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id: 306
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id: 316
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unit: def mvn_to_gaussian()
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id: 332
unit: def quantize()
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id: 333
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id: 371
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id: 377
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id: 392
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id: 398
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id: 399
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id: 670
unit: def spline_coupling()
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id: 671
unit: def _inverse_stable()
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id: 672
unit: def __init__()
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id: 673
unit: def _kl_independent_mvn()
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id: 674
unit: def __init__()
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id: 675
unit: def log_partition_function()
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id: 676
unit: def model()
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id: 677
unit: def main()
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id: 678
unit: def compute_loss_and_gradient()
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unit: def __init__()
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unit: def random_module()
file: pyro/primitives.py
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id: 681
unit: def validation_enabled()
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id: 682
unit: def mc_extend()
file: pyro/poutine/util.py
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id: 683
unit: def __exit__()
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unit: def __init__()
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id: 685
unit: def get_dist()
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id: 686
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id: 687
unit: def tensor_to_dict()
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id: 688
unit: def step()
file: pyro/contrib/minipyro.py
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id: 689
unit: def elbo()
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id: 690
unit: def __init__()
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id: 691
unit: def forward()
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id: 692
unit: def posterior_eig()
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id: 693
unit: def __call__()
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unit: def __init__()
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id: 696
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id: 697
unit: def global_model()
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unit: def global_model()
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id: 699
unit: def __exit__()
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id: 700
unit: def _pyro_to_data()
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id: 701
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id: 704
unit: def forward()
file: pyro/contrib/gp/kernels/kernel.py
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id: 705
unit: def _dot_product()
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id: 706
unit: def forward()
file: pyro/contrib/gp/likelihoods/binary.py
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id: 707
unit: def sample_multi()
file: pyro/contrib/examples/multi_mnist.py
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number of parameters: 3

id: 708
unit: def process_noise_cov()
file: pyro/contrib/tracking/dynamic_models.py
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number of parameters: 2

id: 709
unit: def set_state()
file: pyro/params/param_store.py
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id: 710
unit: def _guess_max_plate_nesting()
file: pyro/infer/predictive.py
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number of parameters: 3

id: 711
unit: def compute_marginals()
file: pyro/infer/traceenum_elbo.py
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number of parameters: 5

id: 712
unit: def differentiable_loss()
file: pyro/infer/tracetmc_elbo.py
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id: 713
unit: def _deep_setattr()
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number of parameters: 3

id: 714
unit: def _guess_max_plate_nesting()
file: pyro/infer/mcmc/util.py
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number of parameters: 3

id: 715
unit: def _safe()
file: pyro/infer/mcmc/util.py
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number of parameters: 1

id: 716
unit: def _reset()
file: pyro/infer/mcmc/hmc.py
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id: 717
unit: def configure()
file: pyro/infer/mcmc/adaptation.py
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id: 718
unit: def kinetic_grad()
file: pyro/infer/mcmc/adaptation.py
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number of parameters: 2

id: 719
unit: def step()
file: pyro/infer/svi.py
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id: 720
unit: def log_kernel_and_grad()
file: pyro/infer/svgd.py
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id: 721
unit: def __setitem__()
file: pyro/infer/smcfilter.py
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number of parameters: 3

id: 722
unit: def __init__()
file: pyro/infer/abstract_infer.py
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number of parameters: 4

id: 723
unit: def triu_matvecmul()
file: pyro/ops/arrowhead.py
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McCabe index: 2
number of parameters: 3

id: 724
unit: def periodic_repeat()
file: pyro/ops/tensor_utils.py
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McCabe index: 3
number of parameters: 3

id: 725
unit: def repeated_matmul()
file: pyro/ops/tensor_utils.py
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McCabe index: 4
number of parameters: 2

id: 726
unit: def condition()
file: pyro/ops/gaussian.py
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id: 727
unit: def contract_expression()
file: pyro/ops/einsum/__init__.py
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number of parameters: 3

id: 728
unit: def log_prob()
file: pyro/distributions/diag_normal_mixture_shared_cov.py
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number of parameters: 2

id: 729
unit: def forward()
file: pyro/distributions/diag_normal_mixture_shared_cov.py
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number of parameters: 7

id: 730
unit: def __init__()
file: pyro/distributions/zero_inflated.py
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number of parameters: 6

id: 731
unit: def log_prob()
file: pyro/distributions/multivariate_studentt.py
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number of parameters: 2

id: 732
unit: def __init__()
file: pyro/distributions/testing/rejection_gamma.py
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id: 733
unit: def __init__()
file: pyro/distributions/transforms/matrix_exponential.py
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number of parameters: 5

id: 734
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/neural_autoregressive.py
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number of parameters: 3

id: 735
unit: def __init__()
file: pyro/distributions/transforms/affine_coupling.py
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id: 736
unit: def _log_beta_1()
file: pyro/distributions/conjugate.py
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number of parameters: 3

id: 737
unit: def __init__()
file: pyro/distributions/conjugate.py
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number of parameters: 5

id: 738
unit: def conjugate_update()
file: pyro/distributions/torch.py
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number of parameters: 2

id: 739
unit: def log_prob()
file: pyro/distributions/empirical.py
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number of parameters: 2

id: 740
unit: def _get_cpp_module()
file: pyro/distributions/spanning_tree.py
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number of parameters: 0

id: 741
unit: def __init__()
file: pyro/distributions/hmm.py
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id: 742
unit: def expand()
file: pyro/distributions/hmm.py
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id: 743
unit: def expand()
file: pyro/distributions/hmm.py
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id: 744
unit: def rsample()
file: pyro/distributions/hmm.py
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id: 745
unit: def expand()
file: pyro/distributions/hmm.py
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id: 746
unit: def _weak_memoize()
file: pyro/distributions/coalescent.py
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id: 747
unit: def __init__()
file: tutorial/source/search_inference.py
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id: 748
unit: def cleannb()
file: tutorial/source/cleannb.py
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id: 749
unit: def model()
file: examples/inclined_plane.py
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id: 750
unit: def __init__()
file: examples/rsa/search_inference.py
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id: 751
unit: def main()
file: examples/rsa/schelling_false.py
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id: 752
unit: def test_truth()
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id: 753
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id: 754
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id: 755
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id: 756
unit: def world_prior()
file: examples/rsa/semantic_parsing.py
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id: 757
unit: def structured_prior_model()
file: examples/rsa/generics.py
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number of parameters: 1

id: 758
unit: def load_data()
file: examples/dmm/polyphonic_data_loader.py
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number of parameters: 1

id: 759
unit: def get_step()
file: examples/contrib/oed/gp_bayes_opt.py
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number of parameters: 4

id: 760
unit: def evaluate_pointwise_pred_density()
file: examples/baseball.py
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id: 761
unit: def forward()
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id: 762
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file: examples/vae/utils/vae_plots.py
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id: 763
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file: profiler/profiling_utils.py
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id: 764
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file: profiler/distributions.py
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id: 765
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id: 766
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id: 767
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id: 768
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file: pyro/poutine/lift_messenger.py
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id: 769
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id: 770
unit: def add_node()
file: pyro/poutine/trace_struct.py
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id: 771
unit: def _get_optim_args()
file: pyro/optim/optim.py
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id: 772
unit: def _get_grad_clip_args()
file: pyro/optim/optim.py
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id: 773
unit: def group()
file: pyro/contrib/easyguide/easyguide.py
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id: 774
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id: 775
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file: pyro/contrib/minipyro.py
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number of parameters: 1

id: 776
unit: def donsker_varadhan_eig()
file: pyro/contrib/oed/eig.py
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number of parameters: 11

id: 777
unit: def marginal_eig()
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id: 778
unit: def marginal_likelihood_eig()
file: pyro/contrib/oed/eig.py
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number of parameters: 12

id: 779
unit: def vnmc_eig()
file: pyro/contrib/oed/eig.py
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number of parameters: 11

id: 780
unit: def _safe_mean_terms()
file: pyro/contrib/oed/eig.py
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McCabe index: 3
number of parameters: 1

id: 781
unit: def __init__()
file: pyro/contrib/epidemiology/models.py
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id: 782
unit: def generate()
file: pyro/contrib/epidemiology/compartmental.py
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number of parameters: 2

id: 783
unit: def clamp()
file: pyro/contrib/epidemiology/util.py
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McCabe index: 5
number of parameters: 4

