get_caller()
file: lingvo/core/ml_perf_log.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3583
unit: def mlperf_print()
file: lingvo/core/ml_perf_log.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 3584
unit: def _to_manual()
file: lingvo/core/var_tmp_wrappers.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3585
unit: def __init__()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3586
unit: def _Gates()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 3587
unit: def Params()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3588
unit: def _Mix()
file: lingvo/core/rnn_cell.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 3589
unit: def __getitem__()
file: lingvo/core/nested_map.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3590
unit: def __delitem__()
file: lingvo/core/nested_map.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3591
unit: def SquareBracketIndex()
file: lingvo/core/nested_map.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3592
unit: def _ExpandDims()
file: lingvo/core/conv_layers_builder.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3593
unit: def _Squeeze()
file: lingvo/core/conv_layers_builder.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3594
unit: def Params()
file: lingvo/core/gpipe.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3595
unit: def _prepare()
file: lingvo/core/distributed_shampoo.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3596
unit: def _statistics_key_for_partition_and_dim()
file: lingvo/core/distributed_shampoo.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 3597
unit: def Reset()
file: lingvo/core/datasource.py
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size: 6 LOC
McCabe index: 4
number of parameters: 2

id: 3598
unit: def Params()
file: lingvo/core/datasource.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3599
unit: def __init__()
file: lingvo/core/datasource.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3600
unit: def __init__()
file: lingvo/core/metrics.py
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size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 3601
unit: def Update()
file: lingvo/core/metrics.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3602
unit: def Summary()
file: lingvo/core/metrics.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3603
unit: def __init__()
file: lingvo/core/reversible_layers.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3604
unit: def bleu_score()
file: lingvo/core/ml_perf_bleu_metric.py
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size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3605
unit: def _SetDecodeStepsPerLoop()
file: lingvo/core/program.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3606
unit: def _ClearSpecifiedProgram()
file: lingvo/core/program.py
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size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3607
unit: def DefineParams()
file: lingvo/core/inspect_utils.py
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size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 3608
unit: def FProp()
file: lingvo/core/rnn_layers.py
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size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 3609
unit: def _child_variable_scope_override()
file: lingvo/core/rnn_layers.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3610
unit: def _TransformVarsInternal()
file: lingvo/core/base_layer.py
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size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3611
unit: def TransformVarsTempContext()
file: lingvo/core/base_layer.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3612
unit: def PostTrainingStepUpdate()
file: lingvo/core/base_layer.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3613
unit: def _Rep()
file: lingvo/core/builder.py
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size: 6 LOC
McCabe index: 3
number of parameters: 4

id: 3614
unit: def _LN()
file: lingvo/core/builder.py
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size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 3615
unit: def _FC()
file: lingvo/core/builder.py
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size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 3616
unit: def _InputOpBucketingArgs()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3617
unit: def GuaranteeConstGetter()
file: lingvo/core/inference_graph_exporter.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3618
unit: def NoConstGuaranteeScope()
file: lingvo/core/inference_graph_exporter.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 3619
unit: def PrepareExternalInputs()
file: lingvo/core/step.py
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size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3620
unit: def ZeroState()
file: lingvo/core/step.py
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size: 6 LOC
McCabe index: 2
number of parameters: 4

id: 3621
unit: def Params()
file: lingvo/core/step.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3622
unit: def Params()
file: lingvo/core/base_decoder.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3623
unit: def _BatchLookup()
file: lingvo/core/base_decoder.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3624
unit: def _BatchSampleGumbel()
file: lingvo/core/base_decoder.py
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size: 6 LOC
McCabe index: 1
number of parameters: 4

id: 3625
unit: def GreedySearchDecodeWithTheta()
file: lingvo/core/base_decoder.py
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size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3626
unit: def AddGlobalVN()
file: lingvo/core/attention.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3627
unit: def AddGlobalVN()
file: lingvo/core/attention.py
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size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3628
unit: def _child_variable_scope_override()
file: lingvo/core/attention.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3629
unit: def _prepare()
file: lingvo/core/egdd.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3630
unit: def _ListDebugString()
file: lingvo/tools/print_tf_records.py
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end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 2

id: 3631
unit: def __init__()
file: lingvo/tools/compute_stats.py
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size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3632
unit: def get_model_params_as_text()
file: lingvo/tools/compare_params.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3633
unit: def decoder_template()
file: lingvo/tools/gke_launch.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 6

id: 3634
unit: def tensorboard_template()
file: lingvo/tools/gke_launch.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3635
unit: def _SummarizeValue()
file: lingvo/runners.py
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size: 6 LOC
McCabe index: 3
number of parameters: 5

id: 3636
unit: def GetDecoderDir()
file: lingvo/runners.py
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size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3637
unit: def _InsertParams()
file: lingvo/model_imports.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3638
unit: def ImageFeatures()
file: lingvo/tasks/milan/common_schema.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3639
unit: def _InferDefaultBatchShapes()
file: lingvo/tasks/milan/dataset_spec.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 4
number of parameters: 1

id: 3640
unit: def meta()
file: lingvo/tasks/milan/dataset_spec.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3641
unit: def __init__()
file: lingvo/tasks/milan/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3642
unit: def PadOrTrimDimension()
file: lingvo/tasks/milan/utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3643
unit: def _child_variable_scope_override()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3644
unit: def Params()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3645
unit: def __init__()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3646
unit: def __init__()
file: lingvo/tasks/milan/params/cxc.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3647
unit: def StartFromCheckpoint()
file: lingvo/tasks/milan/params/dual_encoder_recipe.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3648
unit: def _FilterFeaturesByName()
file: lingvo/tasks/milan/input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3649
unit: def __attrs_post_init__()
file: lingvo/tasks/milan/labels.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3650
unit: def Params()
file: lingvo/tasks/punctuator/input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3651
unit: def _GetSequenceLength()
file: lingvo/tasks/punctuator/input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3652
unit: def _GetApplyPointMaskFn()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3653
unit: def _Dense()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3654
unit: def TransformBatchedFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3655
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3656
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3657
unit: def UpdateAnchorGridParams()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3658
unit: def _Sort()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3659
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3660
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3661
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3662
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3663
unit: void Shrink()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 130
end line: 135
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 3664
unit: void Update()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 199
end line: 204
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3665
unit: float Box2D::Intersection()
file: lingvo/tasks/car/ops/image_metrics.cc
start line: 29
end line: 34
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3666
unit: Vertex IntersectionPoint()
file: lingvo/tasks/car/ops/box_util.cc
start line: 45
end line: 50
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3667
unit: bool Upright3DBox::NonZeroAndValid()
file: lingvo/tasks/car/ops/box_util.cc
start line: 263
end line: 273
size: 6 LOC
McCabe index: 2
number of parameters: 0

id: 3668
unit: def __init__()
file: lingvo/tasks/car/calibration_processing.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3669
unit: def AnnotateKITTIObjectsWithBBox3D()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3670
unit: def _Dense()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3671
unit: def FeatureMap()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3672
unit: def Params()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3673
unit: def _AccumulateCumulative()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 3

id: 3674
unit: def Extrema()
file: lingvo/tasks/car/transform_util.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3675
unit: def IoUThresholds()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3676
unit: def __init__()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3677
unit: def _MLP()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 5

id: 3678
unit: def _DeconvPlain()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 5

id: 3679
unit: def _ParMap()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3680
unit: def _FeaturesMLP()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 5

id: 3681
unit: def Extract()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3682
unit: def MakeRectangle()
file: lingvo/tasks/car/summary.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 5

id: 3683
unit: def _FilterKeepLabels()
file: lingvo/tasks/car/params/waymo.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3684
unit: def KITTITrainSpec()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3685
unit: def __init__()
file: lingvo/tasks/car/starnet.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3686
unit: def _Dense()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3687
unit: def IoUThresholds()
file: lingvo/tasks/car/waymo/waymo_metadata.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3688
unit: def _RemoveChannelDim()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3689
unit: def _GetMelPadding()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3690
unit: def CalculateMetrics()
file: lingvo/tasks/asr/metrics_calculator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 0

id: 3691
unit: def _GetAttenContextDim()
file: lingvo/tasks/asr/decoder.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3692
unit: def Params()
file: lingvo/tasks/asr/decoder.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3693
unit: def FillPaddingPos()
file: lingvo/tasks/asr/eos_normalization.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 3

id: 3694
unit: def GetWER()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3695
unit: def EditDistanceInIds()
file: lingvo/tasks/asr/decoder_utils.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 2

id: 3696
unit: def Dev()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3697
unit: def Devother()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3698
unit: def Test()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3699
unit: def Testother()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3700
unit: def Params()
file: lingvo/tasks/asr/input_generator.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3701
unit: def Params()
file: lingvo/tasks/image/input_generator.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3702
unit: def _Preprocess()
file: lingvo/tasks/image/input_generator.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3703
unit: def Params()
file: lingvo/tasks/image/classifier.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3704
unit: def __init__()
file: lingvo/tasks/image/classifier.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3705
unit: def __init__()
file: lingvo/tasks/mt/model.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3706
unit: def CreateDecoderMetrics()
file: lingvo/tasks/mt/model.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3707
unit: def Params()
file: lingvo/tasks/mt/model.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3708
unit: def ApplyClipping()
file: lingvo/tasks/mt/encoder.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 3

id: 3709
unit: def _child_variable_scope_override()
file: lingvo/tasks/mt/encoder.py
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end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 1

id: 3710
unit: def _CommonInputParams()
file: lingvo/tasks/mt/params/wmtm16_en_de.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3711
unit: def Dev()
file: lingvo/tasks/mt/params/xendec/wmt14_en_de.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3712
unit: def Test()
file: lingvo/tasks/mt/params/xendec/wmt14_en_de.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3713
unit: def _CommonInputParams()
file: lingvo/tasks/mt/params/wmt14_en_de.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3714
unit: def _CommonInputParams()
file: lingvo/tasks/mt/params/wmt14_en_de.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 2

id: 3715
unit: def _GetTaskIds()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3716
unit: def Params()
file: lingvo/tasks/lm/layers.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3717
unit: def Params()
file: lingvo/tasks/lm/layers.py
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end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3718
unit: def Params()
file: lingvo/tasks/lm/model.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3719
unit: def read_file_1_col()
file: lingvo/tasks/lm/tools/gshard_lm_decode.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 3
number of parameters: 1

id: 3720
unit: def Test()
file: lingvo/tasks/lm/params/wiki_bert.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3721
unit: def _GetPaddingValues()
file: lingvo/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3722
unit: def GetExecutorParams()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 1
number of parameters: 1

id: 3723
unit: def RegisterSingleTaskModel()
file: lingvo/model_registry.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3724
unit: def RegisterMultiTaskModel()
file: lingvo/model_registry.py
start line: 0
end line: 0
size: 6 LOC
McCabe index: 2
number of parameters: 2

id: 3725
unit: def stateless_cache_dataset()
file: lingvo/compat.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3726
unit: def _CreateTF2SummaryOps()
file: lingvo/base_runner.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 3727
unit: def _InitializeTF2SummaryWriter()
file: lingvo/base_runner.py
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end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 3728
unit: def _RunTF2SummaryOps()
file: lingvo/base_runner.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 3729
unit: def read_checkpoint_file()
file: lingvo/jax/checkpoint_managers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3730
unit: def checkpoint_filename()
file: lingvo/jax/checkpoint_managers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 3731
unit: def _create_checkpoint_history()
file: lingvo/jax/checkpoint_managers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3732
unit: def _create_checkpoint_manager()
file: lingvo/jax/train.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 3733
unit: def clip_update()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 3734
unit: def apply_lp_regularizer()
file: lingvo/jax/optimizers.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 3735
unit: def skip_mask()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 3
number of parameters: 1

id: 3736
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3737
unit: def adafactor_decay_rate_adam()
file: lingvo/jax/optimizers.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3738
unit: def _apply_mask()
file: lingvo/jax/layers/quantizer.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 3739
unit: def Params()
file: lingvo/jax/layers/linears.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3740
unit: def __init__()
file: lingvo/jax/layers/embedding_softmax.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3741
unit: def fprop()
file: lingvo/jax/layers/losses.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 3742
unit: def __init__()
file: lingvo/jax/layers/ngrammer.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3743
unit: def convert_paddings_to_mask()
file: lingvo/jax/layers/attentions.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3744
unit: def __init__()
file: lingvo/jax/layers/normalizations.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3745
unit: def _get_default_paddings()
file: lingvo/jax/layers/normalizations.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3746
unit: def fprop()
file: lingvo/jax/layers/poolings.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 3747
unit: def extend_step()
file: lingvo/jax/layers/transformers.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 3748
unit: def __init__()
file: lingvo/jax/model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3749
unit: def __init__()
file: lingvo/jax/model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3750
unit: def __init__()
file: lingvo/jax/model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3751
unit: def reshard()
file: lingvo/jax/py_utils.py
start line: 0
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3752
unit: def maybe_unreplicate_gda()
file: lingvo/jax/py_utils.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 3753
unit: def _yield_subtrees()
file: lingvo/jax/summary_utils.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 5

id: 3754
unit: def ids_to_strings()
file: lingvo/jax/base_input.py
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size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 3755
unit: def evaluate()
file: lingvo/jax/eval.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 3756
unit: def evaluate_spmd_model()
file: lingvo/jax/eval.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 3757
unit: def datasets()
file: lingvo/jax/tasks/lm/params/lm_cloud.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3758
unit: def task()
file: lingvo/jax/tasks/lm/params/lm_cloud.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3759
unit: def __init__()
file: lingvo/jax/tasks/lm/input_generator.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 3760
unit: def _num_to_truncate()
file: lingvo/jax/tasks/lm/input_generator.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3761
unit: def _maybe_to_bfloat16()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 3762
unit: def _maybe_zero_out_grad_fn()
file: lingvo/jax/trainer_lib.py
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size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 3763
unit: def apply_gradient()
file: lingvo/jax/learners.py
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id: 3764
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file: lingvo/jax/learners.py
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id: 3765
unit: def _validate_checkpoints()
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McCabe index: 3
number of parameters: 1

id: 3766
unit: def get_summary_type_from_key()
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McCabe index: 3
number of parameters: 1

id: 3767
unit: def add_summary()
file: lingvo/jax/base_layer.py
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McCabe index: 1
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id: 3768
unit: def _get_namespace_stack()
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id: 3769
unit: def __call__()
file: lingvo/jax/base_layer.py
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id: 3770
unit: def fprop()
file: lingvo/jax/base_layer.py
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id: 3771
unit: def fprop_dtype()
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id: 3772
unit: def instantiate()
file: lingvo/jax/base_layer.py
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id: 3773
unit: def get_step_from_checkpoint_asset()
file: lingvo/jax/checkpoints.py
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McCabe index: 2
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id: 3774
unit: def _mkdir_path()
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id: 3775
unit: def Params()
file: lingvo/jax/schedules.py
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id: 3776
unit: def value()
file: lingvo/jax/schedules.py
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id: 3777
unit: def value()
file: lingvo/jax/schedules.py
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id: 3778
unit: def current()
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id: 3779
unit: def _AttentionSetupDeterministicDropout()
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McCabe index: 1
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id: 3780
unit: def _AttentionSetupDeterministicDropout()
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size: 5 LOC
McCabe index: 1
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id: 3781
unit: def Params()
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id: 3782
unit: def Logits()
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id: 3783
unit: def Params()
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id: 3784
unit: def Params()
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id: 3785
unit: def Logits()
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id: 3786
unit: def AddGlobalVN()
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id: 3787
unit: def Params()
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id: 3788
unit: def FProp()
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id: 3789
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id: 3790
unit: def __init__()
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id: 3792
unit: def _GetInputs()
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id: 3793
unit: def __init__()
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id: 3794
unit: def FPropMeta()
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id: 3795
unit: def __init__()
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id: 3796
unit: def Params()
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id: 3797
unit: def Params()
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id: 3798
unit: def __init__()
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id: 3799
unit: def __init__()
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id: 3800
unit: def FProp()
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id: 3801
unit: def __init__()
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id: 3802
unit: def __init__()
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id: 3803
unit: def _OutputFilename()
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id: 3804
unit: def _GetAccumulator()
file: lingvo/core/computation_cost.py
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id: 3805
unit: def SetTaskMode()
file: lingvo/core/tpu_embedding_layers.py
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id: 3806
unit: def __init__()
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id: 3807
unit: def CreateOptimizerSlotVariable()
file: lingvo/core/tpu_embedding_layers.py
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McCabe index: 1
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id: 3808
unit: def _StringToToken()
file: lingvo/core/wpm_encoder.py
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McCabe index: 1
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id: 3809
unit: def Decode()
file: lingvo/core/wpm_encoder.py
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McCabe index: 1
number of parameters: 2

id: 3810
unit: def Restore()
file: lingvo/core/checkpointer.py
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id: 3811
unit: def MaybeSave()
file: lingvo/core/checkpointer.py
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id: 3812
unit: def __init__()
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id: 3813
unit: def _global_seed_from_inputs()
file: lingvo/core/spectrum_augmenter.py
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McCabe index: 1
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id: 3814
unit: def FromAqtActActMatmul()
file: lingvo/core/quant_utils.py
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McCabe index: 2
number of parameters: 3

id: 3815
unit: def _MaybeNarrowToAsymBitDepth()
file: lingvo/core/quant_utils.py
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McCabe index: 2
number of parameters: 3

id: 3816
unit: def __init__()
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McCabe index: 3
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id: 3817
unit: def Params()
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id: 3818
unit: def EinsumWithModelDim()
file: lingvo/core/gshard_layers.py
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size: 5 LOC
McCabe index: 2
number of parameters: 5

id: 3819
unit: def _LoadCheckpoint()
file: lingvo/core/predictor.py
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McCabe index: 1
number of parameters: 3

id: 3820
unit: def _AttenLogits()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
number of parameters: 4

id: 3821
unit: def _StreamAttenLogits()
file: lingvo/core/batch_major_attention.py
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id: 3822
unit: def Params()
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id: 3823
unit: def Params()
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id: 3824
unit: def _GetDeviceOfLayer()
file: lingvo/core/batch_major_attention.py
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id: 3825
unit: def InitStates()
file: lingvo/core/batch_major_attention.py
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id: 3826
unit: def Params()
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McCabe index: 1
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id: 3827
unit: def FPropMeta()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 3828
unit: def FProp()
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id: 3829
unit: def StreamStep()
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id: 3830
unit: def __init__()
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id: 3831
unit: def __init__()
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McCabe index: 3
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id: 3832
unit: def _ExpandDims()
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McCabe index: 1
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id: 3833
unit: def _Squeeze()
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id: 3834
unit: def TransformerEncoderLayer()
file: lingvo/core/batch_major_attention.py
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McCabe index: 1
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id: 3835
unit: def _LConv()
file: lingvo/core/conformer_layer.py
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McCabe index: 2
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id: 3836
unit: def _ComputePaddings()
file: lingvo/core/target_sequence_sampler.py
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McCabe index: 2
number of parameters: 2