id: 784
unit: def _relaxed_beta_binomial()
file: pyro/contrib/epidemiology/distributions.py
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id: 785
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id: 787
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id: 789
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file: pyro/contrib/tracking/distributions.py
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id: 790
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file: pyro/contrib/tracking/dynamic_models.py
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id: 791
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id: 793
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file: pyro/contrib/conjugate/infer.py
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id: 794
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file: pyro/contrib/conjugate/infer.py
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McCabe index: 3
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id: 795
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id: 796
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file: pyro/infer/traceenum_elbo.py
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number of parameters: 1

id: 797
unit: def _check_model_guide_enumeration_constraint()
file: pyro/infer/traceenum_elbo.py
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McCabe index: 7
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id: 798
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McCabe index: 3
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id: 799
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size: 10 LOC
McCabe index: 8
number of parameters: 2

id: 800
unit: def _get_log_factors()
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size: 10 LOC
McCabe index: 6
number of parameters: 2

id: 801
unit: def __init__()
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size: 10 LOC
McCabe index: 3
number of parameters: 4

id: 802
unit: def __init__()
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size: 10 LOC
McCabe index: 3
number of parameters: 6

id: 803
unit: def _setup_prototype()
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size: 10 LOC
McCabe index: 4
number of parameters: 3

id: 804
unit: def _setup_prototype()
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size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 805
unit: def __init__()
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size: 10 LOC
McCabe index: 2
number of parameters: 6

id: 806
unit: def __call__()
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size: 10 LOC
McCabe index: 1
number of parameters: 4

id: 807
unit: def _get_baseline_options()
file: pyro/infer/tracegraph_elbo.py
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end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 1

id: 808
unit: def _loss_and_surrogate_loss()
file: pyro/infer/tracegraph_elbo.py
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end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 5

id: 809
unit: def _compute_log_r()
file: pyro/infer/trace_elbo.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 810
unit: def _get_log_factors()
file: pyro/infer/mcmc/util.py
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end line: 0
size: 10 LOC
McCabe index: 5
number of parameters: 2

id: 811
unit: def _potential_fn()
file: pyro/infer/mcmc/util.py
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end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 812
unit: def diagnostics()
file: pyro/infer/mcmc/util.py
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size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 813
unit: def __init__()
file: pyro/infer/mcmc/api.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 8

id: 814
unit: def _sample_r()
file: pyro/infer/mcmc/hmc.py
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size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 815
unit: def scale()
file: pyro/infer/mcmc/adaptation.py
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size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 816
unit: def scale()
file: pyro/infer/mcmc/adaptation.py
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size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 817
unit: def run()
file: pyro/infer/svi.py
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end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 818
unit: def _traces()
file: pyro/infer/abstract_infer.py
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end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 3

id: 819
unit: def triu_gram()
file: pyro/ops/arrowhead.py
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size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 820
unit: def update()
file: pyro/ops/welford.py
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size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 821
unit: def inverse_haar_transform()
file: pyro/ops/tensor_utils.py
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end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 822
unit: def waic()
file: pyro/ops/stats.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 4

id: 823
unit: def log_prob()
file: pyro/distributions/von_mises_3d.py
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size: 10 LOC
McCabe index: 5
number of parameters: 2

id: 824
unit: def expand()
file: pyro/distributions/torch_distribution.py
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end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 3

id: 825
unit: def score_parts()
file: pyro/distributions/torch_distribution.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 826
unit: def log_prob()
file: pyro/distributions/gaussian_scale_mixture.py
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end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 2

id: 827
unit: def log_prob()
file: pyro/distributions/diag_normal_mixture.py
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size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 828
unit: def __init__()
file: pyro/distributions/zero_inflated.py
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end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 4

id: 829
unit: def sum_rightmost()
file: pyro/distributions/util.py
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end line: 0
size: 10 LOC
McCabe index: 5
number of parameters: 2

id: 830
unit: def sum_leftmost()
file: pyro/distributions/util.py
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end line: 0
size: 10 LOC
McCabe index: 5
number of parameters: 2

id: 831
unit: def _call()
file: pyro/distributions/transforms/haar.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 832
unit: def _inverse()
file: pyro/distributions/transforms/haar.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 833
unit: def _call()
file: pyro/distributions/transforms/discrete_cosine.py
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size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 834
unit: def _inverse()
file: pyro/distributions/transforms/discrete_cosine.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 835
unit: def _call()
file: pyro/distributions/transforms/sylvester.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 836
unit: def _call()
file: pyro/distributions/transforms/affine_coupling.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 837
unit: def _inverse()
file: pyro/distributions/transforms/affine_coupling.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 838
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/affine_coupling.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 3

id: 839
unit: def _kl_independent_independent()
file: pyro/distributions/kl.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 840
unit: def expand()
file: pyro/distributions/conjugate.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 3

id: 841
unit: def expand()
file: pyro/distributions/lkj.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 3

id: 842
unit: def conjugate_update()
file: pyro/distributions/torch.py
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end line: 0
size: 10 LOC
McCabe index: 1
number of parameters: 2

id: 843
unit: def variance()
file: pyro/distributions/empirical.py
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end line: 0
size: 10 LOC
McCabe index: 2
number of parameters: 1

id: 844
unit: def _find_valid_edges()
file: pyro/distributions/spanning_tree.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 845
unit: def log_prob()
file: pyro/distributions/hmm.py
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end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 846
unit: def filter()
file: pyro/distributions/hmm.py
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end line: 0
size: 10 LOC
McCabe index: 3
number of parameters: 2

id: 847
unit: def log_prob()
file: pyro/distributions/coalescent.py
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end line: 0
size: 10 LOC
McCabe index: 4
number of parameters: 2

id: 848
unit: def log_prob()
file: tutorial/source/search_inference.py
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end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 849
unit: def _traces()
file: tutorial/source/search_inference.py
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end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 850
unit: def time_fn()
file: examples/einsum.py
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end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 4

id: 851
unit: def log_prob()
file: examples/rsa/search_inference.py
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end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 852
unit: def _traces()
file: examples/rsa/search_inference.py
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end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 853
unit: def pragmatic_listener()
file: examples/rsa/hyperbole.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 854
unit: def expand_z_where()
file: examples/air/air.py
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end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 855
unit: def preprocess()
file: examples/contrib/forecast/bart.py
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end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 856
unit: def generate_data()
file: examples/contrib/cevae/synthetic.py
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end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 857
unit: def main()
file: examples/contrib/epidemiology/regional.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 858
unit: def aic_num_parameters()
file: examples/mixed_hmm/experiment.py
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end line: 0
size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 859
unit: def partially_pooled()
file: examples/baseball.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 860
unit: def step()
file: examples/smcfilter.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 861
unit: def __init__()
file: examples/hmm.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 3

id: 862
unit: def set_train()
file: examples/vae/vae_comparison.py
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end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 863
unit: def model()
file: examples/vae/vae_comparison.py
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end line: 0
size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 864
unit: def model()
file: examples/vae/vae.py
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end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 865
unit: def __init__()
file: pyro/poutine/scale_messenger.py
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end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 866
unit: def _pyro_sample()
file: pyro/poutine/markov_messenger.py
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end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 867
unit: def sample()
file: pyro/poutine/subsample_messenger.py
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end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 868
unit: def _process_message()
file: pyro/poutine/subsample_messenger.py
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end line: 0
size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 869
unit: def _reset()
file: pyro/poutine/trace_messenger.py
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end line: 0
size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 870
unit: def _pyro_sample()
file: pyro/poutine/condition_messenger.py
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size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 871
unit: def _get_mask()
file: pyro/optim/dct_adam.py
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size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 872
unit: def _stationary_covariance()
file: pyro/contrib/timeseries/gp.py
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size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 873
unit: def __init__()
file: pyro/contrib/cevae/__init__.py
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McCabe index: 3
number of parameters: 3

id: 874
unit: def forward()
file: pyro/contrib/cevae/__init__.py
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size: 9 LOC
McCabe index: 2
number of parameters: 5

id: 875
unit: def get_params()
file: pyro/contrib/oed/glmm/guides.py
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McCabe index: 1
number of parameters: 4

id: 876
unit: def get_params()
file: pyro/contrib/oed/glmm/guides.py
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size: 9 LOC
McCabe index: 3
number of parameters: 4