id: 3837
unit: def Params()
file: lingvo/core/schedule.py
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id: 3838
unit: def Params()
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id: 3839
unit: def Params()
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id: 3840
unit: def Params()
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unit: def Params()
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unit: def Params()
file: lingvo/core/schedule.py
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id: 3843
unit: explicit LabelToTokenIdOp()
file: lingvo/core/ops/tokenizer_op_headers.h
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 3844
unit: string RecordIterator::StripPrefixFromFilePattern()
file: lingvo/core/ops/record_yielder.cc
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 3845
unit: bool HasFilePattern()
file: lingvo/core/ops/record_yielder.cc
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size: 5 LOC
McCabe index: 4
number of parameters: 1

id: 3846
unit: bool BasicRecordYielder::ShouldFinish()
file: lingvo/core/ops/record_yielder.cc
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 3847
unit: explicit ProcessorFn()
file: lingvo/core/ops/generic_input_op_kernels.cc
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size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 3848
unit: bool operator()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
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id: 3849
unit: explicit PackSingleSequenceOp()
file: lingvo/core/ops/pack_ops.cc
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McCabe index: 1
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id: 3850
unit: bool ToFlushNonEmpty()
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McCabe index: 4
number of parameters: 0

id: 3851
unit: explicit GetPreconditioners()
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McCabe index: 1
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id: 3852
unit: bool BufEnough()
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number of parameters: 0

id: 3853
unit: int32 TokenToId()
file: lingvo/core/ops/simple_vocab.h
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McCabe index: 2
number of parameters: 1

id: 3854
unit: string IdToToken()
file: lingvo/core/ops/ascii_tokenizer.cc
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McCabe index: 2
number of parameters: 1

id: 3855
unit: int32 TokenToId()
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McCabe index: 2
number of parameters: 1

id: 3856
unit: string AsciiTokenizer::ConvertString()
file: lingvo/core/ops/ascii_tokenizer.cc
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McCabe index: 1
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id: 3857
unit: explicit NgramIdToTokenOp()
file: lingvo/core/ops/tokenizer_ops_kernels.cc
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McCabe index: 1
number of parameters: 1

id: 3858
unit: def SetFPropDtype()
file: lingvo/core/gshard_builder.py
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id: 3859
unit: def _DecoderLayerInMapKeys()
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id: 3860
unit: def _EncoderAddRelativeBias()
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id: 3861
unit: def EinsumWithModelDim()
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id: 3862
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id: 3863
unit: def _TrueLN()
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id: 3864
unit: def FProp()
file: lingvo/core/layers_with_attention.py
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id: 3865
unit: def EmbLookup()
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id: 3866
unit: def Params()
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id: 3867
unit: def _FPropTpu()
file: lingvo/core/base_model.py
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McCabe index: 1
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id: 3868
unit: def _BPropForVariables()
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McCabe index: 1
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id: 3869
unit: def DecodeFinalize()
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McCabe index: 2
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id: 3870
unit: def AddEvalMetric()
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McCabe index: 4
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id: 3871
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McCabe index: 4
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id: 3872
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McCabe index: 2
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id: 3873
unit: def FlattenPadding()
file: lingvo/core/recurrent.py
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McCabe index: 2
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id: 3874
unit: def _EmptyAcc()
file: lingvo/core/recurrent.py
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McCabe index: 1
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id: 3875
unit: def _DecorateCellFn()
file: lingvo/core/recurrent.py
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McCabe index: 2
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id: 3876
unit: def _DecorateCellGrad()
file: lingvo/core/recurrent.py
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McCabe index: 2
number of parameters: 2

id: 3877
unit: def _IsSingleTimeStep()
file: lingvo/core/recurrent.py
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McCabe index: 4
number of parameters: 1

id: 3878
unit: def _RecurrentSingleTimeStep()
file: lingvo/core/recurrent.py
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McCabe index: 1
number of parameters: 4

id: 3879
unit: def VarReuseForSlotVars()
file: lingvo/core/optimizer.py
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McCabe index: 2
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id: 3880
unit: def GetOptimizer()
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McCabe index: 2
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id: 3881
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McCabe index: 1
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id: 3883
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McCabe index: 1
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id: 3884
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McCabe index: 1
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id: 3885
unit: def FPropMeta()
file: lingvo/core/activations.py
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McCabe index: 1
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id: 3886
unit: def __init__()
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McCabe index: 1
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id: 3887
unit: def FPropMeta()
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McCabe index: 1
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id: 3888
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McCabe index: 1
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id: 3889
unit: def FPropMeta()
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McCabe index: 1
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id: 3890
unit: def FPropMeta()
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McCabe index: 1
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id: 3891
unit: def ComputeExplicitPaddingForCausalConv()
file: lingvo/core/conv_layers_with_time_padding.py
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McCabe index: 5
number of parameters: 2

id: 3892
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McCabe index: 1
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id: 3893
unit: def _GetWeightShape()
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McCabe index: 1
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id: 3894
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file: lingvo/core/sendrecv.py
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id: 3895
unit: def __init__()
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id: 3896
unit: def __init__()
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id: 3897
unit: def __exit__()
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id: 3898
unit: def __init__()
file: lingvo/core/hyperparams.py
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id: 3899
unit: def next_seed()
file: lingvo/core/favor_attention.py
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id: 3900
unit: def chunked_causal_numerator()
file: lingvo/core/favor_attention.py
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McCabe index: 1
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id: 3901
unit: def chunked_causal_denominator()
file: lingvo/core/favor_attention.py
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size: 5 LOC
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id: 3902
unit: def __init__()
file: lingvo/core/cluster.py
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id: 3903
unit: def __init__()
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id: 3904
unit: def ProcessFPropResults()
file: lingvo/core/trainer_test_utils.py
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id: 3905
unit: def __init__()
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id: 3906
unit: def ProcessFPropResults()
file: lingvo/core/trainer_test_utils.py
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id: 3907
unit: def Assert()
file: lingvo/core/py_utils.py
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id: 3908
unit: def assert_equal()
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id: 3909
unit: def assert_greater_equal()
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id: 3910
unit: def assert_greater()
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id: 3911
unit: def assert_less_equal()
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id: 3912
unit: def assert_less()
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id: 3913
unit: def assert_same_dim0()
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id: 3914
unit: def _Save()
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id: 3915
unit: def GetRank()
file: lingvo/core/py_utils.py
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id: 3916
unit: def tpu_host()
file: lingvo/core/py_utils.py
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id: 3917
unit: def SetTpuDeviceAssignment()
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id: 3918
unit: def __init__()
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id: 3919
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id: 3920
unit: def MaybePinVarsToCpu()
file: lingvo/core/py_utils.py
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id: 3921
unit: def MaybeOpportunisticVariableReuse()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 2

id: 3922
unit: def _DeterministicRandomNormalInitializer()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 3923
unit: def _DeterministicRandomUniformInitializer()
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McCabe index: 1
number of parameters: 3

id: 3924
unit: def _DeterministicRandomTruncatedNormalInitializer()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 3925
unit: def LogMultiLines()
file: lingvo/core/py_utils.py
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id: 3926
unit: def SkipNoneGradients()
file: lingvo/core/py_utils.py
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id: 3927
unit: def GetStepSeed()
file: lingvo/core/py_utils.py
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id: 3928
unit: def GetIncStepSeed()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 3929
unit: def ArgMax()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 3930
unit: def ReversePaddedSequence()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 3931
unit: def ToPlaceholders()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 2

id: 3932
unit: def RecordFormatFromFilePattern()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 1

id: 3933
unit: def TensorSpecs()
file: lingvo/core/py_utils.py
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McCabe index: 3
number of parameters: 2

id: 3934
unit: def GetExtraVars()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 3935
unit: def GetExtraInputs()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 3936
unit: def GetExtraArgs()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 3937
unit: def MaybeSoftCapLogits()
file: lingvo/core/py_utils.py
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id: 3938
unit: def Current()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 3939
unit: def __enter__()
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id: 3940
unit: def DecodeRepeatedProtoField()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 3941
unit: def scalar_input_stats()
file: lingvo/core/summary_utils.py
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McCabe index: 1
number of parameters: 2

id: 3942
unit: def scalar_v2()
file: lingvo/core/summary_utils.py
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McCabe index: 4
number of parameters: 2

id: 3943
unit: def histogram_v2()
file: lingvo/core/summary_utils.py
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McCabe index: 4
number of parameters: 2

id: 3944
unit: def image_v2()
file: lingvo/core/summary_utils.py
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McCabe index: 4
number of parameters: 2

id: 3945
unit: def text_v2()
file: lingvo/core/summary_utils.py
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McCabe index: 4
number of parameters: 2

id: 3946
unit: def SequenceLength()
file: lingvo/core/summary_utils.py
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McCabe index: 1
number of parameters: 1

id: 3947
unit: def use_xla()
file: lingvo/core/py_utils_flags.py
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McCabe index: 2
number of parameters: 0

id: 3948
unit: def use_tpu()
file: lingvo/core/py_utils_flags.py
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McCabe index: 2
number of parameters: 0

id: 3949
unit: def _TransformerLayerBlock()
file: lingvo/core/self_attention_layer.py
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McCabe index: 1
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id: 3950
unit: def TransformerStack()
file: lingvo/core/self_attention_layer.py
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McCabe index: 3
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id: 3951
unit: def _StridedTransformerLayerBlock()
file: lingvo/core/self_attention_layer.py
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McCabe index: 1
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id: 3952
unit: def __init__()
file: lingvo/core/task_scheduler.py
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id: 3953
unit: def __init__()
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unit: def __init__()
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id: 3955
unit: def __init__()
file: lingvo/core/task_scheduler.py
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id: 3956
unit: def GetCheckpointId()
file: lingvo/core/saver.py
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McCabe index: 1
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id: 3957
unit: def Params()
file: lingvo/core/steps/rnn_steps.py
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McCabe index: 1
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id: 3958
unit: def __init__()
file: lingvo/core/steps/attention_steps.py
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McCabe index: 1
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id: 3959
unit: def __init__()
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McCabe index: 1
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id: 3960
unit: def __init__()
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McCabe index: 1
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id: 3961
unit: def Params()
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id: 3962
unit: def __init__()
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id: 3963
unit: def __init__()
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McCabe index: 1
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id: 3964
unit: def __init__()
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McCabe index: 1
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id: 3965
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
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McCabe index: 1
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id: 3966
unit: def Params()
file: lingvo/core/builder_layers.py
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McCabe index: 1
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id: 3967
unit: def control_after_assigns()
file: lingvo/core/var_tmp_wrappers.py
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McCabe index: 2
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id: 3968
unit: def __getattr__()
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McCabe index: 3
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id: 3969
unit: def __getattr__()
file: lingvo/core/var_tmp_wrappers.py
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McCabe index: 3
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id: 3970
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
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id: 3971
unit: def Params()
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McCabe index: 1
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id: 3972
unit: def AddGlobalVN()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 3973
unit: def AddGlobalVN()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 3974
unit: def _Mix()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 3975
unit: def daemon()
file: lingvo/core/gshard_decode.py
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McCabe index: 1
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id: 3976
unit: def __getattr__()
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McCabe index: 2
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id: 3977
unit: def __delattr__()
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McCabe index: 2
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id: 3978
unit: def Get()
file: lingvo/core/nested_map.py
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McCabe index: 2
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id: 3979
unit: def _NormOrBias()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 2
number of parameters: 3

id: 3980
unit: def _MaybeNorm()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 2
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id: 3981
unit: def UsePruningInterface()
file: lingvo/core/pruning_utils.py
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McCabe index: 2
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id: 3982
unit: def ApplyPythonUpdate()
file: lingvo/core/pruning_utils.py
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McCabe index: 3
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id: 3983
unit: def ApplyTensorflowAndPythonUpdate()
file: lingvo/core/pruning_utils.py
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McCabe index: 2
number of parameters: 1

id: 3984
unit: def CellFnFPropOpReplacementWrapper()
file: lingvo/core/gpipe.py
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McCabe index: 1
number of parameters: 0

id: 3985
unit: def SetInputGenerator()
file: lingvo/core/datasource.py
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McCabe index: 3
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id: 3986
unit: def num_hosts()
file: lingvo/core/datasource.py
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McCabe index: 3
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id: 3987
unit: def GetNext()
file: lingvo/core/datasource.py
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McCabe index: 2
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id: 3988
unit: def __init__()
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id: 3989
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McCabe index: 1
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id: 3990
unit: def SetLosses()
file: lingvo/core/graddrop.py
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id: 3991
unit: def Update()
file: lingvo/core/metrics.py
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id: 3992
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file: lingvo/core/metrics.py
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id: 3994
unit: def EinsumBxycBzxBzyc()
file: lingvo/core/spectrum_augmenter_on_device.py
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id: 3995
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id: 3996
unit: def Params()
file: lingvo/core/reversible_layers.py
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id: 3997
unit: def to_unicode()
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id: 3998
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id: 3999
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file: lingvo/core/ml_perf_bleu_metric.py
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id: 4000
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file: lingvo/core/ml_perf_bleu_metric.py
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McCabe index: 1
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id: 4001
unit: def Shutdown()
file: lingvo/core/program.py
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id: 4002
unit: def _GetDecodeStepsPerLoop()
file: lingvo/core/program.py
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id: 4003
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McCabe index: 1
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id: 4009
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file: lingvo/core/base_layer.py
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McCabe index: 3
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id: 4010
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file: lingvo/core/base_layer.py
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id: 4011
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file: lingvo/core/base_layer.py
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id: 4012
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id: 4014
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file: lingvo/core/base_layer.py
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McCabe index: 1
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id: 4015
unit: def accumulators()
file: lingvo/core/base_layer.py
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McCabe index: 2
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id: 4016
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file: lingvo/core/base_layer.py
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McCabe index: 2
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id: 4017
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McCabe index: 2
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id: 4018
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file: lingvo/core/base_layer.py
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id: 4019
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id: 4020
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McCabe index: 1
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id: 4021
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McCabe index: 1
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id: 4022
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McCabe index: 1
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McCabe index: 3
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id: 4025
unit: def _DataSourceFromFilePattern()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 4026
unit: def Params()
file: lingvo/core/base_input_generator.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4027
unit: def TakeEvalSamples()
file: lingvo/core/base_input_generator.py
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size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 4028
unit: def _InputPaddingValue()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4029
unit: def _MakeVariableDictionary()
file: lingvo/core/inference_graph_exporter.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4030
unit: def _FreezeGraphFromCheckpoint()
file: lingvo/core/inference_graph_exporter.py
start line: 0
end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 4031
unit: def _FreezeDefaults()
file: lingvo/core/inference_graph_exporter.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4032
unit: def Current()
file: lingvo/core/cluster_factory.py
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size: 5 LOC
McCabe index: 2
number of parameters: 0

id: 4033
unit: def __init__()
file: lingvo/core/step.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4034
unit: def FProp()
file: lingvo/core/base_decoder.py
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size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 4035
unit: def __init__()
file: lingvo/core/attention.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4036
unit: def Params()
file: lingvo/core/multitask_model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4037
unit: def _DumpTranscripts()
file: lingvo/tools/create_asr_features.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 0

id: 4038
unit: def _AssertTextFormat()
file: lingvo/tools/wpm_encode_file.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4039
unit: def _AccumulateMoments()
file: lingvo/tools/compute_stats.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4040
unit: def tpu_training_template()
file: lingvo/tools/gke_launch.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 5

id: 4041
unit: def _LoopEnqueue()
file: lingvo/runners.py
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size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 4042
unit: def _OutfeedEnqueue()
file: lingvo/runners.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4043
unit: def StartEnqueueOp()
file: lingvo/runners.py
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size: 5 LOC
McCabe index: 4
number of parameters: 2

id: 4044
unit: def setUp()
file: lingvo/models_test_helper.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4045
unit: def EfficientNetB4Params()
file: lingvo/tasks/milan/tf_hub_layers.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 0

id: 4046
unit: def FProp()
file: lingvo/tasks/milan/tools/prepare_coco.py
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size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 4047
unit: def Read()
file: lingvo/tasks/milan/dataset_spec.py
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size: 5 LOC
McCabe index: 1
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id: 4048
unit: def MakeFnLayer()
file: lingvo/tasks/milan/utils.py
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size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 4049
unit: def __init__()
file: lingvo/tasks/milan/utils.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4050
unit: def _PackAs()
file: lingvo/tasks/milan/utils.py
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McCabe index: 2
number of parameters: 3

id: 4051
unit: def _GetFlatShape()
file: lingvo/tasks/milan/utils.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4052
unit: def Inference()
file: lingvo/tasks/punctuator/model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4053
unit: def _InputPaddingValue()
file: lingvo/tasks/punctuator/input_generator.py
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size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4054
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4055
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4056
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4057
unit: def UpdateGridParams()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4058
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4059
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4060
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4061
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4062
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 1
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id: 4063
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4064
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4065
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4066
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4067
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4068
unit: def DType()
file: lingvo/tasks/car/base_extractor.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4069
unit: int BucketId()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 35
end line: 39
size: 5 LOC
McCabe index: 1
number of parameters: 5

id: 4070
unit: def _NestedMapToParams()
file: lingvo/tasks/car/kitti_input_generator.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4071
unit: def Params()
file: lingvo/tasks/car/kitti_input_generator.py
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size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 4072
unit: def __init__()
file: lingvo/tasks/car/point_detector.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4073
unit: def _LogSpacedBinEdgesofPoints()
file: lingvo/tasks/car/breakdown_metric.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4074
unit: def Params()
file: lingvo/tasks/car/breakdown_metric.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4075
unit: def ClassNames()
file: lingvo/tasks/car/kitti_metadata.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4076
unit: def _Bias()
file: lingvo/tasks/car/builder_lib.py
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size: 5 LOC
McCabe index: 2
number of parameters: 4

id: 4077
unit: def _ApplyInParallelAndMerge()
file: lingvo/tasks/car/builder_lib.py
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size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 4078
unit: def _MakeInputFeatureFromPoints()
file: lingvo/tasks/car/builder_lib.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4079
unit: def _Shortcut()
file: lingvo/tasks/car/builder_lib.py
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size: 5 LOC
McCabe index: 3
number of parameters: 5