id: 877
unit: def laplace_eig()
file: pyro/contrib/oed/eig.py
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end line: 0
size: 9 LOC
McCabe index: 4
number of parameters: 12

id: 878
unit: def vi_eig()
file: pyro/contrib/oed/eig.py
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size: 9 LOC
McCabe index: 4
number of parameters: 9

id: 879
unit: def compute_flows()
file: pyro/contrib/epidemiology/models.py
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size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 880
unit: def init()
file: pyro/contrib/epidemiology/compartmental.py
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McCabe index: 3
number of parameters: 2

id: 881
unit: def set_approx_sample_thresh()
file: pyro/contrib/epidemiology/distributions.py
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size: 9 LOC
McCabe index: 1
number of parameters: 1

id: 882
unit: def __init__()
file: pyro/contrib/funsor/handlers/runtime.py
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size: 9 LOC
McCabe index: 7
number of parameters: 5

id: 883
unit: def _increment_name()
file: pyro/contrib/autoname/scoping.py
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size: 9 LOC
McCabe index: 4
number of parameters: 3

id: 884
unit: def add()
file: pyro/contrib/autoname/named.py
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size: 9 LOC
McCabe index: 2
number of parameters: 1

id: 885
unit: def forward()
file: pyro/contrib/gp/kernels/kernel.py
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McCabe index: 3
number of parameters: 4

id: 886
unit: def __init__()
file: pyro/contrib/gp/models/gplvm.py
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McCabe index: 2
number of parameters: 2

id: 887
unit: def _check_Xnew_shape()
file: pyro/contrib/gp/models/model.py
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size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 888
unit: def mk_dataset()
file: pyro/contrib/examples/multi_mnist.py
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McCabe index: 2
number of parameters: 4

id: 889
unit: def geodesic_difference()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 3

id: 890
unit: def mean2pv()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 891
unit: def cov2pv()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 892
unit: def process_noise_dist()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 893
unit: def mean2pv()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 894
unit: def cov2pv()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 895
unit: def process_noise_cov()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 896
unit: def geodesic_difference()
file: pyro/contrib/tracking/measurements.py
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McCabe index: 1
number of parameters: 3

id: 897
unit: def jacobian()
file: pyro/contrib/tracking/measurements.py
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McCabe index: 1
number of parameters: 2

id: 898
unit: def forward()
file: pyro/infer/predictive.py
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McCabe index: 4
number of parameters: 3

id: 899
unit: def median()
file: pyro/infer/autoguide/guides.py
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McCabe index: 3
number of parameters: 3

id: 900
unit: def quantiles()
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McCabe index: 2
number of parameters: 4

id: 901
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McCabe index: 2
number of parameters: 1

id: 902
unit: def quantiles()
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McCabe index: 3
number of parameters: 4

id: 903
unit: def mean_field_entropy()
file: pyro/infer/autoguide/utils.py
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size: 9 LOC
McCabe index: 6
number of parameters: 3

id: 904
unit: def _get_trace()
file: pyro/infer/discrete.py
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size: 9 LOC
McCabe index: 5
number of parameters: 5

id: 905
unit: def step()
file: pyro/infer/csis.py
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McCabe index: 3
number of parameters: 3

id: 906
unit: def differentiable_loss()
file: pyro/infer/trace_elbo.py
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size: 9 LOC
McCabe index: 2
number of parameters: 5

id: 907
unit: def _populate_cache()
file: pyro/infer/mcmc/util.py
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McCabe index: 5
number of parameters: 4

id: 908
unit: def __init__()
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size: 9 LOC
McCabe index: 1
number of parameters: 4

id: 909
unit: def emit()
file: pyro/infer/mcmc/logger.py
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McCabe index: 3
number of parameters: 2

id: 910
unit: def _add_logging_hook()
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size: 9 LOC
McCabe index: 3
number of parameters: 3

id: 911
unit: def init_workers()
file: pyro/infer/mcmc/api.py
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size: 9 LOC
McCabe index: 4
number of parameters: 3

id: 912
unit: def inverse_mass_matrix()
file: pyro/infer/mcmc/adaptation.py
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size: 9 LOC
McCabe index: 3
number of parameters: 2

id: 913
unit: def _bandwidth()
file: pyro/infer/svgd.py
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size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 914
unit: def log_kernel_and_grad()
file: pyro/infer/svgd.py
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size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 915
unit: def _bandwidth()
file: pyro/infer/svgd.py
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size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 916
unit: def __init__()
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McCabe index: 1
number of parameters: 7

id: 917
unit: def init()
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McCabe index: 1
number of parameters: 3

id: 918
unit: def _maybe_importance_resample()
file: pyro/infer/smcfilter.py
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size: 9 LOC
McCabe index: 3
number of parameters: 1

id: 919
unit: def support()
file: pyro/infer/abstract_infer.py
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size: 9 LOC
McCabe index: 5
number of parameters: 2

id: 920
unit: def __init__()
file: pyro/infer/abstract_infer.py
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size: 9 LOC
McCabe index: 1
number of parameters: 5

id: 921
unit: def _hashable_args_kwargs()
file: pyro/ops/jit.py
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size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 922
unit: def update()
file: pyro/ops/welford.py
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size: 9 LOC
McCabe index: 2
number of parameters: 2

id: 923
unit: def hessian()
file: pyro/ops/hessian.py
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size: 9 LOC
McCabe index: 4
number of parameters: 2

id: 924
unit: def block_diagonal()
file: pyro/ops/tensor_utils.py
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size: 9 LOC
McCabe index: 1
number of parameters: 2

id: 925
unit: def haar_transform()
file: pyro/ops/tensor_utils.py
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McCabe index: 2
number of parameters: 1

id: 926
unit: def inv()
file: pyro/ops/rings.py
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McCabe index: 2
number of parameters: 2

id: 927
unit: def inv()
file: pyro/ops/rings.py
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McCabe index: 2
number of parameters: 2

id: 928
unit: def index()
file: pyro/ops/indexing.py
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McCabe index: 3
number of parameters: 2

id: 929
unit: def __init__()
file: pyro/ops/gamma_gaussian.py
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size: 9 LOC
McCabe index: 1
number of parameters: 6

id: 930
unit: def compound()
file: pyro/ops/gamma_gaussian.py
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McCabe index: 1
number of parameters: 1

id: 931
unit: def event_logsumexp()
file: pyro/ops/gamma_gaussian.py
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file: pyro/ops/contract.py
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id: 933
unit: def __call__()
file: pyro/ops/contract.py
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id: 934
unit: def __add__()
file: pyro/ops/gaussian.py
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id: 935
unit: def marginalize()
file: pyro/ops/gaussian.py
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number of parameters: 3

id: 936
unit: def einsum()
file: pyro/ops/einsum/torch_sample.py
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McCabe index: 3
number of parameters: 2

id: 937
unit: def log_prob()
file: pyro/distributions/polya_gamma.py
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McCabe index: 1
number of parameters: 2

id: 938
unit: def __init__()
file: pyro/distributions/avf_mvn.py
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number of parameters: 4

id: 939
unit: def propose_log_prob()
file: pyro/distributions/testing/rejection_gamma.py
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size: 9 LOC
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id: 940
unit: def expand()
file: pyro/distributions/testing/rejection_gamma.py
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id: 941
unit: def _params()
file: pyro/distributions/transforms/spline.py
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id: 942
unit: def __init__()
file: pyro/distributions/transforms/batchnorm.py
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id: 943
unit: def _inverse()
file: pyro/distributions/transforms/batchnorm.py
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id: 944
unit: def _call()
file: pyro/distributions/transforms/planar.py
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id: 945
unit: def _call()
file: pyro/distributions/transforms/polynomial.py
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id: 946
unit: def __init__()
file: pyro/distributions/transforms/householder.py
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id: 947
unit: def log_prob()
file: pyro/distributions/conjugate.py
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id: 948
unit: def enumerate_support()
file: pyro/distributions/conjugate.py
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id: 949
unit: def lkj_constant()
file: pyro/distributions/lkj.py
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id: 950
unit: def expand()
file: pyro/distributions/stable.py
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id: 951
unit: def conjugate_update()
file: pyro/distributions/torch.py
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id: 952
unit: def expand()
file: pyro/distributions/hmm.py
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id: 953
unit: def filter()
file: pyro/distributions/hmm.py
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id: 954
unit: def log_prob()
file: pyro/distributions/hmm.py
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id: 955
unit: def _traces()
file: tutorial/source/search_inference.py
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id: 956
unit: def forward()
file: examples/svi_horovod.py
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id: 957
unit: def _traces()
file: examples/rsa/search_inference.py
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id: 958
unit: def bob()
file: examples/rsa/schelling.py
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McCabe index: 2
number of parameters: 2

id: 959
unit: def bob()
file: examples/rsa/schelling_false.py
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number of parameters: 2

id: 960
unit: def get_logger()
file: examples/dmm/util.py
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McCabe index: 1
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id: 961
unit: def reverse_sequences()
file: examples/dmm/polyphonic_data_loader.py
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id: 962
unit: def forward()
file: examples/dmm/dmm.py
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id: 963
unit: def make_prior()
file: examples/air/main.py
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id: 964
unit: def load_data()
file: examples/air/main.py
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McCabe index: 2
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id: 965
unit: def bounding_box()
file: examples/air/viz.py
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McCabe index: 1
number of parameters: 2

id: 966
unit: def update_posterior()
file: examples/contrib/oed/gp_bayes_opt.py
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McCabe index: 1
number of parameters: 3

id: 967
unit: def acquire_thompson()
file: examples/contrib/oed/gp_bayes_opt.py
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McCabe index: 2
number of parameters: 3

id: 968
unit: def model()
file: examples/contrib/autoname/mixture.py
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McCabe index: 3
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id: 969
unit: def main()
file: examples/eight_schools/mcmc.py
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id: 970
unit: def model()
file: examples/eight_schools/svi.py
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id: 971
unit: def model()
file: examples/toy_mixture_model_discrete_enumeration.py
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id: 972
unit: def partially_pooled_with_logit()
file: examples/baseball.py
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number of parameters: 2

id: 973
unit: def train_test_split()
file: examples/baseball.py
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number of parameters: 1

id: 974
unit: def fit_guide()
file: examples/neutra.py
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id: 975
unit: def train()
file: examples/vae/vae_comparison.py
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id: 976
unit: def print_distribution_labels()
file: examples/vae/utils/mnist_cached.py
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McCabe index: 5
number of parameters: 1

id: 977
unit: def __getitem__()
file: examples/vae/utils/mnist_cached.py
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McCabe index: 3
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id: 978
unit: def mkdir_p()
file: examples/vae/utils/mnist_cached.py
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McCabe index: 4
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id: 979
unit: def __init__()
file: examples/vae/vae.py
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id: 980
unit: def profile_cprofile()
file: profiler/profiling_utils.py
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McCabe index: 1
number of parameters: 2

id: 981
unit: def sample_mask_indices()
file: pyro/nn/auto_reg_nn.py
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McCabe index: 2
number of parameters: 3

id: 982
unit: def _get_pyro_params()
file: pyro/nn/module.py
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McCabe index: 5
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id: 983
unit: def _pyro_set_supermodule()
file: pyro/nn/module.py
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McCabe index: 3
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id: 984
unit: def clear()
file: pyro/nn/module.py
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id: 985
unit: def set_rng_seed()
file: pyro/util.py
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id: 986
unit: def get_rng_state()
file: pyro/util.py
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id: 987
unit: def check_if_enumerated()
file: pyro/util.py
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McCabe index: 5
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id: 988
unit: def _pyro_param()
file: pyro/poutine/replay_messenger.py
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number of parameters: 2

id: 989
unit: def _pyro_sample()
file: pyro/poutine/uncondition_messenger.py
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McCabe index: 2
number of parameters: 2

id: 990
unit: def __exit__()
file: pyro/poutine/trace_messenger.py
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id: 991
unit: def _pyro_post_sample()
file: pyro/poutine/trace_messenger.py
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id: 992
unit: def _pyro_sample()
file: pyro/poutine/escape_messenger.py
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McCabe index: 2
number of parameters: 2

id: 993
unit: def remove_node()
file: pyro/poutine/trace_struct.py
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McCabe index: 3
number of parameters: 2

id: 994
unit: def _dfs()
file: pyro/poutine/trace_struct.py
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McCabe index: 4
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id: 995
unit: def __init__()
file: pyro/optim/adagrad_rmsprop.py
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id: 996
unit: def __init__()
file: pyro/contrib/easyguide/easyguide.py
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id: 997
unit: def _setup_prototype()
file: pyro/contrib/easyguide/easyguide.py
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McCabe index: 4
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id: 998
unit: def get_dist()
file: pyro/contrib/timeseries/gp.py
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id: 999
unit: def __init__()
file: pyro/contrib/cevae/__init__.py
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id: 1000
unit: def z_dist()
file: pyro/contrib/cevae/__init__.py
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id: 1001
unit: def __call__()
file: pyro/contrib/minipyro.py
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id: 1002
unit: def finalize()
file: pyro/contrib/oed/glmm/guides.py
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number of parameters: 3

id: 1003
unit: def normal_inverse_gamma_linear_model()
file: pyro/contrib/oed/glmm/glmm.py
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McCabe index: 1
number of parameters: 6

id: 1004
unit: def monte_carlo_entropy()
file: pyro/contrib/oed/eig.py
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McCabe index: 3
number of parameters: 4

id: 1005
unit: def _traces()
file: pyro/contrib/oed/search.py
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id: 1006
unit: def __init__()
file: pyro/contrib/epidemiology/models.py
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id: 1007
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id: 1008
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id: 1009
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file: pyro/contrib/epidemiology/models.py
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id: 1010
unit: def global_model()
file: pyro/contrib/epidemiology/models.py
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id: 1011
unit: def global_model()
file: pyro/contrib/epidemiology/models.py
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id: 1012
unit: def set_relaxed_distributions()
file: pyro/contrib/epidemiology/distributions.py
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McCabe index: 1
number of parameters: 1

id: 1013
unit: def __iter__()
file: pyro/contrib/funsor/handlers/named_messenger.py
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McCabe index: 2
number of parameters: 1

id: 1014
unit: def __init__()
file: pyro/contrib/funsor/handlers/plate_messenger.py
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number of parameters: 8

id: 1015
unit: def __call__()
file: pyro/contrib/autoname/scoping.py
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McCabe index: 2
number of parameters: 2

id: 1016
unit: def __setattr__()
file: pyro/contrib/autoname/named.py
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McCabe index: 5
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id: 1017
unit: def __init__()
file: pyro/contrib/gp/kernels/kernel.py
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number of parameters: 3

id: 1018
unit: def _slice_input()
file: pyro/contrib/gp/kernels/kernel.py
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McCabe index: 3
number of parameters: 2

id: 1019
unit: def __init__()
file: pyro/contrib/gp/kernels/periodic.py
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McCabe index: 4
number of parameters: 6

id: 1020
unit: def forward()
file: pyro/contrib/gp/likelihoods/poisson.py
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McCabe index: 3
number of parameters: 4

id: 1021
unit: def __setattr__()
file: pyro/contrib/gp/parameterized.py
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id: 1022
unit: def __init__()
file: pyro/contrib/tracking/extended_kalman_filter.py
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number of parameters: 6

id: 1023
unit: def jacobian()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
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id: 1024
unit: def __init__()
file: pyro/contrib/tracking/dynamic_models.py
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id: 1025
unit: def jacobian()
file: pyro/contrib/tracking/dynamic_models.py
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id: 1026
unit: def process_noise_cov()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 1027
unit: def __init__()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 2
number of parameters: 3

id: 1028
unit: def process_noise_cov()
file: pyro/contrib/tracking/dynamic_models.py
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McCabe index: 1
number of parameters: 2

id: 1029
unit: def nearby()
file: pyro/contrib/tracking/hashing.py
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McCabe index: 3
number of parameters: 2

id: 1030
unit: def __init__()
file: pyro/contrib/tracking/measurements.py
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McCabe index: 3
number of parameters: 5

id: 1031
unit: def jacobian()
file: pyro/contrib/tracking/measurements.py
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McCabe index: 1
number of parameters: 2

id: 1032
unit: def __setitem__()
file: pyro/params/param_store.py
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McCabe index: 2
number of parameters: 3