id: 4080
unit: def _Atten()
file: lingvo/tasks/car/builder_lib.py
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McCabe index: 1
number of parameters: 6

id: 4081
unit: def _Project()
file: lingvo/tasks/car/builder_lib.py
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McCabe index: 1
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id: 4082
unit: def FeatureMap()
file: lingvo/tasks/car/input_extractor.py
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McCabe index: 2
number of parameters: 1

id: 4083
unit: def _Extract()
file: lingvo/tasks/car/input_extractor.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4084
unit: def Shape()
file: lingvo/tasks/car/input_extractor.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4085
unit: def DType()
file: lingvo/tasks/car/input_extractor.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4086
unit: def Params()
file: lingvo/tasks/car/input_extractor.py
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McCabe index: 1
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id: 4087
unit: def DType()
file: lingvo/tasks/car/input_extractor.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4088
unit: def _Resize()
file: lingvo/tasks/car/ap_metric.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4089
unit: def ExtractRunIds()
file: lingvo/tasks/car/summary.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4090
unit: def DrawCircle()
file: lingvo/tasks/car/summary.py
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size: 5 LOC
McCabe index: 1
number of parameters: 6

id: 4091
unit: def WaymoTrainSpec()
file: lingvo/tasks/car/params/waymo.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4092
unit: def WaymoMiniTrainSpec()
file: lingvo/tasks/car/params/waymo.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4093
unit: def WaymoValSpec()
file: lingvo/tasks/car/params/waymo.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4094
unit: def WaymoMinivalSpec()
file: lingvo/tasks/car/params/waymo.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4095
unit: def Train()
file: lingvo/tasks/car/params/waymo.py
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McCabe index: 1
number of parameters: 1

id: 4096
unit: def Test()
file: lingvo/tasks/car/params/waymo.py
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McCabe index: 1
number of parameters: 1

id: 4097
unit: def Dev()
file: lingvo/tasks/car/params/waymo.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4098
unit: def KITTIValSpec()
file: lingvo/tasks/car/params/kitti.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4099
unit: def KITTITestSpec()
file: lingvo/tasks/car/params/kitti.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4100
unit: def _configure_decoder_input()
file: lingvo/tasks/car/params/kitti.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4101
unit: def PaddedMLPMaxFeaturizer()
file: lingvo/tasks/car/starnet.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 4

id: 4102
unit: def ZerosCellFeaturizer()
file: lingvo/tasks/car/starnet.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4103
unit: def add_no_label_zones()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4104
unit: def _NestedMapToParams()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4105
unit: def EvalClassIndices()
file: lingvo/tasks/car/waymo/waymo_metadata.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4106
unit: def __init__()
file: lingvo/tasks/car/pillars.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4107
unit: def Featurizer()
file: lingvo/tasks/car/pillars.py
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size: 5 LOC
McCabe index: 1
number of parameters: 3

id: 4108
unit: def _Deconv()
file: lingvo/tasks/car/pillars.py
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size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 4109
unit: def TransformPoints()
file: lingvo/tasks/car/geometry.py
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size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 4110
unit: def SphericalCoordinatesTransform()
file: lingvo/tasks/car/geometry.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4111
unit: def _ApplyPreemphasis()
file: lingvo/tasks/asr/frontend.py
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size: 5 LOC
McCabe index: 1
number of parameters: 2

id: 4112
unit: def __init__()
file: lingvo/tasks/asr/decoder_metrics.py
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size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4113
unit: def _ToTensorArray()
file: lingvo/tasks/asr/decoder.py
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size: 5 LOC
McCabe index: 1
number of parameters: 4

id: 4114
unit: def _GetEncoderPaddings()
file: lingvo/tasks/asr/decoder.py
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size: 5 LOC
McCabe index: 3
number of parameters: 2

id: 4115
unit: def _DecoderMetricsParams()
file: lingvo/tasks/asr/model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4116
unit: def _GetTopK()
file: lingvo/tasks/asr/model.py
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McCabe index: 1
number of parameters: 3

id: 4117
unit: def Inference()
file: lingvo/tasks/asr/model.py
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McCabe index: 1
number of parameters: 1

id: 4118
unit: def Train()
file: lingvo/tasks/asr/params/librispeech.py
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McCabe index: 1
number of parameters: 1

id: 4119
unit: def Task()
file: lingvo/tasks/asr/params/librispeech.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4120
unit: def Inference()
file: lingvo/tasks/image/classifier.py
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McCabe index: 1
number of parameters: 1

id: 4121
unit: def _AddAttenProbsSummary()
file: lingvo/tasks/mt/decoder.py
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size: 5 LOC
McCabe index: 2
number of parameters: 4

id: 4122
unit: def ApplyClipping()
file: lingvo/tasks/mt/decoder.py
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size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4123
unit: def AddExtraDecodingInfo()
file: lingvo/tasks/mt/decoder.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4124
unit: def Params()
file: lingvo/tasks/mt/model.py
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McCabe index: 1
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id: 4125
unit: def Params()
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McCabe index: 1
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id: 4126
unit: def Params()
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size: 5 LOC
McCabe index: 1
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id: 4127
unit: def ApplyClipping()
file: lingvo/tasks/mt/encoder.py
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McCabe index: 2
number of parameters: 3

id: 4128
unit: def zero_state()
file: lingvo/tasks/mt/encoder.py
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size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4129
unit: def ApplyClipping()
file: lingvo/tasks/mt/encoder.py
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size: 5 LOC
McCabe index: 2
number of parameters: 3

id: 4130
unit: def _child_variable_scope_override()
file: lingvo/tasks/mt/encoder.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4131
unit: def _child_variable_scope_override()
file: lingvo/tasks/mt/encoder.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4132
unit: def Train()
file: lingvo/tasks/mt/params/wmtm16_en_de.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4133
unit: def Dev()
file: lingvo/tasks/mt/params/wmtm16_en_de.py
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McCabe index: 1
number of parameters: 1

id: 4134
unit: def Test()
file: lingvo/tasks/mt/params/wmtm16_en_de.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4135
unit: def Task()
file: lingvo/tasks/mt/params/wmtm16_en_de.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4136
unit: def Task()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4137
unit: def Task()
file: lingvo/tasks/mt/params/wmt14_en_de.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4138
unit: def _ReadRecordTsvSingleColumn()
file: lingvo/tasks/mt/input_generator.py
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end line: 0
size: 5 LOC
McCabe index: 2
number of parameters: 2

id: 4139
unit: def Params()
file: lingvo/tasks/lm/layers.py
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end line: 0
size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4140
unit: def Logits()
file: lingvo/tasks/lm/layers.py
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size: 5 LOC
McCabe index: 1
number of parameters: 6

id: 4141
unit: def _RnnOutputSize()
file: lingvo/tasks/lm/layers.py
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size: 5 LOC
McCabe index: 2
number of parameters: 1

id: 4142
unit: def FProp()
file: lingvo/tasks/lm/layers.py
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size: 5 LOC
McCabe index: 1
number of parameters: 6

id: 4143
unit: def Inference()
file: lingvo/tasks/lm/model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4144
unit: def Inference()
file: lingvo/tasks/lm/model.py
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size: 5 LOC
McCabe index: 1
number of parameters: 1

id: 4145
unit: def __init__()
file: lingvo/tasks/lm/tools/gshard_lm_decode.py
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McCabe index: 1
number of parameters: 1

id: 4146
unit: def Task()
file: lingvo/tasks/lm/params/wiki_bert.py
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McCabe index: 1
number of parameters: 1

id: 4147
unit: def Train()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
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McCabe index: 1
number of parameters: 1

id: 4148
unit: def Params()
file: lingvo/tasks/lm/input_generator.py
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McCabe index: 1
number of parameters: 1

id: 4149
unit: def GetAllRegisteredClasses()
file: lingvo/model_registry.py
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McCabe index: 2
number of parameters: 0

id: 4150
unit: def UnsetUnusedTrainParams()
file: lingvo/executor.py
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McCabe index: 2
number of parameters: 1

id: 4151
unit: def finalize_options()
file: pip_package/setup.py
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McCabe index: 2
number of parameters: 1

id: 4152
unit: def __getattr__()
file: lingvo/compat.py
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id: 4153
unit: def _CreateTF2SummaryWriter()
file: lingvo/base_runner.py
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id: 4154
unit: def _TF2SummaryContext()
file: lingvo/base_runner.py
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McCabe index: 2
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id: 4155
unit: def finalize_options()
file: lingvo/jax/pip_package/setup.py
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size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4156
unit: def extract_latest_checkpoint_id()
file: lingvo/jax/checkpoint_managers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4157
unit: def should_save()
file: lingvo/jax/checkpoint_managers.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4158
unit: def _delete_pattern_if_exists()
file: lingvo/jax/checkpoint_managers.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4159
unit: def sharded_masked()
file: lingvo/jax/optimizers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4160
unit: def init_partition_spec_fn()
file: lingvo/jax/optimizers.py
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number of parameters: 1

id: 4161
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4162
unit: def to_float()
file: lingvo/jax/optimizers.py
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McCabe index: 1
number of parameters: 2

id: 4163
unit: def adafactor_decay_rate_pow()
file: lingvo/jax/optimizers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4164
unit: def reduce_rms()
file: lingvo/jax/optimizers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4165
unit: def init_fn()
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McCabe index: 1
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id: 4166
unit: def Params()
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id: 4167
unit: def Params()
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McCabe index: 1
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id: 4168
unit: def _shard_blnh()
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McCabe index: 1
number of parameters: 2

id: 4169
unit: def _shard_bld()
file: lingvo/jax/layers/attentions.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4170
unit: def scatter_nd()
file: lingvo/jax/layers/quantizer_objectives.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4171
unit: def init_states()
file: lingvo/jax/layers/transformers.py
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size: 4 LOC
McCabe index: 1
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id: 4172
unit: def Params()
file: lingvo/jax/layers/transformers.py
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McCabe index: 1
number of parameters: 1

id: 4173
unit: def compute_predictions()
file: lingvo/jax/model.py
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McCabe index: 1
number of parameters: 3

id: 4174
unit: def compute_loss()
file: lingvo/jax/model.py
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McCabe index: 1
number of parameters: 5

id: 4175
unit: def fprop()
file: lingvo/jax/model.py
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McCabe index: 1
number of parameters: 3

id: 4176
unit: def process_decode_out()
file: lingvo/jax/model.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4177
unit: def compute_loss()
file: lingvo/jax/model.py
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size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4178
unit: def get_global_input_shape_dtype()
file: lingvo/jax/py_utils.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4179
unit: def __init__()
file: lingvo/jax/base_input.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4180
unit: def __init__()
file: lingvo/jax/base_input.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4181
unit: def _get_value_str()
file: lingvo/jax/asserts.py
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size: 4 LOC
McCabe index: 3
number of parameters: 3

id: 4182
unit: def evaluate_pmap_model()
file: lingvo/jax/eval.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4183
unit: def shard()
file: lingvo/jax/eval.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4184
unit: def task()
file: lingvo/jax/tasks/lm/params/bert.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4185
unit: def Params()
file: lingvo/jax/tasks/lm/input_generator.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4186
unit: def ids_to_strings()
file: lingvo/jax/tasks/lm/input_generator.py
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size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 4187
unit: def initialize_replicate_model_state()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4188
unit: def reshard_input_based_on_rank_fn()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4189
unit: def infer_partition_spec_based_on_rank_fn()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4190
unit: def get_input_partition_specs()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4191
unit: def partition_spmd_model()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4192
unit: def partition_spmd_model_decode()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4193
unit: def generate_seed_from_name()
file: lingvo/jax/base_layer.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4194
unit: def next_key()
file: lingvo/jax/base_layer.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4195
unit: def __exit__()
file: lingvo/jax/base_layer.py
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size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4196
unit: def cur_jax_context()
file: lingvo/jax/base_layer.py
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size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4197
unit: def assert_has_shape()
file: lingvo/jax/base_layer.py
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size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 4198
unit: def _model_class_key()
file: lingvo/jax/model_registry.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4199
unit: def Params()
file: lingvo/jax/schedules.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4200
unit: def value()
file: lingvo/jax/schedules.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4201
unit: def __init__()
file: lingvo/core/tpu_summary.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4202
unit: def FPropMeta()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 4203
unit: def FPropMeta()
file: lingvo/core/layers_with_gpipe.py
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size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 4204
unit: def FProp()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4205
unit: def FProp()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4206
unit: def OutputShape()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4207
unit: def OutShape()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4208
unit: def filter_output_shape()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4209
unit: def FProp()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4210
unit: def AddGlobalVN()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4211
unit: def AddGlobalVN()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4212
unit: def AddGlobalVN()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4213
unit: def AddGlobalVN()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4214
unit: def Params()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4215
unit: def FPropMeta()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4216
unit: def Params()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4217
unit: def _ReturnSingleValueOrList()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4218
unit: def Params()
file: lingvo/core/layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4219
unit: def Add()
file: lingvo/core/computation_cost.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 4220
unit: def AddTableVariables()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 4221
unit: def tpu_embedding()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4222
unit: def SetGradientMultiplierSchedule()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4223
unit: def _GetSelfVariablesDict()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4224
unit: def _GetUninitializedVarNames()
file: lingvo/core/checkpointer.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4225
unit: def _GetRestorer()
file: lingvo/core/checkpointer.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4226
unit: def IdsToStrings()
file: lingvo/core/tokenizers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4227
unit: def AttenLogitsXL()
file: lingvo/core/attention_util.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 7

id: 4228
unit: def GetEndRange()
file: lingvo/core/quant_utils.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4229
unit: def __init__()
file: lingvo/core/quant_utils.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4230
unit: def __init__()
file: lingvo/core/quant_utils.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4231
unit: def _CopyShape()
file: lingvo/core/quant_utils.py
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size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 4232
unit: def Params()
file: lingvo/core/gshard_layers.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4233
unit: def Params()
file: lingvo/core/gshard_layers.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4234
unit: def _MaybeSplit()
file: lingvo/core/gshard_layers.py
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size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 4235
unit: def UseInplaceUpdate()
file: lingvo/core/scatter_update.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 0

id: 4236
unit: def Replicate()
file: lingvo/core/gshard_utils.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4237
unit: def fetch_shapes()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4238
unit: def feed_shapes()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4239
unit: def _get_subgraph_fetches()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4240
unit: def _get_subgraph_feeds()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4241
unit: def subgraph_fetch_keys()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4242
unit: def subgraph_feed_keys()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4243
unit: def subgraph_fetch_shapes()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4244
unit: def subgraph_feed_shapes()
file: lingvo/core/predictor.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4245
unit: def Params()
file: lingvo/core/batch_major_attention.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4246
unit: def FPropMeta()
file: lingvo/core/batch_major_attention.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4247
unit: def __init__()
file: lingvo/core/batch_major_attention.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4248
unit: def GetSplitForLayer()
file: lingvo/core/batch_major_attention.py
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size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 4249
unit: def __init__()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4250
unit: def MeshSplit()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4251
unit: def GatedGeluFeedforward()
file: lingvo/core/batch_major_attention.py
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size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4252
unit: def Params()
file: lingvo/core/batch_major_attention.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4253
unit: def _GLU()
file: lingvo/core/conformer_layer.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4254
unit: def _ApplyActivation()
file: lingvo/core/conformer_layer.py
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size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 4255
unit: def Stride()
file: lingvo/core/conformer_layer.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4256
unit: def ToUnicode()
file: lingvo/core/plot.py
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size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4257
unit: def Params()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4258
unit: def Params()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4259
unit: def Value()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4260
unit: def Value()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4261
unit: def __init__()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4262
unit: def __init__()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4263
unit: def __init__()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4264
unit: def Params()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4265
unit: def __init__()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 3
number of parameters: 2

id: 4266
unit: def Value()
file: lingvo/core/schedule.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4267
unit: bool RecordIterator::Register()
file: lingvo/core/ops/record_yielder.cc
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end line: 178
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4268
unit: void Clear()
file: lingvo/core/ops/beam_search_step_op_kernels.h
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end line: 220
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4269
unit: float LogSumExp()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 78
end line: 81
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4270
unit: explicit UnpackHypOp()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 1120
end line: 1123
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4271
unit: explicit HypsFromBeamSearchOuts()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
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end line: 1187
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4272
unit: void operator()
file: lingvo/core/ops/thread_local_runner.h
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end line: 54
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4273
unit: bool CurrEmpty()
file: lingvo/core/ops/record_batcher.h
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end line: 169
size: 4 LOC
McCabe index: 3
number of parameters: 0

id: 4274
unit: bool CurrNonEmpty()
file: lingvo/core/ops/record_batcher.h
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end line: 174
size: 4 LOC
McCabe index: 2
number of parameters: 0

id: 4275
unit: void PreconditionerCaptainServiceInit()
file: lingvo/core/ops/preconditioner_op_kernels.cc
start line: 47
end line: 50
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4276
unit: void RecordBatcher::IncrementHistogram()
file: lingvo/core/ops/record_batcher.cc
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end line: 161
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4277
unit: void SequentialRecordYielder::Close()
file: lingvo/core/ops/sequential_record_yielder.cc
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end line: 65
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4278
unit: virtual int64_t current_epoch()
file: lingvo/core/ops/record_yielder.h
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end line: 216
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4279
unit: int64_t bufsize()
file: lingvo/core/ops/record_yielder.h
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end line: 222
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4280
unit: def _calculate_probability()
file: lingvo/core/entmax.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4281
unit: def _Dropout()
file: lingvo/core/gshard_builder.py
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size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 4282
unit: def _DecComputeBiasGraphEdge()
file: lingvo/core/gshard_builder.py
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id: 4288
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id: 4289
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id: 4319
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number of parameters: 2