id: 1033
unit: def _squared_error()
file: pyro/infer/energy_distance.py
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McCabe index: 3
number of parameters: 4

id: 1034
unit: def get_dependent_plate_dims()
file: pyro/infer/util.py
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McCabe index: 5
number of parameters: 1

id: 1035
unit: def add()
file: pyro/infer/util.py
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McCabe index: 7
number of parameters: 2

id: 1036
unit: def get_ESS()
file: pyro/infer/importance.py
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McCabe index: 2
number of parameters: 1

id: 1037
unit: def _check_prototype()
file: pyro/infer/autoguide/guides.py
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McCabe index: 3
number of parameters: 2

id: 1038
unit: def forward()
file: pyro/infer/autoguide/guides.py
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McCabe index: 4
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id: 1039
unit: def __init__()
file: pyro/infer/autoguide/guides.py
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McCabe index: 6
number of parameters: 5

id: 1040
unit: def __call__()
file: pyro/infer/reparam/transform.py
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McCabe index: 2
number of parameters: 4

id: 1041
unit: def transform_sample()
file: pyro/infer/reparam/neutra.py
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McCabe index: 2
number of parameters: 2

id: 1042
unit: def loss()
file: pyro/infer/tracegraph_elbo.py
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McCabe index: 2
number of parameters: 5

id: 1043
unit: def loss()
file: pyro/infer/trace_elbo.py
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McCabe index: 2
number of parameters: 5

id: 1044
unit: def _is_turning()
file: pyro/infer/mcmc/nuts.py
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McCabe index: 4
number of parameters: 4

id: 1045
unit: def terminate()
file: pyro/infer/mcmc/api.py
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McCabe index: 6
number of parameters: 2

id: 1046
unit: def mass_matrix()
file: pyro/infer/mcmc/adaptation.py
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McCabe index: 3
number of parameters: 2

id: 1047
unit: def iter_discrete_traces()
file: pyro/infer/enum.py
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McCabe index: 2
number of parameters: 4

id: 1048
unit: def _get_traces()
file: pyro/infer/elbo.py
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McCabe index: 4
number of parameters: 5

id: 1049
unit: def step()
file: pyro/infer/smcfilter.py
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McCabe index: 1
number of parameters: 3

id: 1050
unit: def _systematic_sample()
file: pyro/infer/smcfilter.py
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McCabe index: 1
number of parameters: 1

id: 1051
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file: pyro/infer/abstract_infer.py
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McCabe index: 5
number of parameters: 4

id: 1052
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file: pyro/infer/abstract_infer.py
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McCabe index: 4
number of parameters: 3

id: 1053
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file: pyro/infer/abstract_infer.py
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McCabe index: 2
number of parameters: 3

id: 1054
unit: def rename_equation()
file: pyro/ops/packed.py
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McCabe index: 4
number of parameters: 2

id: 1055
unit: def __init__()
file: pyro/ops/jit.py
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McCabe index: 2
number of parameters: 4

id: 1056
unit: def _cummin()
file: pyro/ops/stats.py
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McCabe index: 1
number of parameters: 1

id: 1057
unit: def _flatten()
file: pyro/ops/indexing.py
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McCabe index: 6
number of parameters: 2

id: 1058
unit: def expand()
file: pyro/ops/gamma_gaussian.py
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McCabe index: 1
number of parameters: 2

id: 1059
unit: def reshape()
file: pyro/ops/gamma_gaussian.py
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McCabe index: 1
number of parameters: 2

id: 1060
unit: def __getitem__()
file: pyro/ops/gamma_gaussian.py
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McCabe index: 1
number of parameters: 2

id: 1061
unit: def __add__()
file: pyro/ops/gamma_gaussian.py
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McCabe index: 1
number of parameters: 2

id: 1062
unit: def log_density()
file: pyro/ops/gamma_gaussian.py
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McCabe index: 2
number of parameters: 3

id: 1063
unit: def _check_tree_structure()
file: pyro/ops/contract.py
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McCabe index: 3
number of parameters: 2

id: 1064
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file: pyro/ops/gaussian.py
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file: pyro/ops/gaussian.py
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id: 1068
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file: pyro/ops/einsum/adjoint.py
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id: 1069
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file: pyro/distributions/torch_distribution.py
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id: 1070
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file: pyro/distributions/mixture.py
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file: pyro/distributions/zero_inflated.py
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file: pyro/distributions/testing/rejection_gamma.py
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id: 1075
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file: pyro/distributions/testing/rejection_gamma.py
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id: 1076
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file: pyro/distributions/testing/rejection_gamma.py
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id: 1078
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file: pyro/distributions/transforms/permute.py
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id: 1079
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file: pyro/distributions/transforms/spline_autoregressive.py
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id: 1081
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id: 1085
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file: pyro/distributions/stable.py
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file: pyro/distributions/torch.py
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id: 1090
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file: pyro/distributions/empirical.py
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id: 1091
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id: 1092
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file: pyro/distributions/spanning_tree.py
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id: 1093
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id: 1094
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file: pyro/distributions/hmm.py
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id: 1095
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file: pyro/distributions/coalescent.py
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file: pyro/distributions/coalescent.py
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id: 1099
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file: examples/sparse_regression.py
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id: 1100
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file: examples/einsum.py
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id: 1101
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id: 1102
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file: examples/rsa/hyperbole.py
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file: examples/rsa/generics.py
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id: 1108
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id: 1124
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id: 1125
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file: examples/vae/utils/mnist_cached.py
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id: 1126
unit: def plate_stack()
file: pyro/primitives.py
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file: pyro/ops/einsum/__init__.py
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id: 1197
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file: pyro/distributions/von_mises_3d.py
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id: 1198
unit: def expand()
file: pyro/distributions/von_mises_3d.py
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id: 1199
unit: def enumerate_support()
file: pyro/distributions/torch_distribution.py
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id: 1200
unit: def sample()
file: pyro/distributions/mixture.py
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id: 1201
unit: def rsample()
file: pyro/distributions/mixture.py
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McCabe index: 1
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id: 1202
unit: def log_prob()
file: pyro/distributions/zero_inflated.py
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id: 1203
unit: def sample()
file: pyro/distributions/zero_inflated.py
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id: 1204
unit: def get()
file: pyro/distributions/util.py
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id: 1205
unit: def is_identically_zero()
file: pyro/distributions/util.py
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id: 1206
unit: def is_identically_one()
file: pyro/distributions/util.py
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id: 1207
unit: def validation_enabled()
file: pyro/distributions/util.py
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McCabe index: 1
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id: 1208
unit: def forward()
file: pyro/distributions/relaxed_straight_through.py
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id: 1209
unit: def propose()
file: pyro/distributions/testing/rejection_gamma.py
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id: 1210
unit: def log_prob_accept()
file: pyro/distributions/testing/rejection_gamma.py
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id: 1211
unit: def expand()
file: pyro/distributions/testing/rejection_gamma.py
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id: 1212
unit: def expand()
file: pyro/distributions/testing/rejection_gamma.py
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id: 1213
unit: def __init__()
file: pyro/distributions/transforms/spline.py
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id: 1214
unit: def __init__()
file: pyro/distributions/transforms/permute.py
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McCabe index: 2
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id: 1215
unit: def _exp()
file: pyro/distributions/transforms/matrix_exponential.py
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McCabe index: 2
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id: 1216
unit: def __init__()
file: pyro/distributions/transforms/matrix_exponential.py
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id: 1217
unit: def condition()
file: pyro/distributions/transforms/matrix_exponential.py
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id: 1218
unit: def __init__()
file: pyro/distributions/transforms/radial.py
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id: 1219
unit: def __init__()
file: pyro/distributions/transforms/planar.py
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id: 1220
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file: pyro/distributions/transforms/lower_cholesky_affine.py
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id: 1221
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file: pyro/distributions/transforms/spline_autoregressive.py
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id: 1222
unit: def spline_autoregressive()
file: pyro/distributions/transforms/spline_autoregressive.py
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McCabe index: 2
number of parameters: 5

id: 1223
unit: def __init__()
file: pyro/distributions/transforms/affine_autoregressive.py
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McCabe index: 1
number of parameters: 0