id: 4415
unit: def __init__()
file: lingvo/core/step.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4416
unit: def Params()
file: lingvo/core/step.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4417
unit: def Params()
file: lingvo/core/step.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4418
unit: def SampleTargetSequences()
file: lingvo/core/base_decoder.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4419
unit: def _ConditionalCallDefun()
file: lingvo/core/attention.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 4420
unit: def ZeroAttentionState()
file: lingvo/core/attention.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4421
unit: def __init__()
file: lingvo/core/multitask_model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4422
unit: def ConstructFPropBPropGraph()
file: lingvo/core/multitask_model.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4423
unit: def _Preprocess()
file: lingvo/tools/wpm_encode_file.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4424
unit: def GetReader()
file: lingvo/tools/beam_utils.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 4425
unit: def GetWriter()
file: lingvo/tools/beam_utils.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 4426
unit: def _ComputeMeanVar()
file: lingvo/tools/compute_stats.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4427
unit: def Print()
file: lingvo/tools/compute_stats.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4428
unit: int main()
file: lingvo/tools/generate_proto_def.cc
start line: 66
end line: 69
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4429
unit: def _get_or_add()
file: lingvo/tools/gke_launch.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4430
unit: def set_pod_cpu_memory()
file: lingvo/tools/gke_launch.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4431
unit: def _InfeedLoop()
file: lingvo/runners.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4432
unit: def __init__()
file: lingvo/tasks/milan/tf_hub_layers.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4433
unit: def _EncodeBatch()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 4434
unit: def Decode()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4435
unit: def CreateDecoderMetrics()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4436
unit: def __init__()
file: lingvo/tasks/milan/params/cxc.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4437
unit: def AddModality()
file: lingvo/tasks/milan/params/dual_encoder_recipe.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4438
unit: def Params()
file: lingvo/tasks/milan/score_functions.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4439
unit: def __init__()
file: lingvo/tasks/milan/labels.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 4440
unit: def __init__()
file: lingvo/tasks/milan/labels.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4441
unit: def __init__()
file: lingvo/tasks/punctuator/input_generator.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4442
unit: def _ConsistentShuffle()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4443
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4444
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4445
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4446
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4447
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4448
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4449
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4450
unit: def Params()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4451
unit: def _FlipY()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4452
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4453
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4454
unit: def __init__()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4455
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4456
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4457
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4458
unit: def _TextInput()
file: lingvo/tasks/car/base_extractor.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4459
unit: def FeatureMap()
file: lingvo/tasks/car/base_extractor.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4460
unit: def ContextMap()
file: lingvo/tasks/car/base_extractor.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4461
unit: def GetCpuPassthroughKeys()
file: lingvo/tasks/car/base_extractor.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4462
unit: int FindBucket()
file: lingvo/tasks/car/ops/point_grid_op.cc
start line: 34
end line: 37
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4463
unit: int BucketId()
file: lingvo/tasks/car/ops/point_grid_op.cc
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end line: 177
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4464
unit: int FindBucket()
file: lingvo/tasks/car/ops/ps_utils.cc
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end line: 44
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4465
unit: explicit UniformSampler()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 50
end line: 53
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4466
unit: void Reset()
file: lingvo/tasks/car/ops/ps_utils.cc
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end line: 77
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4467
unit: void Reset()
file: lingvo/tasks/car/ops/ps_utils.cc
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end line: 117
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4468
unit: uint64 Get()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 224
end line: 227
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4469
unit: float Box2D::Overlap()
file: lingvo/tasks/car/ops/image_metrics.cc
start line: 55
end line: 58
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4470
unit: size_t operator()
file: lingvo/tasks/car/ops/nms_3d_op.cc
start line: 32
end line: 35
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4471
unit: explicit NonMaxSuppression3DOp()
file: lingvo/tasks/car/ops/nms_3d_op.cc
start line: 40
end line: 43
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4472
unit: def Params()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4473
unit: def NumBinsOfHistogram()
file: lingvo/tasks/car/breakdown_metric.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4474
unit: def AsNumpy()
file: lingvo/tasks/car/transform_util.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4475
unit: def TruncatedGaussianInit()
file: lingvo/tasks/car/builder_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4476
unit: def _Squeeze()
file: lingvo/tasks/car/builder_lib.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4477
unit: def Params()
file: lingvo/tasks/car/input_extractor.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4478
unit: def _ExtractBatch()
file: lingvo/tasks/car/input_extractor.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4479
unit: def _PILColorList()
file: lingvo/tasks/car/summary.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4480
unit: def Minitrain()
file: lingvo/tasks/car/params/waymo.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4481
unit: def Minidev()
file: lingvo/tasks/car/params/waymo.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4482
unit: def Train()
file: lingvo/tasks/car/params/kitti.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4483
unit: def Test()
file: lingvo/tasks/car/params/kitti.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4484
unit: def Dev()
file: lingvo/tasks/car/params/kitti.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4485
unit: def __init__()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4486
unit: def __init__()
file: lingvo/tasks/car/pillars.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4487
unit: def AddAdditionalDecoderMetricsToGraph()
file: lingvo/tasks/asr/decoder_metrics.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 6

id: 4488
unit: def zero_state()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4489
unit: def _PostBeamSearchStepCallback()
file: lingvo/tasks/asr/decoder.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 5

id: 4490
unit: def ComputeLoss()
file: lingvo/tasks/asr/model.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4491
unit: def Tokenize()
file: lingvo/tasks/asr/decoder_utils.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 4492
unit: def EditDistance()
file: lingvo/tasks/asr/decoder_utils.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4493
unit: def SetBucketSizes()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4494
unit: def Task()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4495
unit: def Train()
file: lingvo/tasks/image/params/mnist.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4496
unit: def Test()
file: lingvo/tasks/image/params/mnist.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4497
unit: def CreateDecoderMetrics()
file: lingvo/tasks/image/classifier.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4498
unit: def UpdateTargetVocabSize()
file: lingvo/tasks/mt/decoder.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 4499
unit: def _AddAttenProbsSummary()
file: lingvo/tasks/mt/decoder.py
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end line: 0
size: 4 LOC
McCabe index: 3
number of parameters: 4

id: 4500
unit: def _GetTokenizerKeyToUse()
file: lingvo/tasks/mt/model.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4501
unit: def __init__()
file: lingvo/tasks/mt/model.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4502
unit: def __init__()
file: lingvo/tasks/mt/model.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4503
unit: def _SampleCanvasAndTargets()
file: lingvo/tasks/mt/model.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 4504
unit: def InitTransformerTestBuckets()
file: lingvo/tasks/mt/base_config.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4505
unit: def InitTransformerTrainBuckets()
file: lingvo/tasks/mt/base_config.py
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end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4506
unit: def __init__()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4507
unit: def __init__()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4508
unit: def _GetSegmentPos()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4509
unit: def _GetDescriptorSetForTextInput()
file: lingvo/tasks/mt/input_generator.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 0

id: 4510
unit: def __init__()
file: lingvo/tasks/lm/model.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 4511
unit: def Params()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4512
unit: def Task()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4513
unit: def Params()
file: lingvo/tasks/lm/params/synthetic_packed_input.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 4514
unit: def __init__()
file: lingvo/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4515
unit: def _GetSession()
file: lingvo/executor.py
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end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 4516
unit: def __init__()
file: lingvo/base_trial.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4517
unit: def ShouldStopAndMaybeReport()
file: lingvo/base_trial.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4518
unit: def ReportEvalMeasure()
file: lingvo/base_trial.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4519
unit: def _GetTtlDir()
file: lingvo/base_runner.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4520
unit: def _DequeueThreadComplete()
file: lingvo/base_runner.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4521
unit: def to_timestamp()
file: lingvo/jax/checkpoint_managers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4522
unit: def use_multi_host_flax()
file: lingvo/jax/checkpoint_managers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4523
unit: def __init__()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4524
unit: def init_opt_state()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4525
unit: def sanitize_values()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4526
unit: def bias_corrected_decay()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4527
unit: def apply_decoupled_weight_decay()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4528
unit: def _get_raw_grad_transformation()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4529
unit: def sanitize_values()
file: lingvo/jax/optimizers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4530
unit: def fprop()
file: lingvo/jax/layers/stochastics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4531
unit: def _l2_normalize()
file: lingvo/jax/layers/quantizer.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4532
unit: def window_size()
file: lingvo/jax/layers/linears.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4533
unit: def normalize()
file: lingvo/jax/layers/conformers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4534
unit: def tailored_lrelu()
file: lingvo/jax/layers/vanillanets.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4535
unit: def group_size()
file: lingvo/jax/layers/normalizations.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4536
unit: def num_groups()
file: lingvo/jax/layers/normalizations.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4537
unit: def extend_fn()
file: lingvo/jax/layers/transformers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 4538
unit: def __init__()
file: lingvo/jax/layers/convolutions.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4539
unit: def decode()
file: lingvo/jax/model.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4540
unit: def compute_loss()
file: lingvo/jax/model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4541
unit: def get_shape_dtype()
file: lingvo/jax/eval.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4542
unit: def _get_filename()
file: lingvo/jax/eval.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4543
unit: def import_params()
file: lingvo/jax/model_imports.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4544
unit: def get_next()
file: lingvo/jax/tasks/lm/input_generator.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4545
unit: def get_next()
file: lingvo/jax/tasks/lm/input_generator.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4546
unit: def initialize_partitioned_model_states()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4547
unit: def _partition_spec_from_shape()
file: lingvo/jax/trainer_lib.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4548
unit: def global_mesh_defined()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4549
unit: def __init__()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4550
unit: def reset_key()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4551
unit: def clear_key()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4552
unit: def global_step()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4553
unit: def __enter__()
file: lingvo/jax/base_layer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4554
unit: def clear_summary()
file: lingvo/jax/base_layer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4555
unit: def all_summaries()
file: lingvo/jax/base_layer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4556
unit: def next_prng_key()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4557
unit: def reset_prng_key()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4558
unit: def cur_global_step()
file: lingvo/jax/base_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4559
unit: def create_children()
file: lingvo/jax/base_layer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4560
unit: def _to_timestamp()
file: lingvo/jax/checkpoints.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4561
unit: def _make_checkpoint_step_dir()
file: lingvo/jax/checkpoints.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4562
unit: def Params()
file: lingvo/jax/schedules.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4563
unit: def value()
file: lingvo/jax/schedules.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4564
unit: def __enter__()
file: lingvo/core/tpu_summary.py
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McCabe index: 1
number of parameters: 1

id: 4565
unit: def __enter__()
file: lingvo/core/tpu_summary.py
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McCabe index: 1
number of parameters: 1

id: 4566
unit: def __exit__()
file: lingvo/core/tpu_summary.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4567
unit: def Params()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4568
unit: def __init__()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4569
unit: def Params()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4570
unit: def __init__()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4571
unit: def Params()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4572
unit: def __init__()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4573
unit: def EncoderEmbedFPropDefaultTheta()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4574
unit: def DecoderEmbedFPropDefaultTheta()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4575
unit: def EncoderEmbedFPropDefaultTheta()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4576
unit: def DecoderEmbedFPropDefaultTheta()
file: lingvo/core/layers_with_gpipe.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4577
unit: def FPropMeta()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4578
unit: def output_channels()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4579
unit: def filter_output_shape()
file: lingvo/core/layers.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4580
unit: def _EvaluateConvKernel()
file: lingvo/core/layers.py
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size: 3 LOC
McCabe index: 1
number of parameters: 7

id: 4581
unit: def output_channels()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4582
unit: def OutShape()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4583
unit: def window_size()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4584
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4585
unit: def FPropWithPosition()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4586
unit: def _PosEmbeddingsFromPositions()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4587
unit: def FPropWithPosition()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4588
unit: def DenseWeights()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4589
unit: def Logits()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4590
unit: def XentLossFromLogits()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4591
unit: def _LogitsUsingConcatenatedWeights()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4592
unit: def Logits()
file: lingvo/core/layers.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4593
unit: def _CreateLayerVariables()
file: lingvo/core/layers.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 4594
unit: def __init__()
file: lingvo/core/layers.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4595
unit: def FProp()
file: lingvo/core/layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4596
unit: def Train()
file: lingvo/core/base_model_params.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4597
unit: def Dev()
file: lingvo/core/base_model_params.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4598
unit: def Test()
file: lingvo/core/base_model_params.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4599
unit: def _HasAccumulator()
file: lingvo/core/computation_cost.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4600
unit: def _RemovePrivateVar()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4601
unit: def _MergeTokens()
file: lingvo/core/wpm_encoder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4602
unit: def _UpdateNextSaveTime()
file: lingvo/core/checkpointer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4603
unit: def _StringsToIdsWithOffsetsImpl()
file: lingvo/core/tokenizers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 4604
unit: def _MixWithProjectedInput()
file: lingvo/core/lstm_frnn_layer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4605
unit: def QWeight()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 4606
unit: def QRAct()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 4

id: 4607
unit: def QRAct()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4608
unit: def FromAqtConv()
file: lingvo/core/quant_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 4609
unit: def FromAqtMatmul()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4610
unit: def ToAqtWeight()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 4611
unit: def FromAqtWeight()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4612
unit: def GetQuantizedEndRange()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4613
unit: def ApplyClippingWithState()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4614
unit: def bits()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4615
unit: def GetEndRange()
file: lingvo/core/quant_utils.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4616
unit: def ApplyConstantClip()
file: lingvo/core/quant_utils.py
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size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4617
unit: def _GetQuantizedRangeForCap()
file: lingvo/core/quant_utils.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4618
unit: def __init__()
file: lingvo/core/quant_utils.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4619
unit: def _CreateLayerVariables()
file: lingvo/core/quant_utils.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 4620
unit: def bits()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4621
unit: def QuantizeNaturalRange()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4622
unit: def QuantizeConstantRange()
file: lingvo/core/quant_utils.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4623
unit: def _GetQStateVar()
file: lingvo/core/quant_utils.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4624
unit: def FProp()
file: lingvo/core/gshard_layers.py
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size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4625
unit: def _CopyShapes()
file: lingvo/core/repeat_layer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4626
unit: def main()
file: lingvo/core/predictor.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4627
unit: def dim_per_head()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 4628
unit: def IsInferenceStepStatic()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 4629
unit: def SetFPropDtype()
file: lingvo/core/batch_major_attention.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4630
unit: def InitStates()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4631
unit: def ExtendStep()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 5

id: 4632
unit: def FPropMeta()
file: lingvo/core/batch_major_attention.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4633
unit: def FProp()
file: lingvo/core/batch_major_attention.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4634
unit: def Value()
file: lingvo/core/schedule.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 4635
unit: def __init__()
file: lingvo/core/schedule.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4636
unit: void BasicRecordYielder::Start()
file: lingvo/core/ops/record_yielder.cc
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end line: 427
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4637
unit: void operator()
file: lingvo/core/ops/beam_search_step_op_kernels.h
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end line: 123
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4638
unit: explicit TopK()
file: lingvo/core/ops/beam_search_step_op_kernels.h
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end line: 186
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4639
unit: bool NotIniting()
file: lingvo/core/ops/functional_ops_kernels.cc
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end line: 104
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4640
unit: Status Initialize()
file: lingvo/core/ops/generic_input_op_kernels.cc
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end line: 154
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4641
unit: constexpr absl::string_view BeamSearchStepOp::OpName()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
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end line: 943
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4642
unit: constexpr absl::string_view BeamSearchStepOp::OpName()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
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end line: 948
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4643
unit: void AppendTo()
file: lingvo/core/ops/rope.h
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end line: 32
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4644
unit: bool ToFlushEmpty()
file: lingvo/core/ops/record_batcher.h
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end line: 178
size: 3 LOC
McCabe index: 2
number of parameters: 0

id: 4645
unit: bool ProcessorsDone()
file: lingvo/core/ops/record_batcher.h
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end line: 188
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4646
unit: void Iota()
file: lingvo/core/ops/static_map_op.cc
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end line: 34
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4647
unit: virtual bool ResetIterator()
file: lingvo/core/ops/record_yielder.h
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end line: 74
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4648
unit: bool BufEmpty()
file: lingvo/core/ops/record_yielder.h
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end line: 288
size: 3 LOC
McCabe index: 2
number of parameters: 0

id: 4649
unit: bool BufNotFull()
file: lingvo/core/ops/record_yielder.h
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end line: 293
size: 3 LOC
McCabe index: 2
number of parameters: 0

id: 4650
unit: string AsciiTokenizer::JoinLabels()
file: lingvo/core/ops/ascii_tokenizer.cc
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end line: 172
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4651
unit: explicit AssertShapeMatchOp()
file: lingvo/core/ops/assert_kernels.cc
start line: 28
end line: 30
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4652
unit: explicit AssertSameDim0Op()
file: lingvo/core/ops/assert_kernels.cc
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end line: 75
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4653
unit: def einsum_i32()
file: lingvo/core/flat_beam_search_helper.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 4654
unit: def _OneHotEncode()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4655
unit: def ShardablePipeline()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4656
unit: def DenseReluDenseGatedGELU()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4657
unit: def _zero_aux_loss()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4658
unit: def _LNConv()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4659
unit: def _Add()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4660
unit: def _EinsumWithModelDim()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4661
unit: def DepthwiseConvAutoregressive()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 4

id: 4662
unit: def MeshSplit()
file: lingvo/core/gshard_builder.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4663
unit: def _UnsegmentWpm()
file: lingvo/core/scorers.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4664
unit: def FPropMeta()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4665
unit: def _GetSourceLength()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4666
unit: def SetFPropDtype()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4667
unit: def SetFPropDtype()
file: lingvo/core/layers_with_attention.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4668
unit: def FPropTower()
file: lingvo/core/base_model.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4669
unit: def AdjustGradients()
file: lingvo/core/base_model.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4670
unit: def loss()
file: lingvo/core/base_model.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4671
unit: def Export()
file: lingvo/core/base_model.py
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size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 4672
unit: def GetTask()
file: lingvo/core/base_model.py
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McCabe index: 1
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file: lingvo/core/base_model.py
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id: 4674
unit: def _TransformDType()
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id: 4675
unit: def __init__()
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id: 4676
unit: def ComputeGradients()
file: lingvo/core/optimizer.py
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id: 4677
unit: def _parameter_scale()
file: lingvo/core/optimizer.py
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id: 4678
unit: def _GetDefaultPaddings()
file: lingvo/core/bn_layers.py
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id: 4679
unit: def num_groups()
file: lingvo/core/bn_layers.py
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id: 4680
unit: def _ApplyConv()
file: lingvo/core/conv_layers_with_time_padding.py
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id: 4681
unit: def _MaybeCausalPadding()
file: lingvo/core/conv_layers_with_time_padding.py
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McCabe index: 1
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id: 4682
unit: def __init__()
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id: 4683
unit: def _MaybeCausalPadding()
file: lingvo/core/conv_layers_with_time_padding.py
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McCabe index: 1
number of parameters: 1

id: 4684
unit: def input_channels()
file: lingvo/core/conv_layers_with_time_padding.py
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McCabe index: 1
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id: 4685
unit: def _MaybeCausalPadding()
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id: 4686
unit: def FProp()
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id: 4687
unit: def WriteKeyValuePairs()
file: lingvo/core/decoder_lib.py
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id: 4688
unit: def __repr__()
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id: 4689
unit: def __init__()
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id: 4690
unit: def IterParams()
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unit: def __init__()
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id: 4692
unit: def Instantiate()
file: lingvo/core/hyperparams.py
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id: 4693
unit: def noncausal_numerator()
file: lingvo/core/favor_attention.py
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id: 4694
unit: def noncausal_denominator()
file: lingvo/core/favor_attention.py
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McCabe index: 1
number of parameters: 2

id: 4695
unit: def GetInfeedContext()
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id: 4696
unit: def MakeDeviceString()
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id: 4697
unit: def InitDevices()
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id: 4698
unit: def __enter__()
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id: 4699
unit: def num_devices_per_replica()
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McCabe index: 3
number of parameters: 1

id: 4700
unit: def num_splits_per_replica()
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McCabe index: 1
number of parameters: 1

id: 4701
unit: def __init__()
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id: 4702
unit: def __init__()
file: lingvo/core/trainer_test_utils.py
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McCabe index: 1
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id: 4703
unit: def with_dependencies()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 4704
unit: def _Print()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 4705
unit: def ClearTpuDevice()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 0

id: 4706
unit: def ConvertNoneGradientToZeros()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 4707
unit: def IsDefaultParamInit()
file: lingvo/core/py_utils.py
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McCabe index: 3
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id: 4708
unit: def __init__()
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McCabe index: 1
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id: 4709
unit: def GetOpportunisticVariableReuse()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 0

id: 4710
unit: def ResetStepSeed()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 1

id: 4711
unit: def MaybeResetStepSeedFromScope()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 0

id: 4712
unit: def MaybeResetStepSeed()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 4713
unit: def ClearTpuSummaryTensors()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 0

id: 4714
unit: def GetSoftmaxProbsBySeqIndices()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 3

id: 4715
unit: def DivideNoNan()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 4716
unit: def SequencePaddings()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 4717
unit: def __init__()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 4718
unit: def scalar()
file: lingvo/core/summary_utils.py
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McCabe index: 2
number of parameters: 2

id: 4719
unit: def histogram()
file: lingvo/core/summary_utils.py
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McCabe index: 2
number of parameters: 2

id: 4720
unit: def image()
file: lingvo/core/summary_utils.py
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McCabe index: 2
number of parameters: 2

id: 4721
unit: def text()
file: lingvo/core/summary_utils.py
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McCabe index: 2
number of parameters: 2

id: 4722
unit: def __init__()
file: lingvo/core/task_scheduler.py
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McCabe index: 1
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id: 4723
unit: def __init__()
file: lingvo/core/saver.py
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McCabe index: 1
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id: 4724
unit: def _SetState()
file: lingvo/core/saver.py
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McCabe index: 1
number of parameters: 2

id: 4725
unit: def FProp()
file: lingvo/core/steps/rnn_steps.py
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McCabe index: 1
number of parameters: 6

id: 4726
unit: def _ParseInputs()
file: lingvo/core/builder_layers.py
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McCabe index: 2
number of parameters: 1

id: 4727
unit: def FProp()
file: lingvo/core/builder_layers.py
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McCabe index: 1
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id: 4728
unit: def __init__()
file: lingvo/core/builder_layers.py
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McCabe index: 1
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id: 4729
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
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McCabe index: 1
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id: 4730
unit: def FPropMeta()
file: lingvo/core/builder_layers.py
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McCabe index: 1
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id: 4731
unit: def FProp()
file: lingvo/core/builder_layers.py
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McCabe index: 1
number of parameters: 3

id: 4732
unit: def FProp()
file: lingvo/core/builder_layers.py
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McCabe index: 1
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id: 4733
unit: def __init__()
file: lingvo/core/var_tmp_wrappers.py
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McCabe index: 1
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id: 4734
unit: def _Gates()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 5

id: 4735
unit: def _Mix()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 4736
unit: def hidden_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 4737
unit: def _Mix()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 4738
unit: def CheckKey()
file: lingvo/core/nested_map.py
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McCabe index: 3
number of parameters: 1

id: 4739
unit: def _RecursiveMap()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 5

id: 4740
unit: def TransformWithKey()
file: lingvo/core/nested_map.py
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McCabe index: 1
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id: 4741
unit: def FilterKeyVal()
file: lingvo/core/nested_map.py
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McCabe index: 2
number of parameters: 4

id: 4742
unit: def __dir__()
file: lingvo/core/nested_map.py
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McCabe index: 1
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id: 4743
unit: def FProp()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
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id: 4744
unit: def _Add()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
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id: 4745
unit: def __init__()
file: lingvo/core/thread_local_utils.py
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McCabe index: 1
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unit: def __init__()
file: lingvo/core/thread_local_utils.py
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McCabe index: 1
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id: 4747
unit: def BuildData()
file: lingvo/core/build_data.py
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McCabe index: 1
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id: 4748
unit: def __init__()
file: lingvo/core/distributed_shampoo.py
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McCabe index: 1
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id: 4749
unit: def __init__()
file: lingvo/core/distributed_shampoo.py
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McCabe index: 1
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id: 4750
unit: def _make_named_slot()
file: lingvo/core/distributed_shampoo.py
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McCabe index: 1
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id: 4751
unit: def __init__()
file: lingvo/core/datasource.py
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McCabe index: 1
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id: 4752
unit: def GetMeta()
file: lingvo/core/datasource.py
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McCabe index: 2
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id: 4753
unit: def __init__()
file: lingvo/core/datasource.py
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McCabe index: 1
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id: 4754
unit: def GetDataset()
file: lingvo/core/datasource.py
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McCabe index: 1
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id: 4755
unit: def __init__()
file: lingvo/core/datasource.py
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McCabe index: 1
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id: 4756
unit: def CreateScalarSummary()
file: lingvo/core/metrics.py
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McCabe index: 1
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id: 4757
unit: def Params()
file: lingvo/core/metrics.py
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id: 4758
unit: def __init__()
file: lingvo/core/metrics.py
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McCabe index: 1
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id: 4759
unit: def value()
file: lingvo/core/metrics.py
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id: 4760
unit: def __init__()
file: lingvo/core/metrics.py
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McCabe index: 1
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id: 4761
unit: def __init__()
file: lingvo/core/metrics.py
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id: 4762
unit: def _Zip()
file: lingvo/core/metrics.py
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McCabe index: 1
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id: 4763
unit: def PackMetricsValues()
file: lingvo/core/metrics.py
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McCabe index: 2
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id: 4764
unit: def Update()
file: lingvo/core/metrics.py
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id: 4765
unit: def Update()
file: lingvo/core/metrics.py
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McCabe index: 1
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id: 4766
unit: def EinsumBxycByBxyc()
file: lingvo/core/spectrum_augmenter_on_device.py
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McCabe index: 1
number of parameters: 4

id: 4767
unit: def EinsumBxycBxBxyc()
file: lingvo/core/spectrum_augmenter_on_device.py
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McCabe index: 1
number of parameters: 4

id: 4768
unit: def __init__()
file: lingvo/core/ml_perf_bleu_metric.py
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McCabe index: 1
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id: 4769
unit: def Update()
file: lingvo/core/ml_perf_bleu_metric.py
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McCabe index: 1
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id: 4770
unit: def _TrainAndDecode()
file: lingvo/core/program.py
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McCabe index: 1
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id: 4771
unit: def _CreateLayerVariables()
file: lingvo/core/rnn_layers.py
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McCabe index: 1
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id: 4772
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file: lingvo/core/rnn_layers.py
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McCabe index: 1
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id: 4773
unit: def __init__()
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McCabe index: 3
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id: 4774
unit: def Enable()
file: lingvo/core/base_layer.py
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McCabe index: 1
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id: 4775
unit: def SetValue()
file: lingvo/core/base_layer.py
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McCabe index: 2
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id: 4776
unit: def Reset()
file: lingvo/core/base_layer.py
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McCabe index: 2
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id: 4777
unit: def RegisterAccumulator()
file: lingvo/core/base_layer.py
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McCabe index: 1
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id: 4778
unit: def CreateChildren()
file: lingvo/core/base_layer.py
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McCabe index: 1
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id: 4779
unit: def _RemoveChild()
file: lingvo/core/base_layer.py
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McCabe index: 1
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id: 4780
unit: def IsLayerParams()
file: lingvo/core/base_layer.py
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McCabe index: 2
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id: 4781
unit: def _Seq()
file: lingvo/core/builder.py
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McCabe index: 1
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id: 4782
unit: def _AddFetches()
file: lingvo/core/builder.py
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McCabe index: 1
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id: 4783
unit: def _Rematerialize()
file: lingvo/core/builder.py
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McCabe index: 1
number of parameters: 3

id: 4784
unit: def _CreateNestedMap()
file: lingvo/core/builder.py
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McCabe index: 1
number of parameters: 3

id: 4785
unit: def _Reshape()
file: lingvo/core/builder.py
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McCabe index: 1
number of parameters: 3

id: 4786
unit: def _Concat()
file: lingvo/core/builder.py
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McCabe index: 1
number of parameters: 3

id: 4787
unit: def Initialize()
file: lingvo/core/base_input_generator.py
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McCabe index: 2
number of parameters: 2

id: 4788
unit: def DeviceLoopSetupInTF2()
file: lingvo/core/base_input_generator.py
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McCabe index: 1
number of parameters: 1

id: 4789
unit: def IdsToStrings()
file: lingvo/core/base_input_generator.py
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McCabe index: 2
number of parameters: 4

id: 4790
unit: def IdsToTokens()
file: lingvo/core/base_input_generator.py
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McCabe index: 2
number of parameters: 3

id: 4791
unit: def SetCluster()
file: lingvo/core/cluster_factory.py
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McCabe index: 1
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id: 4792
unit: def __init__()
file: lingvo/core/step.py
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McCabe index: 1
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id: 4793
unit: def BeamSearchDecode()
file: lingvo/core/base_decoder.py
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McCabe index: 1
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id: 4794
unit: def _CreateLayerVariables()
file: lingvo/core/attention.py
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McCabe index: 1
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id: 4795
unit: def GetInitializationSourceState()
file: lingvo/core/attention.py
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McCabe index: 1
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id: 4796
unit: def SetInitializationSourceState()
file: lingvo/core/attention.py
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McCabe index: 1
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id: 4797
unit: def ZeroAttentionState()
file: lingvo/core/attention.py
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McCabe index: 1
number of parameters: 3

id: 4798
unit: def _MakeBytesFeature()
file: lingvo/tools/create_asr_features.py
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McCabe index: 2
number of parameters: 1

id: 4799
unit: def _CloseSubShards()
file: lingvo/tools/create_asr_features.py
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McCabe index: 2
number of parameters: 1

id: 4800
unit: def _SelectRandomShard()
file: lingvo/tools/create_asr_features.py
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McCabe index: 1
number of parameters: 1

id: 4801
unit: def DecodeWav()
file: lingvo/tools/audio_lib.py
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McCabe index: 1
number of parameters: 1

id: 4802
unit: def main()
file: lingvo/tools/print_tf_records.py
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McCabe index: 1
number of parameters: 1

id: 4803
unit: def _MakeBytesFeature()
file: lingvo/tools/wpm_encode_file.py
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McCabe index: 2
number of parameters: 1

id: 4804
unit: def main()
file: lingvo/tools/wpm_encode_file.py
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McCabe index: 1
number of parameters: 1

id: 4805
unit: def _tpu_resource()
file: lingvo/tools/gke_launch.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4806
unit: def Start()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4807
unit: def StartEnqueueOp()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4808
unit: def _SummarizeValue()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4809
unit: def Start()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4810
unit: def StartEnqueueOp()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4811
unit: def Start()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4812
unit: def _SummarizeValue()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4813
unit: def Start()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4814
unit: def Start()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4815
unit: def GetDecodeOutPath()
file: lingvo/runners.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4816
unit: def FProp()
file: lingvo/tasks/milan/tf_hub_layers.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 4817
unit: def log()
file: lingvo/tasks/milan/tools/prepare_coco.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4818
unit: def setup()
file: lingvo/tasks/milan/tools/prepare_coco.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4819
unit: def BatchMajorToTimeMajor()
file: lingvo/tasks/milan/utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4820
unit: def ComputeLoss()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4821
unit: def _SimpleImageCaptionDatasetLabeler()
file: lingvo/tasks/milan/params/generic_datasets.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4822
unit: def _IgnorePairsWhere()
file: lingvo/tasks/milan/labels.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4823
unit: def FProp()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4824
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4825
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4826
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4827
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4828
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4829
unit: def _SortByDistance()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4830
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4831
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4832
unit: bool operator()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 124
end line: 126
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4833
unit: T Square()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 245
end line: 247
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4834
unit: float Box2D::Length()
file: lingvo/tasks/car/ops/image_metrics.cc
start line: 25
end line: 27
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4835
unit: float Box2D::Intersection()
file: lingvo/tasks/car/ops/image_metrics.cc
start line: 38
end line: 40
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4836
unit: float Box2D::Union()
file: lingvo/tasks/car/ops/image_metrics.cc
start line: 42
end line: 44
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4837
unit: def EvalClassIndices()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 4838
unit: def Update()
file: lingvo/tasks/car/detection_3d_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4839
unit: def Summary()
file: lingvo/tasks/car/detection_3d_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4840
unit: def __init__()
file: lingvo/tasks/car/detection_3d_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4841
unit: def Update()
file: lingvo/tasks/car/detection_3d_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4842
unit: def Summary()
file: lingvo/tasks/car/detection_3d_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4843
unit: def Update()
file: lingvo/tasks/car/detection_3d_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4844
unit: def Summary()
file: lingvo/tasks/car/detection_3d_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4845
unit: def _KITTIObjectHas3DInfo()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 4
number of parameters: 1

id: 4846
unit: def Params()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4847
unit: def PostProcessDecodeOut()
file: lingvo/tasks/car/point_detector.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4848
unit: def ComputeMetrics()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4849
unit: def GenerateSummaries()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4850
unit: def Discretize()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4851
unit: def _CalculateEuclideanDistanceFromOrigin()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 4852
unit: def AccumulateHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4853
unit: def AccumulateHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4854
unit: def AccumulateCumulative()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4855
unit: def AccumulateHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4856
unit: def AccumulateHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4857
unit: def TransformPoint()
file: lingvo/tasks/car/transform_util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4858
unit: def KaimingUniformFanInRelu()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4859
unit: def _Rep()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4860
unit: def _Seq()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4861
unit: def _Branch()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4862
unit: def _Reshape()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4863
unit: def _Concat()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4864
unit: def _ApplyFn()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4865
unit: def _SelfAttenStack()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 7

id: 4866
unit: def ExpectsNestedMapPointsTensor()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4867
unit: def ExpectsNestedMapRangeImage()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4868
unit: def _SeqOnKey()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4869
unit: def Filter()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4870
unit: def FilterBatch()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4871
unit: def __init__()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4872
unit: def _AveragePrecisionByDifficulty()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4873
unit: def _CarToImageTransform()
file: lingvo/tasks/car/summary.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 0

id: 4874
unit: def Params()
file: lingvo/tasks/car/params/waymo.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4875
unit: def Params()
file: lingvo/tasks/car/params/waymo.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4876
unit: def Params()
file: lingvo/tasks/car/params/waymo.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4877
unit: def Params()
file: lingvo/tasks/car/params/waymo.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4878
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4879
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4880
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4881
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4882
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4883
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4884
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4885
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4886
unit: def Params()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4887
unit: def _MaybeRemove()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 4888
unit: def _configure_decoder_input()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4889
unit: def _configure_evaler_input()
file: lingvo/tasks/car/params/kitti.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4890
unit: def MLPMaxFeaturizer()
file: lingvo/tasks/car/starnet.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4891
unit: def __init__()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4892
unit: def __init__()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4893
unit: def process()
file: lingvo/tasks/car/waymo/tools/waymo_proto_to_tfe.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4894
unit: def Params()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4895
unit: def WrapAngleRad()
file: lingvo/tasks/car/geometry.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4896
unit: def GetTopK()
file: lingvo/tasks/asr/decoder_metrics.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4897
unit: def FProp()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 7

id: 4898
unit: def ComputeLogitsWithLM()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4899
unit: def AddAdditionalDecoderSummaries()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 4900
unit: def FProp()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 7

id: 4901
unit: def __init__()
file: lingvo/tasks/asr/levenshtein_distance.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 4902
unit: def AddAdditionalDecoderSummaries()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 4903
unit: def _InitBeamSearchStateCallback()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4904
unit: def _PreBeamSearchStepCallback()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 4905
unit: def _PostBeamSearchStepCallback()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 4906
unit: def _MakeDecoderTheta()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4907
unit: def _ComputeNormalizedWER()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4908
unit: def RemoveCommentTxtPreprocess()
file: lingvo/tasks/asr/tools/simple_wer_v2.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4909
unit: def CreateBidirectionalRNNParams()
file: lingvo/tasks/asr/encoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4910
unit: def ZeroAttention()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 4911
unit: def QueryAttention()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 4912
unit: def ZeroAttention()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 4913
unit: def QueryAttention()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 6

id: 4914
unit: def Train()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4915
unit: def Dev()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4916
unit: def Devother()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4917
unit: def Test()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4918
unit: def Testother()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4919
unit: def Train()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4920
unit: def Dev()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4921
unit: def Devother()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4922
unit: def Test()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4923
unit: def Testother()
file: lingvo/tasks/asr/params/librispeech.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4924
unit: def GlobalBatchSize()
file: lingvo/tasks/asr/model_test_input_generator.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4925
unit: def _GetRandomImages()
file: lingvo/tasks/image/input_generator.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4926
unit: def _GetRandomLabels()
file: lingvo/tasks/image/input_generator.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 4927
unit: def Decode()
file: lingvo/tasks/image/classifier.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 4928
unit: def PostProcessDecodeOut()
file: lingvo/tasks/image/classifier.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 4929
unit: def UpdateTargetVocabSize()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 4930
unit: def _AddAttenProbsHistogramSummary()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 4931
unit: def _ExpandToNumHyps()
file: lingvo/tasks/mt/decoder.py
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end line: 0
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id: 4932
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id: 4933
unit: def UpdateTargetVocabSize()
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id: 4934
unit: def _PostBeamSearchStepCallback()
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id: 4935
unit: def ComputeLoss()
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id: 4936
unit: def FPropFullSequence()
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id: 4937
unit: def UpdateTargetVocabSize()
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id: 4938
unit: def zero_state()
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id: 4939
unit: def StepOutputDimension()
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id: 4940
unit: def StepOutputDimension()
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id: 4941
unit: def UpdateTargetVocabSize()
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id: 4942
unit: def override_flags()
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id: 4943
unit: def init_vocab()
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McCabe index: 1
number of parameters: 2