id: 1224
unit: def _call()
file: pyro/distributions/transforms/affine_autoregressive.py
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McCabe index: 1
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id: 1225
unit: def Q()
file: pyro/distributions/transforms/sylvester.py
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McCabe index: 2
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id: 1226
unit: def polynomial()
file: pyro/distributions/transforms/polynomial.py
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McCabe index: 2
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id: 1227
unit: def _call()
file: pyro/distributions/transforms/householder.py
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McCabe index: 2
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id: 1228
unit: def _inverse()
file: pyro/distributions/transforms/householder.py
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McCabe index: 2
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id: 1229
unit: def _u_unnormed()
file: pyro/distributions/transforms/householder.py
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McCabe index: 2
number of parameters: 2

id: 1230
unit: def expand()
file: pyro/distributions/conjugate.py
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McCabe index: 1
number of parameters: 3

id: 1231
unit: def _weighted_mean()
file: pyro/distributions/empirical.py
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end line: 0
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McCabe index: 1
number of parameters: 3

id: 1232
unit: def log_prob()
file: pyro/distributions/spanning_tree.py
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McCabe index: 2
number of parameters: 2

id: 1233
unit: def make_complete_graph()
file: pyro/distributions/spanning_tree.py
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McCabe index: 3
number of parameters: 2

id: 1234
unit: def _add_edge()
file: pyro/distributions/spanning_tree.py
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McCabe index: 1
number of parameters: 6

id: 1235
unit: def sample_tree_mcmc()
file: pyro/distributions/spanning_tree.py
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McCabe index: 3
number of parameters: 3

id: 1236
unit: def sample_tree_approx()
file: pyro/distributions/spanning_tree.py
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McCabe index: 3
number of parameters: 2

id: 1237
unit: def sample_tree()
file: pyro/distributions/spanning_tree.py
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McCabe index: 3
number of parameters: 4

id: 1238
unit: def expand()
file: pyro/distributions/hmm.py
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McCabe index: 1
number of parameters: 3

id: 1239
unit: def _gather()
file: pyro/distributions/coalescent.py
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McCabe index: 2
number of parameters: 3

id: 1240
unit: def _interpolate_gather()
file: pyro/distributions/coalescent.py
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end line: 0
size: 7 LOC
McCabe index: 1
number of parameters: 2

id: 1241
unit: def _interpolate_scatter_add_()
file: pyro/distributions/coalescent.py
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size: 7 LOC
McCabe index: 1
number of parameters: 3

id: 1242
unit: def __init__()
file: tutorial/source/search_inference.py
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McCabe index: 2
number of parameters: 4

id: 1243
unit: def __init__()
file: examples/rsa/search_inference.py
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McCabe index: 2
number of parameters: 4

id: 1244
unit: def alice_fb()
file: examples/rsa/schelling_false.py
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McCabe index: 1
number of parameters: 2

id: 1245
unit: def approx()
file: examples/rsa/hyperbole.py
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McCabe index: 3
number of parameters: 2

id: 1246
unit: def utterance_prior()
file: examples/rsa/hyperbole.py
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McCabe index: 1
number of parameters: 0

id: 1247
unit: def sem()
file: examples/rsa/semantic_parsing.py
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McCabe index: 1
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id: 1248
unit: def sem()
file: examples/rsa/semantic_parsing.py
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McCabe index: 1
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id: 1249
unit: def utterance_prior()
file: examples/rsa/semantic_parsing.py
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McCabe index: 1
number of parameters: 0

id: 1250
unit: def listener1()
file: examples/rsa/generics.py
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McCabe index: 1
number of parameters: 2

id: 1251
unit: def __init__()
file: examples/dmm/dmm.py
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McCabe index: 1
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id: 1252
unit: def __init__()
file: examples/air/modules.py
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McCabe index: 1
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id: 1253
unit: def forward()
file: examples/air/modules.py
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McCabe index: 1
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id: 1254
unit: def exp_decay()
file: examples/air/main.py
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McCabe index: 1
number of parameters: 5

id: 1255
unit: def model()
file: examples/contrib/autoname/scoping_mixture.py
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McCabe index: 1
number of parameters: 2

id: 1256
unit: def __init__()
file: examples/contrib/gp/sv-dkl.py
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McCabe index: 1
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id: 1257
unit: def model()
file: examples/eight_schools/mcmc.py
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McCabe index: 1
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id: 1258
unit: def main()
file: examples/toy_mixture_model_discrete_enumeration.py
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McCabe index: 1
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id: 1259
unit: def __init__()
file: examples/smcfilter.py
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McCabe index: 1
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id: 1260
unit: def log_prob()
file: examples/neutra.py
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McCabe index: 1
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id: 1261
unit: def run_hmc()
file: examples/neutra.py
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McCabe index: 1
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id: 1262
unit: def __init__()
file: examples/vae/vae_comparison.py
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McCabe index: 1
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id: 1263
unit: def mnist_test_tsne()
file: examples/vae/utils/vae_plots.py
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McCabe index: 1
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id: 1264
unit: def __init__()
file: examples/vae/vae.py
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McCabe index: 1
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id: 1265
unit: def forward()
file: examples/vae/vae.py
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McCabe index: 2
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id: 1266
unit: def profile_print()
file: profiler/profiling_utils.py
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McCabe index: 1
number of parameters: 3

id: 1267
unit: def forward()
file: pyro/nn/auto_reg_nn.py
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McCabe index: 2
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id: 1268
unit: def _unconstrain()
file: pyro/nn/module.py
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McCabe index: 2
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id: 1269
unit: def __init__()
file: pyro/nn/module.py
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McCabe index: 1
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id: 1270
unit: def pyro_method()
file: pyro/nn/module.py
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McCabe index: 1
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id: 1271
unit: def set_rng_state()
file: pyro/util.py
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McCabe index: 2
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id: 1272
unit: def _are_independent()
file: pyro/util.py
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id: 1273
unit: def prune_subsample_sites()
file: pyro/poutine/util.py
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McCabe index: 3
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id: 1274
unit: def __init__()
file: pyro/poutine/replay_messenger.py
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McCabe index: 3
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id: 1275
unit: def markov()
file: pyro/poutine/handlers.py
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McCabe index: 5
number of parameters: 5

id: 1276
unit: def free()
file: pyro/poutine/runtime.py
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McCabe index: 3
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id: 1277
unit: def default_process_message()
file: pyro/poutine/runtime.py
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McCabe index: 4
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id: 1278
unit: def __enter__()
file: pyro/poutine/lift_messenger.py
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id: 1279
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file: pyro/poutine/indep_messenger.py
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id: 1280
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id: 1281
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McCabe index: 5
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id: 1282
unit: def add_edge()
file: pyro/poutine/trace_struct.py
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McCabe index: 3
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id: 1283
unit: def copy()
file: pyro/poutine/trace_struct.py
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McCabe index: 1
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id: 1284
unit: def __init__()
file: pyro/optim/lr_scheduler.py
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McCabe index: 2
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id: 1285
unit: def step()
file: pyro/optim/multi.py
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id: 1286
unit: def get_step()
file: pyro/optim/multi.py
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McCabe index: 3
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id: 1287
unit: def __init__()
file: pyro/optim/clipped_adam.py
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id: 1288
unit: def get_state()
file: pyro/optim/optim.py
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McCabe index: 2
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id: 1289
unit: def _pyro_sample()
file: pyro/contrib/forecast/util.py
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McCabe index: 2
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id: 1290
unit: def forward()
file: pyro/contrib/easyguide/easyguide.py
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McCabe index: 2
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id: 1291
unit: def _trans_matrix_distribution_stat_covar()
file: pyro/contrib/timeseries/gp.py
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McCabe index: 1
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id: 1292
unit: def _get_init_dist()
file: pyro/contrib/timeseries/lgssmgp.py
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McCabe index: 1
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id: 1293
unit: def KL()
file: pyro/contrib/bnn/hidden_layer.py
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McCabe index: 1
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id: 1294
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file: pyro/contrib/cevae/__init__.py
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McCabe index: 1
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id: 1295
unit: def y_mean()
file: pyro/contrib/cevae/__init__.py
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McCabe index: 1
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id: 1296
unit: def y_dist()
file: pyro/contrib/cevae/__init__.py
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McCabe index: 2
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id: 1297
unit: def to_script_module()
file: pyro/contrib/cevae/__init__.py
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McCabe index: 1
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id: 1298
unit: def __exit__()
file: pyro/contrib/minipyro.py
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McCabe index: 2
number of parameters: 4