id: 4944
unit: def read_files_1_col()
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McCabe index: 1
number of parameters: 1

id: 4945
unit: def GetDecodeOutPath()
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id: 4946
unit: def InspectDatasets()
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id: 4947
unit: def GetParams()
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id: 4948
unit: def GetProgramSchedule()
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id: 4949
unit: def GetAllRegisteredClasses()
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id: 4950
unit: def GetClass()
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id: 4951
unit: def GetParams()
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id: 4952
unit: def GetProgramSchedule()
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id: 4953
unit: def Start()
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id: 4954
unit: def has_ext_modules()
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id: 4955
unit: def _Machine()
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id: 4956
unit: def InitNetwork()
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id: 4957
unit: def CopyTrainerToSharedMount()
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id: 4958
unit: def report_interval_seconds()
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id: 4959
unit: def objective_metric_key()
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id: 4960
unit: def Name()
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id: 4961
unit: def OverrideModelParams()
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id: 4962
unit: def ShouldStop()
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id: 4963
unit: def ReportDone()
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id: 4964
unit: def _DoReportTrainingProgress()
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id: 4965
unit: def ReportEvalMeasure()
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id: 4966
unit: def __init__()
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unit: def Name()
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id: 4968
unit: def OverrideModelParams()
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id: 4969
unit: def ShouldStop()
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id: 4970
unit: def ReportDone()
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id: 4971
unit: def params()
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id: 4972
unit: def Start()
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id: 4973
unit: def _SetStatusMessage()
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id: 4974
unit: def _ExportMetrics()
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id: 4975
unit: def _ShouldEarlyStop()
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id: 4976
unit: def _InVizierStudy()
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id: 4977
unit: def GetTrainDir()
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id: 4978
unit: def _CreateSummaryWriter()
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id: 4979
unit: def has_ext_modules()
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id: 4980
unit: def decoder_datasets()
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id: 4981
unit: def from_timestamp()
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id: 4982
unit: def _read_checkpoint_file()
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id: 4983
unit: def _checkpoint_dir()
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id: 4984
unit: def count_init_fn()
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id: 4985
unit: def params()
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id: 4986
unit: def get_learning_rate()
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id: 4987
unit: def ParamsA()
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id: 4988
unit: def ParamsB()
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id: 4989
unit: def should_use_factored_second_moment_estimate()
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id: 4990
unit: def should_store_momentum_in_qint()
file: lingvo/jax/optimizers.py
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id: 4991
unit: def parameter_scale()
file: lingvo/jax/optimizers.py
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id: 4992
unit: def ParamsResNet5()
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id: 4993
unit: def ParamsResNet50()
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id: 4994
unit: def ParamsResNet101()
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id: 4995
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id: 4996
unit: def fprop()
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id: 4997
unit: def has_fflayer_start()
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id: 4998
unit: def has_fflayer_end()
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id: 4999
unit: def model_dims()
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id: 5000
unit: def ParamsVanillaNet5()
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id: 5001
unit: def ParamsVanillaNet50()
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id: 5002
unit: def ParamsVanillaNet101()
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id: 5003
unit: def ParamsVanillaNet152()
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id: 5004
unit: def _get_weight_shape()
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id: 5005
unit: def init_states()
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id: 5006
unit: def has_no_prefix()
file: lingvo/jax/optimizer_prefix_vectorization.py
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id: 5007
unit: def learners()
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id: 5008
unit: def assert_same_shape_and_dtype()
file: lingvo/jax/py_utils.py
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id: 5009
unit: def unshard()
file: lingvo/jax/py_utils.py
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McCabe index: 1
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id: 5010
unit: def _sync_global_devices_f()
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id: 5011
unit: def _broadcast_scalar_global_devices_f()
file: lingvo/jax/py_utils.py
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McCabe index: 1
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id: 5012
unit: def Params()
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id: 5013
unit: def params()
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id: 5014
unit: def get_next()
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id: 5015
unit: def reset()
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id: 5016
unit: def datasets()
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id: 5017
unit: def task()
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id: 5018
unit: def reset()
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id: 5019
unit: def reset()
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id: 5020
unit: def replicate_model_state()
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id: 5021
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id: 5022
unit: def optimizer()
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id: 5023
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id: 5024
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id: 5026
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id: 5027
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id: 5028
unit: def var_requires_mean_sync()
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id: 5029
unit: def get_summary_type_suffix()
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id: 5030
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id: 5031
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id: 5032
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id: 5033
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id: 5035
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id: 5036
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id: 5037
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id: 5039
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id: 5040
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id: 5041
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id: 5042
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id: 5045
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id: 5046
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id: 5047
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id: 5048
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id: 5052
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id: 5056
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id: 5057
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id: 5059
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id: 5060
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id: 5063
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id: 5064
unit: def FPropMeta()
file: lingvo/core/layers_with_gpipe.py
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McCabe index: 1
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id: 5065
unit: def FPropMeta()
file: lingvo/core/layers_with_gpipe.py
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id: 5066
unit: def FPropMeta()
file: lingvo/core/layers_with_gpipe.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5067
unit: def _child_variable_scope_override()
file: lingvo/core/layers_with_gpipe.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5068
unit: def _child_variable_scope_override()
file: lingvo/core/layers_with_gpipe.py
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size: 2 LOC
McCabe index: 1
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id: 5069
unit: def _child_variable_scope_override()
file: lingvo/core/layers.py
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id: 5070
unit: def _child_variable_scope_override()
file: lingvo/core/layers.py
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id: 5071
unit: def NumOutputNodes()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 2

id: 5072
unit: def output_qt_name()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 1

id: 5073
unit: def FPropFullSequence()
file: lingvo/core/layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5074
unit: def output_dim()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 5075
unit: def NumOutputNodes()
file: lingvo/core/layers.py
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id: 5076
unit: def FProp()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 5077
unit: def WindowSize()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 5078
unit: def OutShape()
file: lingvo/core/layers.py
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McCabe index: 1
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id: 5079
unit: def EmbLookupDefaultTheta()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 2

id: 5080
unit: def FProp()
file: lingvo/core/layers.py
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id: 5081
unit: def EmbLookupDefaultTheta()
file: lingvo/core/layers.py
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id: 5082
unit: def EmbLookupDefaultTheta()
file: lingvo/core/layers.py
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id: 5083
unit: def EmbLookup()
file: lingvo/core/layers.py
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id: 5084
unit: def EmbLookup()
file: lingvo/core/layers.py
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id: 5085
unit: def EmbLookupDefaultTheta()
file: lingvo/core/layers.py
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id: 5086
unit: def EmbLookup()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 3

id: 5087
unit: def wm_transposed()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 1

id: 5088
unit: def XentLoss()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 3

id: 5089
unit: def wm_transposed()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 1

id: 5090
unit: def wm_transposed()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 1

id: 5091
unit: def _child_variable_scope_override()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 1

id: 5092
unit: def Logits()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 4

id: 5093
unit: def SimpleLogits()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 4

id: 5094
unit: def XentLossFromLogits()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 4

id: 5095
unit: def FProp()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 4

id: 5096
unit: def DenseWeights()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 2

id: 5097
unit: def EmbLookupDefaultTheta()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 2

id: 5098
unit: def NumOutputNodes()
file: lingvo/core/layers.py
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id: 5099
unit: def NumOutputNodes()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 2

id: 5100
unit: def _BiasVarName()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 2

id: 5101
unit: def _ScaleVarName()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 2

id: 5102
unit: def FPropMeta()
file: lingvo/core/layers.py
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McCabe index: 1
number of parameters: 3

id: 5103
unit: def activation()
file: lingvo/core/layers.py
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id: 5104
unit: def gradient()
file: lingvo/core/layers.py
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id: 5105
unit: def InputGenerator()
file: lingvo/core/predictor_runner_base.py
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McCabe index: 1
number of parameters: 1

id: 5106
unit: def RunBatch()
file: lingvo/core/predictor_runner_base.py
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McCabe index: 1
number of parameters: 3

id: 5107
unit: def GetAllDatasetParams()
file: lingvo/core/base_model_params.py
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McCabe index: 1
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id: 5108
unit: def Task()
file: lingvo/core/base_model_params.py
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McCabe index: 1
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id: 5109
unit: def Model()
file: lingvo/core/base_model_params.py
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McCabe index: 1
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id: 5110
unit: def Train()
file: lingvo/core/base_model_params.py
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McCabe index: 1
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id: 5111
unit: def Dev()
file: lingvo/core/base_model_params.py
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McCabe index: 1
number of parameters: 1

id: 5112
unit: def Test()
file: lingvo/core/base_model_params.py
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McCabe index: 1
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id: 5113
unit: def Model()
file: lingvo/core/base_model_params.py
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McCabe index: 1
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id: 5114
unit: def ProgramSchedule()
file: lingvo/core/base_model_params.py
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McCabe index: 1
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id: 5115
unit: def Get()
file: lingvo/core/computation_cost.py
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McCabe index: 1
number of parameters: 2

id: 5116
unit: def _IsTpuTraining()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5117
unit: def table_variables()
file: lingvo/core/tpu_embedding_layers.py
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McCabe index: 1
number of parameters: 1

id: 5118
unit: def tpu_embedding()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5119
unit: def load_ops()
file: lingvo/core/tpu_embedding_layers.py
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McCabe index: 1
number of parameters: 1

id: 5120
unit: def retrieve_ops()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5121
unit: def AddSummaryTensor()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5122
unit: def summary_tensors()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5123
unit: def feature_names()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5124
unit: def CreateOptimizerParameters()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5125
unit: def CreateSlotVariablesAndOps()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5126
unit: def _GetSelfVariablesDict()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5127
unit: def GetVariableName()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5128
unit: def table_config()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5129
unit: def table_name()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5130
unit: def input_keys()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5131
unit: def max_sequence_length()
file: lingvo/core/tpu_embedding_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5132
unit: def _child_variable_scope_override()
file: lingvo/core/tpu_embedding_layers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5133
unit: def _TokenToString()
file: lingvo/core/wpm_encoder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5134
unit: def sentence_start_id()
file: lingvo/core/wpm_encoder.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5135
unit: def sentence_start_string()
file: lingvo/core/wpm_encoder.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5136
unit: def sentence_end_id()
file: lingvo/core/wpm_encoder.py
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McCabe index: 1
number of parameters: 1

id: 5137
unit: def sentence_end_string()
file: lingvo/core/wpm_encoder.py
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McCabe index: 1
number of parameters: 1

id: 5138
unit: def unk_id()
file: lingvo/core/wpm_encoder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5139
unit: def checkpoint_dir()
file: lingvo/core/checkpointer.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5140
unit: def async_checkpointing()
file: lingvo/core/checkpointer.py
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McCabe index: 1
number of parameters: 1

id: 5141
unit: def RestoreIfNeeded()
file: lingvo/core/checkpointer.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5142
unit: def _StringsToIdsImpl()
file: lingvo/core/tokenizers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 5143
unit: def IdsToStrings()
file: lingvo/core/tokenizers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5144
unit: def IdsToTokens()
file: lingvo/core/tokenizers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5145
unit: def IdsToStrings()
file: lingvo/core/tokenizers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5146
unit: def _vocab_file_params()
file: lingvo/core/tokenizers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5147
unit: def IdsToStrings()
file: lingvo/core/tokenizers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5148
unit: def IdsToTokens()
file: lingvo/core/tokenizers.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5149
unit: def AttenLogits()
file: lingvo/core/attention_util.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5150
unit: def AttenContext()
file: lingvo/core/attention_util.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5151
unit: def AttenLogitsRPE()
file: lingvo/core/attention_util.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5152
unit: def zero_state()
file: lingvo/core/lstm_frnn_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5153
unit: def _random_uniform_op()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5154
unit: def _random_normal_op()
file: lingvo/core/spectrum_augmenter.py
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size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5155
unit: def _hat()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5156
unit: def EinsumBBmBm()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5157
unit: def EinsumBmtBmBt()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5158
unit: def EinsumBxycByBxyc()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5159
unit: def EinsumBxycBxBxyc()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5160
unit: def EinsumBxyBxBxy()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5161
unit: def EinsumBxycBzxBzyc()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5162
unit: def EinsumBxycBzyBxzc()
file: lingvo/core/spectrum_augmenter.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5163
unit: def bits()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5164
unit: def QuantizeWeight()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5165
unit: def FromAqtActActMatmul()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5166
unit: def QuantizeConstantRange()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5167
unit: def QuantizeNaturalRange()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5168
unit: def CreateTensor()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 2

id: 5169
unit: def QuantizeTensors()
file: lingvo/core/quant_utils.py
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end line: 0
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McCabe index: 1
number of parameters: 4

id: 5170
unit: def is_quantized()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5171
unit: def GetEndRange()
file: lingvo/core/quant_utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5172
unit: def ApplyConstantClip()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5173
unit: def GetState()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 2

id: 5174
unit: def ApplyClipping()
file: lingvo/core/quant_utils.py
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end line: 0
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McCabe index: 1
number of parameters: 4

id: 5175
unit: def ApplyClippingWithState()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5176
unit: def ApplyConstantClip()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 4

id: 5177
unit: def GetState()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 2

id: 5178
unit: def ApplyClippingWithState()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 3

id: 5179
unit: def is_quantized()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 1

id: 5180
unit: def ApplyConstantClip()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 4

id: 5181
unit: def GetState()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 2

id: 5182
unit: def GetEndRange()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 1

id: 5183
unit: def is_quantized()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5184
unit: def bits()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5185
unit: def QuantizeWeight()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5186
unit: def QuantizeNaturalRange()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 4

id: 5187
unit: def QuantizeConstantRange()
file: lingvo/core/quant_utils.py
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end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 4

id: 5188
unit: def DefaultValue()
file: lingvo/core/quant_utils.py
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McCabe index: 1
number of parameters: 1

id: 5189
unit: def _GetAccumulatorNameForTensor()
file: lingvo/core/quant_utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5190
unit: def Combine()
file: lingvo/core/gradient_combiner.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5191
unit: def _ToTuple()
file: lingvo/core/gshard_layers.py
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end line: 0
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McCabe index: 2
number of parameters: 1

id: 5192
unit: def PadMicrobatches()
file: lingvo/core/gshard_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5193
unit: def NewState()
file: lingvo/core/gshard_layers.py
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end line: 0
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McCabe index: 1
number of parameters: 2

id: 5194
unit: def _Step()
file: lingvo/core/gshard_layers.py
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id: 5328
unit: def compute_gradients()
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id: 5329
unit: def get_slot()
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id: 5330
unit: def get_slot_names()
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id: 5331
unit: def variables()
file: lingvo/core/optimizer.py
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id: 5332
unit: def GetFn()
file: lingvo/core/activations.py
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id: 5333
unit: def GetFlops()
file: lingvo/core/activations.py
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id: 5334
unit: def IsSupported()
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id: 5335
unit: def DefaultValue()
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id: 5336
unit: def Update()
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id: 5337
unit: def _GetWeightShape()
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id: 5338
unit: def epsilon()
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id: 5339
unit: def _GetWeightShape()
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id: 5340
unit: def _resource_apply_sparse()
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id: 5341
unit: def _apply_sparse()
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id: 5342
unit: def OutputChannels()
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id: 5343
unit: def output_channels()
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id: 5344
unit: def input_channels()
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id: 5345
unit: def filter_stride()
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id: 5346
unit: def _MaybeCausalPadding()
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id: 5347
unit: def _EvaluateConvKernel()
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id: 5348
unit: def OutputChannels()
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id: 5349
unit: def OutputChannels()
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id: 5350
unit: def _GetWeightShape()
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id: 5351
unit: def OutputChannels()
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id: 5352
unit: def GetVarGrads()
file: lingvo/core/learner.py
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id: 5353
unit: def ApplyPostTrainingLoop()
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id: 5354
unit: def _CustomComputeGradientsFn()
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id: 5355
unit: def _AddEvalMetric()
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id: 5356
unit: def IsSymbol()
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id: 5357
unit: def IsExpr()
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id: 5358
unit: def Stack()
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id: 5359
unit: def __enter__()
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id: 5360
unit: def Get()
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id: 5361
unit: def ToStatic()
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id: 5362
unit: def ToTensor()
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id: 5363
unit: def _IsNamedTuple()
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id: 5364
unit: def __eq__()
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id: 5365
unit: def Set()
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id: 5366
unit: def Get()
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id: 5367
unit: def GetDefault()
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id: 5368
unit: def __dir__()
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unit: def __contains__()
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unit: def __len__()
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unit: def __eq__()
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id: 5372
unit: def __ne__()
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id: 5373
unit: def __str__()
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id: 5374
unit: def __deepcopy__()
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unit: def Copy()
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id: 5376
unit: def MergeCommonKeysFrom()
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id: 5377
unit: def Freeze()
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id: 5378
unit: def IsImmutable()
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id: 5379
unit: def GetKeys()
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id: 5380
unit: def Copy()
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id: 5381
unit: def Top()
file: lingvo/core/cluster.py
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id: 5382
unit: def ExportMetrics()
file: lingvo/core/cluster.py
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id: 5383
unit: def params()
file: lingvo/core/cluster.py
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id: 5384
unit: def mode()
file: lingvo/core/cluster.py
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id: 5385
unit: def job()
file: lingvo/core/cluster.py
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id: 5386
unit: def logdir()
file: lingvo/core/cluster.py
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id: 5387
unit: def task()
file: lingvo/core/cluster.py
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id: 5388
unit: def is_executor_tpu()
file: lingvo/core/cluster.py
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id: 5389
unit: def asynchronous()
file: lingvo/core/cluster.py
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id: 5390
unit: def synchronous()
file: lingvo/core/cluster.py
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id: 5391
unit: def num_replicas()
file: lingvo/core/cluster.py
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id: 5392
unit: def tpus_per_replica()
file: lingvo/core/cluster.py
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id: 5393
unit: def num_tpu_hosts()
file: lingvo/core/cluster.py
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id: 5394
unit: def num_devices_per_split()
file: lingvo/core/cluster.py
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id: 5395
unit: def all_worker_names()
file: lingvo/core/cluster.py
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id: 5396
unit: def tf_data_service_address()
file: lingvo/core/cluster.py
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id: 5397
unit: def do_eval()
file: lingvo/core/cluster.py
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id: 5398
unit: def in_unit_test()
file: lingvo/core/cluster.py
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id: 5399
unit: def reporting_job()
file: lingvo/core/cluster.py
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id: 5400
unit: def _AssignVar()
file: lingvo/core/cluster.py
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id: 5401
unit: def ComputePredictions()
file: lingvo/core/trainer_test_utils.py
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id: 5402
unit: def FilterPerExampleTensors()
file: lingvo/core/trainer_test_utils.py
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id: 5403
unit: def _VarInCollection()
file: lingvo/core/py_utils.py
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id: 5404
unit: def HasSameShape()
file: lingvo/core/py_utils.py
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id: 5405
unit: def outside_all_rewrites()
file: lingvo/core/py_utils.py
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id: 5406
unit: def GetTpuDeviceAssignment()
file: lingvo/core/py_utils.py
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id: 5407
unit: def IsEagerMode()
file: lingvo/core/py_utils.py
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id: 5408
unit: def AssertIsCompatible()
file: lingvo/core/py_utils.py
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id: 5409
unit: def Dtypes()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 5410
unit: def Flatten()
file: lingvo/core/py_utils.py
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id: 5411
unit: def Pack()
file: lingvo/core/py_utils.py
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id: 5412
unit: def Transform()
file: lingvo/core/py_utils.py
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id: 5413
unit: def __init__()
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id: 5414
unit: def ToUniqueList()
file: lingvo/core/py_utils.py
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id: 5415
unit: def Zeros()
file: lingvo/core/py_utils.py
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id: 5416
unit: def samples()
file: lingvo/core/py_utils.py
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id: 5417
unit: def Zeros()
file: lingvo/core/py_utils.py
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id: 5418
unit: def RandomNormal()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5419
unit: def DefaultRNNCellStateInit()
file: lingvo/core/py_utils.py
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id: 5420
unit: def Gaussian()
file: lingvo/core/py_utils.py
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id: 5421
unit: def Uniform()
file: lingvo/core/py_utils.py
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id: 5422
unit: def UniformPositive()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5423
unit: def Category()
file: lingvo/core/py_utils.py
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id: 5424
unit: def Xavier()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5425
unit: def GeoMeanXavier()
file: lingvo/core/py_utils.py
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id: 5426
unit: def Constant()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5427
unit: def TruncatedGaussian()
file: lingvo/core/py_utils.py
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number of parameters: 2