id: 1299
unit: def forward()
file: pyro/contrib/oed/glmm/guides.py
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McCabe index: 2
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id: 1300
unit: def analytic_posterior_cov()
file: pyro/contrib/oed/glmm/glmm.py
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McCabe index: 1
number of parameters: 3

id: 1301
unit: def _posterior_ape()
file: pyro/contrib/oed/eig.py
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McCabe index: 1
number of parameters: 13

id: 1302
unit: def global_model()
file: pyro/contrib/epidemiology/models.py
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McCabe index: 1
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id: 1303
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file: pyro/contrib/epidemiology/models.py
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id: 1304
unit: def global_model()
file: pyro/contrib/epidemiology/models.py
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id: 1305
unit: def __init__()
file: pyro/contrib/epidemiology/compartmental.py
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number of parameters: 5

id: 1306
unit: def _validate_overdispersion()
file: pyro/contrib/epidemiology/distributions.py
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McCabe index: 4
number of parameters: 1

id: 1307
unit: def _relaxed_binomial()
file: pyro/contrib/epidemiology/distributions.py
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McCabe index: 1
number of parameters: 2

id: 1308
unit: def negative_binomial_dist()
file: pyro/contrib/epidemiology/distributions.py
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McCabe index: 2
number of parameters: 5

id: 1309
unit: def __init__()
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id: 1310
unit: def __exit__()
file: pyro/contrib/funsor/handlers/named_messenger.py
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McCabe index: 2
number of parameters: 3

id: 1311
unit: def to_funsor()
file: pyro/contrib/funsor/handlers/primitives.py
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McCabe index: 5
number of parameters: 4

id: 1312
unit: def to_data()
file: pyro/contrib/funsor/handlers/primitives.py
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number of parameters: 3

id: 1313
unit: def __delitem__()
file: pyro/contrib/funsor/handlers/runtime.py
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number of parameters: 2

id: 1314
unit: def __enter__()
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id: 1315
unit: def __iter__()
file: pyro/contrib/funsor/handlers/plate_messenger.py
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number of parameters: 1

id: 1316
unit: def __enter__()
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id: 1317
unit: def sample_()
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id: 1318
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id: 1319
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id: 1320
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id: 1321
unit: def _Horner_evaluate()
file: pyro/contrib/gp/kernels/kernel.py
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id: 1322
unit: def __init__()
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id: 1323
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id: 1324
unit: def forward()
file: pyro/contrib/gp/kernels/isotropic.py
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id: 1325
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id: 1326
unit: def forward()
file: pyro/contrib/gp/kernels/static.py
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id: 1327
unit: def guide()
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id: 1351
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id: 1355
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id: 1370
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unit: def log_binomial()
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id: 1382
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id: 1384
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id: 1389
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id: 1394
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id: 1397
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id: 1399
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id: 1400
unit: def log_abs_det_jacobian()
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id: 1401
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id: 1402
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id: 1403
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id: 1404
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id: 1405
unit: def _inverse()
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id: 1406
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id: 1410
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file: pyro/distributions/conjugate.py
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id: 1411
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file: pyro/distributions/conjugate.py
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id: 1412
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file: pyro/distributions/conjugate.py
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id: 1413
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file: pyro/distributions/conjugate.py
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file: pyro/distributions/stable.py
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id: 1415
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file: pyro/distributions/torch.py
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file: pyro/distributions/empirical.py
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file: pyro/distributions/spanning_tree.py
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id: 1419
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file: pyro/distributions/hmm.py
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id: 1420
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file: pyro/distributions/coalescent.py
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id: 1421
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file: tutorial/source/search_inference.py
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id: 1422
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file: tutorial/source/search_inference.py
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id: 1423
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file: examples/sparse_regression.py
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id: 1424
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file: examples/rsa/search_inference.py
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id: 1425
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file: examples/rsa/search_inference.py
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id: 1426
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file: examples/rsa/schelling.py
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id: 1427
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file: examples/rsa/schelling_false.py
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id: 1428
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file: examples/rsa/hyperbole.py
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id: 1429
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file: examples/rsa/hyperbole.py
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id: 1430
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file: examples/rsa/hyperbole.py
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id: 1431
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id: 1432
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file: examples/rsa/semantic_parsing.py
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id: 1433
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id: 1434
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file: examples/rsa/semantic_parsing.py
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id: 1435
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id: 1436
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file: examples/rsa/semantic_parsing.py
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id: 1437
unit: def discretize_beta_pdf()
file: examples/rsa/generics.py
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id: 1438
unit: def listener0()
file: examples/rsa/generics.py
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id: 1439
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file: examples/rsa/generics.py
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id: 1440
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file: examples/dmm/polyphonic_data_loader.py
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id: 1441
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file: examples/dmm/dmm.py
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id: 1442
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id: 1443
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file: examples/air/air.py
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id: 1447
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file: examples/contrib/timeseries/gp_models.py
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id: 1448
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file: examples/contrib/epidemiology/regional.py
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id: 1449
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id: 1450
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file: examples/contrib/autoname/scoping_mixture.py
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id: 1451
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file: examples/sparse_gamma_def.py
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id: 1452
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file: examples/smcfilter.py
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file: examples/hmm.py
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file: examples/vae/ss_vae_M2.py
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file: examples/vae/vae.py
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id: 1462
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id: 1463
unit: def push()
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id: 1464
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id: 1465
unit: def jit_iter()
file: pyro/util.py
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id: 1466
unit: def discrete_escape()
file: pyro/poutine/util.py
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id: 1467
unit: def __init__()
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id: 1468
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id: 1469
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id: 1470
unit: def __exit__()
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id: 1471
unit: def set_first_available_dim()
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id: 1472
unit: def reset_stack()
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id: 1474
unit: def _reset()
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id: 1475
unit: def _process_message()
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id: 1476
unit: def _postprocess_message()
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unit: def __enter__()
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id: 1478
unit: def reparameterized_nodes()
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id: 1479
unit: def share_memory()
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id: 1481
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id: 1482
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id: 1483
unit: def prefix_condition()
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id: 1484
unit: def _prefix_condition_univariate()
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id: 1485
unit: def _()
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id: 1486
unit: def _reshape_batch_univariate()
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id: 1487
unit: def _()
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id: 1488
unit: def _reshape_batch_univariate_transform()
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id: 1489
unit: def easy_guide()
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id: 1490
unit: def _get_wiener_cov()
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id: 1491
unit: def get_class()
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id: 1492
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id: 1497
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id: 1499
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id: 1500
unit: def group_normal_guide()
file: pyro/contrib/oed/glmm/glmm.py
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id: 1501
unit: def xexpx()
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id: 1502
unit: def __init__()
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id: 1503
unit: def global_model()
file: pyro/contrib/epidemiology/models.py
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id: 1504
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id: 1505
unit: def initialize()
file: pyro/contrib/epidemiology/models.py
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id: 1506
unit: def _require_double_precision()
file: pyro/contrib/epidemiology/compartmental.py
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id: 1507
unit: def time_plate()
file: pyro/contrib/epidemiology/compartmental.py
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id: 1508
unit: def full_mass()
file: pyro/contrib/epidemiology/compartmental.py
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id: 1509
unit: def poisson_dist()
file: pyro/contrib/epidemiology/distributions.py
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number of parameters: 3

id: 1510
unit: def __init__()
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id: 1511
unit: def __call__()
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id: 1512
unit: def __enter__()
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number of parameters: 1

id: 1513
unit: def _get_support_value_contraction()
file: pyro/contrib/funsor/handlers/enum_messenger.py
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number of parameters: 3

id: 1514
unit: def _enum_strategy_default()
file: pyro/contrib/funsor/handlers/enum_messenger.py
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number of parameters: 2

id: 1515
unit: def _enum_strategy_full()
file: pyro/contrib/funsor/handlers/enum_messenger.py
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number of parameters: 2

id: 1516
unit: def names_from_batch_shape()
file: pyro/contrib/funsor/handlers/runtime.py
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id: 1517
unit: def forward()
file: pyro/contrib/gp/kernels/kernel.py
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id: 1518
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id: 1519
unit: def forward()
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id: 1520
unit: def forward()
file: pyro/contrib/gp/kernels/isotropic.py
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id: 1521
unit: def forward()
file: pyro/contrib/gp/kernels/isotropic.py
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id: 1522
unit: def forward()
file: pyro/contrib/gp/kernels/isotropic.py
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id: 1523
unit: def _is_real_support()
file: pyro/contrib/gp/parameterized.py
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unit: def __init__()
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id: 1525
unit: def _load_pyro_samples()
file: pyro/contrib/gp/parameterized.py
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number of parameters: 1