id: 5428
unit: def GaussianSqrtDim()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 5429
unit: def GaussianSqrtFanIn()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5430
unit: def GaussianSqrtFanOut()
file: lingvo/core/py_utils.py
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id: 5431
unit: def GaussianSqrtFanAvg()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5432
unit: def UniformSqrtDim()
file: lingvo/core/py_utils.py
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id: 5433
unit: def UniformUnitScaling()
file: lingvo/core/py_utils.py
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id: 5434
unit: def UniformUnitScalingFanAvg()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5435
unit: def TruncatedGaussianSqrtDim()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 5436
unit: def TruncatedGaussianSqrtFanIn()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 5437
unit: def TruncatedGaussianSqrtFanOut()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 5438
unit: def KaimingUniformFanInRelu()
file: lingvo/core/py_utils.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5439
unit: def KaimingUniformFanInLeakyRelu()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 1

id: 5440
unit: def CustomVarInit()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 1

id: 5441
unit: def CustomConstantVarInit()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5442
unit: def ScaledDeltaOrthogonal()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5443
unit: def DefaultParamInit()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 5444
unit: def GetUnitTestSession()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 5445
unit: def TaskCallScopeName()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5446
unit: def GetTaskCallScope()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 5447
unit: def GetVariableShapePrefixes()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5448
unit: def GetVariableNumLeadingDimsForCombinedLayersContext()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5449
unit: def __init__()
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McCabe index: 1
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id: 5450
unit: def __getitem__()
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McCabe index: 1
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id: 5451
unit: def __getattr__()
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McCabe index: 1
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id: 5452
unit: def __repr__()
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McCabe index: 1
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id: 5453
unit: def HasNanOrInfGradient()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 1

id: 5454
unit: def DefaultVN()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5455
unit: def DisableVN()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5456
unit: def _GetSampleStep()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 0

id: 5457
unit: def SumSquared()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5458
unit: def SumAbs()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5459
unit: def Retry()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5460
unit: def RetryOnTransientTfError()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 2

id: 5461
unit: def FPropDtype()
file: lingvo/core/py_utils.py
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McCabe index: 2
number of parameters: 1

id: 5462
unit: def _GetSharedRendezvous()
file: lingvo/core/py_utils.py
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McCabe index: 2
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id: 5463
unit: def _ApplySharedRendezvous()
file: lingvo/core/py_utils.py
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id: 5464
unit: def func()
file: lingvo/core/py_utils.py
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McCabe index: 1
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id: 5465
unit: def output_dtypes()
file: lingvo/core/py_utils.py
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McCabe index: 1
number of parameters: 1

id: 5466
unit: def stateful_ops()
file: lingvo/core/py_utils.py
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id: 5467
unit: def captured_inputs()
file: lingvo/core/py_utils.py
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id: 5468
unit: def _Itype()
file: lingvo/core/py_utils.py
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id: 5469
unit: def AppendDims()
file: lingvo/core/py_utils.py
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id: 5470
unit: def AddLoss()
file: lingvo/core/py_utils.py
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id: 5471
unit: def aux_losses()
file: lingvo/core/py_utils.py
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id: 5472
unit: def __exit__()
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id: 5473
unit: def _ShouldAddSummary()
file: lingvo/core/summary_utils.py
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McCabe index: 1
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id: 5474
unit: def TrimPaddingAndPlotSequence()
file: lingvo/core/summary_utils.py
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McCabe index: 1
number of parameters: 5

id: 5475
unit: def testonly_skip_norm_layers()
file: lingvo/core/py_utils_flags.py
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size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 5476
unit: def tpu_compat()
file: lingvo/core/py_utils_flags.py
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McCabe index: 2
number of parameters: 0

id: 5477
unit: def use_stateless_vars_init()
file: lingvo/core/py_utils_flags.py
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McCabe index: 1
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id: 5478
unit: def Sample()
file: lingvo/core/task_scheduler.py
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id: 5479
unit: def Check()
file: lingvo/core/saver.py
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id: 5480
unit: def __str__()
file: lingvo/core/saver.py
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id: 5481
unit: def Check()
file: lingvo/core/saver.py
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id: 5482
unit: def __str__()
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id: 5483
unit: def Check()
file: lingvo/core/saver.py
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id: 5484
unit: def _VarKey()
file: lingvo/core/saver.py
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id: 5485
unit: def PrepareExternalInputs()
file: lingvo/core/steps/rnn_steps.py
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number of parameters: 3

id: 5486
unit: def ZeroState()
file: lingvo/core/steps/rnn_steps.py
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number of parameters: 4

id: 5487
unit: def _child_variable_scope_override()
file: lingvo/core/steps/rnn_steps.py
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id: 5488
unit: def PrepareExternalInputs()
file: lingvo/core/steps/rnn_steps.py
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number of parameters: 3

id: 5489
unit: def ZeroState()
file: lingvo/core/steps/rnn_steps.py
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McCabe index: 1
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id: 5490
unit: def zero_state()
file: lingvo/core/steps/embedding_steps.py
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McCabe index: 1
number of parameters: 3

id: 5491
unit: def _ToTuple()
file: lingvo/core/builder_layers.py
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id: 5492
unit: def __init__()
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unit: def __str__()
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id: 5494
unit: def inputs()
file: lingvo/core/builder_layers.py
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id: 5495
unit: def outputs()
file: lingvo/core/builder_layers.py
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id: 5496
unit: def previous_assigns()
file: lingvo/core/var_tmp_wrappers.py
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number of parameters: 1

id: 5497
unit: def __repr__()
file: lingvo/core/var_tmp_wrappers.py
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McCabe index: 1
number of parameters: 1

id: 5498
unit: def raw_var()
file: lingvo/core/var_tmp_wrappers.py
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McCabe index: 1
number of parameters: 1

id: 5499
unit: def __repr__()
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McCabe index: 1
number of parameters: 1

id: 5500
unit: def raw_var()
file: lingvo/core/var_tmp_wrappers.py
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McCabe index: 1
number of parameters: 1

id: 5501
unit: def _HistogramSummary()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 3

id: 5502
unit: def zero_state()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 3

id: 5503
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5504
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5505
unit: def output_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 5506
unit: def hidden_size()
file: lingvo/core/rnn_cell.py
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id: 5507
unit: def num_gates()
file: lingvo/core/rnn_cell.py
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number of parameters: 1

id: 5508
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5509
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5510
unit: def _ProcessNewC()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 3

id: 5511
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5512
unit: def batch_size()
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McCabe index: 1
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id: 5513
unit: def GetOutput()
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id: 5514
unit: def batch_size()
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McCabe index: 1
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id: 5515
unit: def output_size()
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McCabe index: 1
number of parameters: 1

id: 5516
unit: def hidden_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5517
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5518
unit: def output_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5519
unit: def hidden_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 1

id: 5520
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
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id: 5521
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5522
unit: def output_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 5523
unit: def hidden_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 5524
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5525
unit: def gates()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 5526
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5527
unit: def _ProcessInputProj()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 3

id: 5528
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5529
unit: def output_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 5530
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5531
unit: def output_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 5532
unit: def hidden_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 1

id: 5533
unit: def num_gates()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 1

id: 5534
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5535
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5536
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5537
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5538
unit: def output_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 1

id: 5539
unit: def hidden_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 2
number of parameters: 1

id: 5540
unit: def batch_size()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5541
unit: def GetOutput()
file: lingvo/core/rnn_cell.py
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McCabe index: 1
number of parameters: 2

id: 5542
unit: def load_spm()
file: lingvo/core/gshard_decode.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5543
unit: def _FromNestedDict()
file: lingvo/core/nested_map.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5544
unit: def _FromNestedDict()
file: lingvo/core/nested_map.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5545
unit: def __setattr__()
file: lingvo/core/nested_map.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5546
unit: def copy()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 1

id: 5547
unit: def __deepcopy__()
file: lingvo/core/nested_map.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5548
unit: def DeepCopy()
file: lingvo/core/nested_map.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5549
unit: def FromNestedDict()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 1

id: 5550
unit: def Flatten()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 1

id: 5551
unit: def FlattenItems()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 1

id: 5552
unit: def Transform()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 3

id: 5553
unit: def Filter()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 3

id: 5554
unit: def DebugString()
file: lingvo/core/nested_map.py
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McCabe index: 1
number of parameters: 1

id: 5555
unit: def _BiasNoPadding()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
number of parameters: 3

id: 5556
unit: def _Bias()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
number of parameters: 3

id: 5557
unit: def _Norm()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
number of parameters: 3

id: 5558
unit: def _Activation()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
number of parameters: 3

id: 5559
unit: def _Padding()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
number of parameters: 2

id: 5560
unit: def _GlobalPooling()
file: lingvo/core/conv_layers_builder.py
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McCabe index: 1
number of parameters: 3

id: 5561
unit: def ApplyCompression()
file: lingvo/core/pruning_utils.py
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McCabe index: 2
number of parameters: 1

id: 5562
unit: def GetLastCompressionOp()
file: lingvo/core/pruning_utils.py
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McCabe index: 2
number of parameters: 1

id: 5563
unit: def GetPruningUpdate()
file: lingvo/core/pruning_utils.py
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McCabe index: 2
number of parameters: 1

id: 5564
unit: def RunPythonUpdate()
file: lingvo/core/pruning_utils.py
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McCabe index: 1
number of parameters: 3

id: 5565
unit: def ComputeDistillationLoss()
file: lingvo/core/distillation_task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5566
unit: def Decode()
file: lingvo/core/distillation_task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5567
unit: def Inference()
file: lingvo/core/distillation_task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5568
unit: def CreateDecoderMetrics()
file: lingvo/core/distillation_task.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5569
unit: def PostProcessDecodeOut()
file: lingvo/core/distillation_task.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5570
unit: def _preconditioner_available_for_dims()
file: lingvo/core/distributed_shampoo.py
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end line: 0
size: 2 LOC
McCabe index: 5
number of parameters: 2

id: 5571
unit: def make_named_zeros_slot()
file: lingvo/core/distributed_shampoo.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5572
unit: def _key_for_var()
file: lingvo/core/distributed_shampoo.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5573
unit: def _resource_apply_dense()
file: lingvo/core/distributed_shampoo.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5574
unit: def _resource_apply_sparse()
file: lingvo/core/distributed_shampoo.py
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size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5575
unit: def _apply_sparse()
file: lingvo/core/distributed_shampoo.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5576
unit: def rank()
file: lingvo/core/tshape.py
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McCabe index: 1
number of parameters: 1

id: 5577
unit: def size()
file: lingvo/core/tshape.py
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McCabe index: 1
number of parameters: 1

id: 5578
unit: def num_elements()
file: lingvo/core/tshape.py
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McCabe index: 1
number of parameters: 1

id: 5579
unit: def __str__()
file: lingvo/core/tshape.py
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McCabe index: 1
number of parameters: 1

id: 5580
unit: def Subs()
file: lingvo/core/tshape.py
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McCabe index: 2
number of parameters: 2

id: 5581
unit: def Params()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 1

id: 5582
unit: def GetNext()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 1

id: 5583
unit: def GetMeta()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 1

id: 5584
unit: def GetDataset()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 1

id: 5585
unit: def GetDataset()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 1

id: 5586
unit: def Transform()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 2

id: 5587
unit: def Transform()
file: lingvo/core/datasource.py
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McCabe index: 1
number of parameters: 2

id: 5588
unit: def Reset()
file: lingvo/core/datasource.py
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McCabe index: 3
number of parameters: 2

id: 5589
unit: def Update()
file: lingvo/core/metrics.py
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McCabe index: 1
number of parameters: 3

id: 5590
unit: def value()
file: lingvo/core/metrics.py
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McCabe index: 1
number of parameters: 1

id: 5591
unit: def Summary()
file: lingvo/core/metrics.py
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McCabe index: 1
number of parameters: 2

id: 5592
unit: def __init__()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5593
unit: def GetTotalValue()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5594
unit: def SetTotalValue()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5595
unit: def GetTotalWeight()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5596
unit: def SetTotalWeight()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5597
unit: def UpdateTruePositive()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5598
unit: def UpdateFalsePositive()
file: lingvo/core/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5599
unit: def UpdateFalseNegative()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5600
unit: def UpdateTrueNegative()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5601
unit: def __init__()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5602
unit: def Update()
file: lingvo/core/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5603
unit: def unsegmenter()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5604
unit: def value()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5605
unit: def initial_values()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5606
unit: def metrics()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5607
unit: def samples()
file: lingvo/core/metrics.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5608
unit: def _CreateSummary()
file: lingvo/core/metrics.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5609
unit: def EinsumBBmBm()
file: lingvo/core/spectrum_augmenter_on_device.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5610
unit: def EinsumBmtBmBt()
file: lingvo/core/spectrum_augmenter_on_device.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5611
unit: def EinsumBxyBxBxy()
file: lingvo/core/spectrum_augmenter_on_device.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5612
unit: def value()
file: lingvo/core/ml_perf_bleu_metric.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5613
unit: def Params()
file: lingvo/core/program.py
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end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5614
unit: def _InitializeVizier()
file: lingvo/core/program.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5615
unit: def Programs()
file: lingvo/core/program.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5616
unit: def Programs()
file: lingvo/core/program.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5617
unit: def Shutdown()
file: lingvo/core/program.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5618
unit: def CallWithParams()
file: lingvo/core/inspect_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5619
unit: def ConstructWithParams()
file: lingvo/core/inspect_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5620
unit: def __init__()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5621
unit: def zero_state()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5622
unit: def FPropFullSequence()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5623
unit: def _child_variable_scope_override()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5624
unit: def zero_state()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5625
unit: def FPropFullSequence()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5626
unit: def FPropFullSequence()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5627
unit: def _child_variable_scope_override()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5628
unit: def rnn_cell()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5629
unit: def zero_state()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5630
unit: def _child_variable_scope_override()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5631
unit: def _ConcatLastDim()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5632
unit: def _ShiftRight()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5633
unit: def _ShiftRightWithMasking()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5634
unit: def _child_variable_scope_override()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5635
unit: def rnn_cell()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5636
unit: def attention()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5637
unit: def rnn_cell()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5638
unit: def attention()
file: lingvo/core/rnn_layers.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5639
unit: def is_disabled()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5640
unit: def Disable()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5641
unit: def DefaultValue()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5642
unit: def FPropDefaultTheta()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5643
unit: def __call__()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5644
unit: def FPropMeta()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5645
unit: def params()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5646
unit: def cluster()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5647
unit: def do_eval()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5648
unit: def parent()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5649
unit: def layer_type()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5650
unit: def children()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5651
unit: def fns()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5652
unit: def GetAccumulatorValues()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5653
unit: def GetVariableSymbolicShape()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5654
unit: def _child_variable_scope_override()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5655
unit: def _CreateLayerVariables()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5656
unit: def AddVN()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5657
unit: def _AutoAddChild()
file: lingvo/core/base_layer.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5658
unit: def params()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5659
unit: def __init__()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5660
unit: def _Id()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5661
unit: def _Arg()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5662
unit: def _Save()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5663
unit: def _BatchParallel()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5664
unit: def _PrintShape()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5665
unit: def _BN()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5666
unit: def _Activation()
file: lingvo/core/builder.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5667
unit: def CommonInputOpArgs()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5668
unit: def GetBpropVariableFilters()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5669
unit: def GetInputSourceOneHot()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5670
unit: def _InputBatch()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5671
unit: def _PreprocessInputBatch()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5672
unit: def PreprocessTpuEmbeddingInputBatch()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5673
unit: def GetCpuPassthroughKeys()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5674
unit: def merged_input_data_summary_op()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5675
unit: def input_data_summary_layout()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5676
unit: def Reset()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5677
unit: def _InputBatch()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5678
unit: def _BuildDataSource()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5679
unit: def _Preprocess()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5680
unit: def Reset()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5681
unit: def GetPreprocessedInputBatch()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5682
unit: def LoadDataset()
file: lingvo/core/base_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5683
unit: def ProcessDataset()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5684
unit: def GetSequenceLength()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5685
unit: def GetFeatureSpec()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5686
unit: def _AdditionalPreprocessInputBatch()
file: lingvo/core/base_input_generator.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5687
unit: def _DummyScope()
file: lingvo/core/inference_graph_exporter.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 5688
unit: def _GetVarName()
file: lingvo/core/inference_graph_exporter.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5689
unit: def IsTpu()
file: lingvo/core/inference_graph_exporter.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5690
unit: def ShouldForceBfloat16ForWeightsAndActivations()
file: lingvo/core/inference_graph_exporter.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5691
unit: def ShouldForceBfloat16ForActivations()
file: lingvo/core/inference_graph_exporter.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5692
unit: def _DeviceSupportsFreezing()
file: lingvo/core/inference_graph_exporter.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5693
unit: def FProp()
file: lingvo/core/step.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 6

id: 5694
unit: def PrepareExternalInputs()
file: lingvo/core/step.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5695
unit: def ZeroState()
file: lingvo/core/step.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5696
unit: def _child_variable_scope_override()
file: lingvo/core/step.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5697
unit: def PrepareExternalInputs()
file: lingvo/core/step.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5698
unit: def ZeroState()
file: lingvo/core/step.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5699
unit: def UpdateTargetVocabSize()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5700
unit: def ComputePredictions()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5701
unit: def ComputeLoss()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5702
unit: def UpdateTargetVocabSize()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5703
unit: def AddExtraDecodingInfo()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5704
unit: def GreedySearchDecode()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5705
unit: def InferenceAdditionalEncoder()
file: lingvo/core/base_decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5706
unit: def input_rank()
file: lingvo/core/stream_step_test_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5707
unit: def _GetParams()
file: lingvo/core/stream_step_test_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5708
unit: def _FProp()
file: lingvo/core/stream_step_test_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5709
unit: def _StreamStep()
file: lingvo/core/stream_step_test_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 5710
unit: def _GetFPropOutput()
file: lingvo/core/stream_step_test_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5711
unit: def SetOutputContextDim()
file: lingvo/core/attention.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5712
unit: def ProcessProjectionVec()
file: lingvo/core/attention.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 4

id: 5713
unit: def _resource_apply_dense()
file: lingvo/core/egdd.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5714
unit: def _resource_apply_sparse()
file: lingvo/core/egdd.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5715
unit: def _apply_sparse()
file: lingvo/core/egdd.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5716
unit: def _MakeInt64Feature()
file: lingvo/tools/create_asr_features.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5717
unit: def _MakeFloatFeature()
file: lingvo/tools/create_asr_features.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5718
unit: def _MakeInt64Feature()
file: lingvo/tools/wpm_encode_file.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5719
unit: def _MakeFloatFeature()
file: lingvo/tools/wpm_encode_file.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5720
unit: def BeamInit()
file: lingvo/tools/beam_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 5721
unit: def GetPipelineRoot()
file: lingvo/tools/beam_utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5722
unit: def _GetSession()
file: lingvo/runners.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5723
unit: def _CleanUp()
file: lingvo/runners.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5724
unit: def GetCkptIdFromFile()
file: lingvo/runners.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5725
unit: def losses()
file: lingvo/tasks/milan/tf_hub_layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5726
unit: def losses()
file: lingvo/tasks/milan/tf_hub_layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5727
unit: def __init__()
file: lingvo/tasks/milan/tools/prepare_coco.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5728
unit: def Label()
file: lingvo/tasks/milan/dataset_spec.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5729
unit: def meta()
file: lingvo/tasks/milan/dataset_spec.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5730
unit: def Label()
file: lingvo/tasks/milan/dataset_spec.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5731
unit: def ResolveBatchDim()
file: lingvo/tasks/milan/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 5732
unit: def batch_shape()
file: lingvo/tasks/milan/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5733
unit: def FlattenBatch()
file: lingvo/tasks/milan/utils.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5734
unit: def UnflattenBatch()
file: lingvo/tasks/milan/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5735
unit: def ComputePredictions()
file: lingvo/tasks/milan/dual_encoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5736
unit: def default_dataset()
file: lingvo/tasks/milan/params/cxc.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5737
unit: def _ChooseDatasetSpec()
file: lingvo/tasks/milan/params/dual_encoder_recipe.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5738
unit: def default_dataset()
file: lingvo/tasks/milan/params/dual_encoder_recipe.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5739
unit: def encoder_configs()
file: lingvo/tasks/milan/params/dual_encoder_recipe.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5740
unit: def AddPreprocessor()
file: lingvo/tasks/milan/params/dual_encoder_recipe.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5741
unit: def FProp()
file: lingvo/tasks/milan/score_functions.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5742
unit: def _Process()
file: lingvo/tasks/punctuator/input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5743
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5744
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5745
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5746
unit: def UpdateEntry()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5747
unit: def UpdateEntryShape()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5748
unit: def UpdateEntryDType()
file: lingvo/tasks/car/input_preprocessors.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5749
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5750
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5751
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5752
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5753
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5754
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5755
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5756
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5757
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5758
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5759
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5760
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5761
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5762
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5763
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5764
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5765
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5766
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5767
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5768
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5769
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5770
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5771
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5772
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5773
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5774
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5775
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5776
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5777
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5778
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5779
unit: def TransformFeatures()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5780
unit: def TransformShapes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5781
unit: def TransformDTypes()
file: lingvo/tasks/car/input_preprocessors.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5782
unit: def class_names()
file: lingvo/tasks/car/base_extractor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5783
unit: def _NestedMapFromBatchedOutputs()
file: lingvo/tasks/car/base_extractor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5784
unit: def __init__()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5785
unit: def ClassNames()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5786
unit: def LabelMap()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5787
unit: def NumClasses()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5788
unit: def DifficultyLevels()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5789
unit: def IoUThresholds()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5790
unit: def IgnoreClassIndices()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5791
unit: def NumberOfPrecisionRecallPoints()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5792
unit: def MaximumDistance()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5793
unit: def DistanceBinWidth()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5794
unit: def MaximumNumberOfPoints()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5795
unit: def NumberOfPointsBins()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5796
unit: def MaximumRotation()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5797
unit: def NumberOfRotationBins()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5798
unit: def MinHeight2D()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5799
unit: def RecallAtPrecision()
file: lingvo/tasks/car/evaluation_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5800
unit: def VeloToImagePlaneTransformation()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5801
unit: def VeloToCameraTransformation()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5802
unit: def CameraToVeloTransformation()
file: lingvo/tasks/car/tools/kitti_data.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5803
unit: def class_names()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5804
unit: def class_names()
file: lingvo/tasks/car/kitti_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5805
unit: def CreateDecoderMetrics()
file: lingvo/tasks/car/point_detector.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5806
unit: def _BBoxesAndLogits()
file: lingvo/tasks/car/point_detector.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5807
unit: def NumBinsOfHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5808
unit: def AccumulateCumulative()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5809
unit: def NumBinsOfHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5810
unit: def NumBinsOfHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5811
unit: def NumBinsOfHistogram()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5812
unit: def Discretize()
file: lingvo/tasks/car/breakdown_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5813
unit: def corners()
file: lingvo/tasks/car/transform_util.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5814
unit: def CopyTransform()
file: lingvo/tasks/car/transform_util.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5815
unit: def __init__()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5816
unit: def DifficultyLevels()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5817
unit: def NumberOfPrecisionRecallPoints()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5818
unit: def MaximumDistance()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5819
unit: def DistanceBinWidth()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5820
unit: def MaximumNumberOfPoints()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5821
unit: def NumberOfPointsBins()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5822
unit: def NumberOfRotationBins()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5823
unit: def NumberOfCalibrationBins()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5824
unit: def MinHeight2D()
file: lingvo/tasks/car/kitti_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5825
unit: def _Relu()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5826
unit: def _Swish()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5827
unit: def _Sigmoid()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5828
unit: def _Map()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5829
unit: def _Max()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5830
unit: def _Dropout()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5831
unit: def _Fetch()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5832
unit: def _FirstN()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5833
unit: def _ArgIdx()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5834
unit: def _ApplyFnMulti()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5835
unit: def _Identity()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5836
unit: def _LN()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5837
unit: def _Add()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5838
unit: def _Multiply()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5839
unit: def _SeqOnFeatures()
file: lingvo/tasks/car/builder_lib.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5840
unit: def FeatureMap()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5841
unit: def ContextMap()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5842
unit: def Shape()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5843
unit: def DType()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5844
unit: def _Extract()
file: lingvo/tasks/car/input_extractor.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5845
unit: def imgids()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5846
unit: def scores()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5847
unit: def boxes()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5848
unit: def difficulties()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5849
unit: def distances()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5850
unit: def num_points()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5851
unit: def rotations()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5852
unit: def heights_in_pixels()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5853
unit: def speeds()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5854
unit: def _BuildMetric()
file: lingvo/tasks/car/ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5855
unit: def WaymoTestSpec()
file: lingvo/tasks/car/params/waymo.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5856
unit: def FC()
file: lingvo/tasks/car/starnet.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 6

id: 5857
unit: def Linear()
file: lingvo/tasks/car/starnet.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 5858
unit: def Bias()
file: lingvo/tasks/car/starnet.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5859
unit: def ComputePredictions()
file: lingvo/tasks/car/starnet.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5860
unit: def TransformShapes()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5861
unit: def TransformDTypes()
file: lingvo/tasks/car/waymo/waymo_open_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5862
unit: def AccumulateHistogram()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5863
unit: def AccumulateCumulative()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5864
unit: def NumBinsOfHistogram()
file: lingvo/tasks/car/waymo/waymo_ap_metric.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5865
unit: def __init__()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5866
unit: def ClassNames()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5867
unit: def DifficultyLevels()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5868
unit: def IgnoreClassIndices()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5869
unit: def NumberOfPrecisionRecallPoints()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5870
unit: def MaximumDistance()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5871
unit: def DistanceBinWidth()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5872
unit: def MaximumNumberOfPoints()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5873
unit: def NumberOfPointsBins()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5874
unit: def NumberOfRotationBins()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5875
unit: def NumberOfCalibrationBins()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5876
unit: def MinHeight2D()
file: lingvo/tasks/car/waymo/waymo_metadata.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5877
unit: def _SmoothL1Norm()
file: lingvo/tasks/car/geometry.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5878
unit: def DistanceBetweenCentroids()
file: lingvo/tasks/car/geometry.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5879
unit: def _NextPowerOfTwo()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5880
unit: def config()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5881
unit: def GetConfigFromParams()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5882
unit: def FProp()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5883
unit: def FProp()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5884
unit: def window_frame_size()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5885
unit: def window_frame_step()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5886
unit: def FProp()
file: lingvo/tasks/asr/frontend.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5887
unit: def _child_variable_scope_override()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5888
unit: def _ModifyLmBeforeFProp()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 6

id: 5889
unit: def ComputeLogitsWithLM()
file: lingvo/tasks/asr/fusion.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 4

id: 5890
unit: def __repr__()
file: lingvo/tasks/asr/levenshtein_distance.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5891
unit: def _NewTensorArray()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5892
unit: def _GetNewAttenProbs()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5893
unit: def _GetAttenProbsFromSequenceOutTensorArrays()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5894
unit: def _GetNumHypsForBeamSearch()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5895
unit: def _PostProcessAttenProbsForBeamSearch()
file: lingvo/tasks/asr/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5896
unit: def _GetDecoderTargets()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5897
unit: def _GetTargetForDecoderMetrics()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5898
unit: def CreateDecoderMetrics()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5899
unit: def PostProcessDecodeOut()
file: lingvo/tasks/asr/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5900
unit: def _IsSymbolOrPositive()
file: lingvo/tasks/asr/decoder_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5901
unit: def FilterEpsilon()
file: lingvo/tasks/asr/decoder_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5902
unit: def FilterNoise()
file: lingvo/tasks/asr/decoder_utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 1

id: 5903
unit: def _use_functional()
file: lingvo/tasks/asr/encoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5904
unit: def input_shape()
file: lingvo/tasks/asr/encoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5905
unit: def CreateConvLstmLayerParams()
file: lingvo/tasks/asr/encoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5906
unit: def supports_streaming()
file: lingvo/tasks/asr/encoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5907
unit: def zero_state()
file: lingvo/tasks/asr/encoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5908
unit: def SetContextMap()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5909
unit: def InitAttention()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5910
unit: def GetContextDim()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5911
unit: def SetContextMap()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5912
unit: def InitAttention()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5913
unit: def GetContextDim()
file: lingvo/tasks/asr/contextualizer_base.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5914
unit: def GetBpropParams()
file: lingvo/tasks/asr/model_test_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5915
unit: def GetBpropType()
file: lingvo/tasks/asr/model_test_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5916
unit: def SetBpropType()
file: lingvo/tasks/asr/model_test_input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5917
unit: def path()
file: lingvo/tasks/image/params/mnist.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5918
unit: def Dev()
file: lingvo/tasks/image/params/mnist.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5919
unit: def _Accuracy()
file: lingvo/tasks/image/classifier.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 5920
unit: def _GetAttentionInitState()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5921
unit: def _SetAttentionInitState()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5922
unit: def ComputePredictions()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5923
unit: def ComputePredictions()
file: lingvo/tasks/mt/decoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5924
unit: def Decode()
file: lingvo/tasks/mt/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5925
unit: def PostProcessDecodeOut()
file: lingvo/tasks/mt/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5926
unit: def _ComputeInputs()
file: lingvo/tasks/mt/encoder.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5927
unit: def zero_state()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5928
unit: def FProp()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 7

id: 5929
unit: def StepOutputDimension()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5930
unit: def GetFeedDict()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5931
unit: def CombineStates()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5932
unit: def StepOutputDimension()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5933
unit: def CombineStates()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5934
unit: def zero_state()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5935
unit: def zero_state()
file: lingvo/tasks/lm/layers.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5936
unit: def ComputePredictions()
file: lingvo/tasks/lm/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 5937
unit: def ComputeLoss()
file: lingvo/tasks/lm/model.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 5938
unit: def encode_string_to_ids()
file: lingvo/tasks/lm/tools/gshard_lm_decode.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 5939
unit: def decode_ids_to_string()
file: lingvo/tasks/lm/tools/gshard_lm_decode.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 5940
unit: def Reset()
file: lingvo/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5941
unit: def Initialize()
file: lingvo/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5942
unit: def Reset()
file: lingvo/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5943
unit: def Initialize()
file: lingvo/tasks/lm/input_generator.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5944
unit: def Trainer()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5945
unit: def Evaler()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5946
unit: def Decoder()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 5947
unit: def __init__()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5948
unit: def RunTrial()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 3
number of parameters: 4

id: 5949
unit: def SetModelName()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 5950
unit: def main()
file: lingvo/trainer.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5951
unit: def _ClassPathPrefix()
file: lingvo/model_registry.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 5952
unit: def datasets()
file: lingvo/jax/base_model_params.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5953
unit: def task()
file: lingvo/jax/base_model_params.py
start line: 0
end line: 0
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5954
unit: explicit IdToTokenOp()
file: lingvo/core/ops/tokenizer_op_headers.h
start line: 113
end line: 113
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5955
unit: float operator()
file: lingvo/core/ops/beam_search_step_op_kernels.h
start line: 106
end line: 106
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5956
unit: float operator()
file: lingvo/core/ops/beam_search_step_op_kernels.h
start line: 110
end line: 110
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5957
unit: explicit DefaultInsert()
file: lingvo/core/ops/beam_search_step_op_kernels.h
start line: 120
end line: 120
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5958
unit: int k()
file: lingvo/core/ops/beam_search_step_op_kernels.h
start line: 197
end line: 197
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5959
unit: float operator()
file: lingvo/core/ops/beam_search_step_op_kernels.cc
start line: 1371
end line: 1371
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5960
unit: explicit ApplyPackingOp()
file: lingvo/core/ops/pack_ops.cc
start line: 475
end line: 475
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5961
unit: explicit ApplyPackingOp()
file: lingvo/core/ops/pack_ops.cc
start line: 604
end line: 604
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5962
unit: std::string ToString()
file: lingvo/core/ops/rope.h
start line: 34
end line: 34
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5963
unit: explicit Wrapper()
file: lingvo/core/ops/thread_local_runner.h
start line: 49
end line: 49
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5964
unit: virtual ~RecordProcessor()
file: lingvo/core/ops/record_batcher.h
start line: 45
end line: 45
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5965
unit: virtual Status Initialize()
file: lingvo/core/ops/record_batcher.h
start line: 65
end line: 65
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5966
unit: virtual ~RecordIterator()
file: lingvo/core/ops/record_yielder.h
start line: 63
end line: 63
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5967
unit: int32 sos_id()
file: lingvo/core/ops/simple_vocab.h
start line: 43
end line: 43
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5968
unit: int32 eos_id()
file: lingvo/core/ops/simple_vocab.h
start line: 44
end line: 44
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5969
unit: int32 unk_id()
file: lingvo/core/ops/simple_vocab.h
start line: 45
end line: 45
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5970
unit: int32 sow_id()
file: lingvo/core/ops/simple_vocab.h
start line: 46
end line: 46
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5971
unit: int32 eow_id()
file: lingvo/core/ops/simple_vocab.h
start line: 47
end line: 47
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5972
unit: bool InVocab()
file: lingvo/core/ops/simple_vocab.h
start line: 55
end line: 55
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5973
unit: int GetVocabSize()
file: lingvo/core/ops/simple_vocab.h
start line: 63
end line: 63
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5974
unit: int32 AsciiTokenizer::NumTokens()
file: lingvo/core/ops/ascii_tokenizer.cc
start line: 126
end line: 126
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5975
unit: int wpos()
file: lingvo/core/ops/text_packing.h
start line: 86
end line: 86
size: 1 LOC
McCabe index: 1
number of parameters: 2

id: 5976
unit: explicit PairwiseIoUOp()
file: lingvo/tasks/car/ops/pairwise_iou_op.cc
start line: 30
end line: 30
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5977
unit: explicit TopKSampler()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 90
end line: 90
size: 1 LOC
McCabe index: 1
number of parameters: 2

id: 5978
unit: void Update()
file: lingvo/tasks/car/ops/ps_utils.cc
start line: 159
end line: 159
size: 1 LOC
McCabe index: 1
number of parameters: 2

id: 5979
unit: explicit AveragePrecision()
file: lingvo/tasks/car/ops/image_metrics.h
start line: 97
end line: 97
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5980
unit: float Box2D::Area()
file: lingvo/tasks/car/ops/image_metrics.cc
start line: 36
end line: 36
size: 1 LOC
McCabe index: 1
number of parameters: 0

id: 5981
unit: explicit PSUtils()
file: lingvo/tasks/car/ops/ps_utils.h
start line: 63
end line: 63
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5982
unit: double LineValue()
file: lingvo/tasks/car/ops/box_util.cc
start line: 42
end line: 42
size: 1 LOC
McCabe index: 1
number of parameters: 1

id: 5983
unit: bool RotatedBox2D::NonZeroAndValid()
file: lingvo/tasks/car/ops/box_util.cc
start line: 182
end line: 182
size: 1 LOC
McCabe index: 1
number of parameters: 0