id: 1526
unit: def get_data_directory()
file: pyro/contrib/examples/util.py
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number of parameters: 1

id: 1527
unit: def dynamic_model()
file: pyro/contrib/tracking/extended_kalman_filter.py
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id: 1528
unit: def dimension()
file: pyro/contrib/tracking/extended_kalman_filter.py
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id: 1529
unit: def mean()
file: pyro/contrib/tracking/extended_kalman_filter.py
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id: 1530
unit: def cov()
file: pyro/contrib/tracking/extended_kalman_filter.py
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id: 1531
unit: def dimension_pv()
file: pyro/contrib/tracking/extended_kalman_filter.py
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number of parameters: 1

id: 1532
unit: def mean_pv()
file: pyro/contrib/tracking/extended_kalman_filter.py
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number of parameters: 1

id: 1533
unit: def cov_pv()
file: pyro/contrib/tracking/extended_kalman_filter.py
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id: 1534
unit: def time()
file: pyro/contrib/tracking/extended_kalman_filter.py
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id: 1535
unit: def frame_num()
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id: 1536
unit: def __init__()
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id: 1537
unit: def dimension()
file: pyro/contrib/tracking/dynamic_models.py
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id: 1538
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id: 1539
unit: def num_process_noise_parameters()
file: pyro/contrib/tracking/dynamic_models.py
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id: 1540
unit: def _product()
file: pyro/contrib/tracking/assignment.py
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id: 1541
unit: def __init__()
file: pyro/contrib/tracking/hashing.py
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id: 1542
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file: pyro/contrib/tracking/measurements.py
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id: 1543
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file: pyro/contrib/tracking/measurements.py
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id: 1545
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id: 1546
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id: 1548
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file: pyro/params/param_store.py
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id: 1549
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file: pyro/params/param_store.py
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id: 1550
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file: pyro/infer/traceenum_elbo.py
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id: 1551
unit: def torch_exp()
file: pyro/infer/util.py
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id: 1552
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file: pyro/infer/util.py
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id: 1553
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id: 1554
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id: 1557
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id: 1560
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id: 1561
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id: 1562
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id: 1563
unit: def _product()
file: pyro/infer/autoguide/utils.py
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id: 1564
unit: def _make_ring()
file: pyro/infer/discrete.py
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id: 1565
unit: def _pyro_sample()
file: pyro/infer/discrete.py
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id: 1566
unit: def sample_saved()
file: pyro/infer/discrete.py
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id: 1567
unit: def _unwrap()
file: pyro/infer/reparam/reparam.py
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id: 1568
unit: def _wrap()
file: pyro/infer/reparam/reparam.py
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id: 1569
unit: def _aggregate_log_probs()
file: pyro/infer/mcmc/util.py
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id: 1570
unit: def get_potential_fn()
file: pyro/infer/mcmc/util.py
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id: 1571
unit: def close()
file: pyro/infer/mcmc/logger.py
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id: 1572
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file: pyro/infer/mcmc/logger.py
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id: 1573
unit: def emit()
file: pyro/infer/mcmc/logger.py
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id: 1574
unit: def filter()
file: pyro/infer/mcmc/logger.py
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id: 1575
unit: def summary()
file: pyro/infer/mcmc/api.py
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id: 1576
unit: def _kinetic_energy()
file: pyro/infer/mcmc/hmc.py
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id: 1577
unit: def logging()
file: pyro/infer/mcmc/hmc.py
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id: 1578
unit: def _update_step_size()
file: pyro/infer/mcmc/adaptation.py
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id: 1579
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id: 1580
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file: pyro/infer/mcmc/adaptation.py
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number of parameters: 1

id: 1581
unit: def _traces()
file: pyro/infer/svi.py
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number of parameters: 3

id: 1582
unit: def iter_discrete_escape()
file: pyro/infer/enum.py
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number of parameters: 2

id: 1583
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file: pyro/infer/svgd.py
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id: 1584
unit: def differentiable_loss()
file: pyro/infer/trace_mmd.py
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id: 1585
unit: def neg()
file: pyro/ops/packed.py
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id: 1586
unit: def reset()
file: pyro/ops/welford.py
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id: 1587
unit: def process_covariance()
file: pyro/ops/ssm_gp.py
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id: 1588
unit: def block_diag_embed()
file: pyro/ops/tensor_utils.py
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id: 1589
unit: def determinant_3d()
file: pyro/ops/linalg.py
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id: 1590
unit: def product()
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id: 1591
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file: pyro/ops/rings.py
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id: 1593
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id: 1594
unit: def event_pad()
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id: 1595
unit: def _check_plates_are_sensible()
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id: 1596
unit: def expand()
file: pyro/ops/gaussian.py
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id: 1597
unit: def reshape()
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id: 1598
unit: def process()
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id: 1599
unit: def einsum()
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id: 1600
unit: def conjugate_update()
file: pyro/distributions/torch_distribution.py
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id: 1601
unit: def conjugate_update()
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id: 1602
unit: def check()
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id: 1603
unit: def rsample()
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id: 1604
unit: def variance()
file: pyro/distributions/multivariate_studentt.py
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id: 1605
unit: def _Multinomial_support()
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id: 1606
unit: def rsample()
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unit: def rsample()
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id: 1609
unit: def forward()
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id: 1610
unit: def _searchsorted()
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id: 1611
unit: def log_abs_det_jacobian()
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id: 1612
unit: def log_abs_det_jacobian()
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id: 1613
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id: 1614
unit: def conditional_radial()
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id: 1615
unit: def log_abs_det_jacobian()
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id: 1616
unit: def reset_parameters()
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id: 1617
unit: def conditional_planar()
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id: 1618
unit: def __init__()
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id: 1619
unit: def log_abs_det_jacobian()
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id: 1620
unit: def _call()
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id: 1621
unit: def log_abs_det_jacobian()
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id: 1622
unit: def __init__()
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id: 1623
unit: def condition()
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id: 1624
unit: def log_abs_det_jacobian()
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id: 1625
unit: def condition()
file: pyro/distributions/transforms/affine_autoregressive.py
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id: 1626
unit: def affine_autoregressive()
file: pyro/distributions/transforms/affine_autoregressive.py
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number of parameters: 3

id: 1627
unit: def conditional_affine_autoregressive()
file: pyro/distributions/transforms/affine_autoregressive.py
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id: 1628
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/sylvester.py
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number of parameters: 3

id: 1629
unit: def condition()
file: pyro/distributions/transforms/neural_autoregressive.py
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id: 1630
unit: def neural_autoregressive()
file: pyro/distributions/transforms/neural_autoregressive.py
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number of parameters: 4

id: 1631
unit: def conditional_neural_autoregressive()
file: pyro/distributions/transforms/neural_autoregressive.py
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id: 1632
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/polynomial.py
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id: 1633
unit: def __init__()
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id: 1634
unit: def conditional_householder()
file: pyro/distributions/transforms/householder.py
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id: 1635
unit: def conditional_generalized_channel_permute()
file: pyro/distributions/transforms/generalized_channel_permute.py
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number of parameters: 3

id: 1636
unit: def forward()
file: pyro/distributions/omt_mvn.py
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id: 1637
unit: def log_prob()
file: pyro/distributions/delta.py
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id: 1638
unit: def sample()
file: pyro/distributions/lkj.py
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id: 1639
unit: def mean()
file: pyro/distributions/stable.py
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id: 1640
unit: def check()
file: pyro/distributions/constraints.py
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id: 1641
unit: def __init__()
file: pyro/distributions/conditional.py
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id: 1642
unit: def scale_and_mask()
file: pyro/distributions/score_parts.py
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number of parameters: 3

id: 1643
unit: def enumerate_support()
file: pyro/distributions/torch.py
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id: 1644
unit: def rsample_posterior()
file: pyro/distributions/hmm.py
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id: 1645
unit: def __init__()
file: pyro/distributions/coalescent.py
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id: 1646
unit: def __call__()
file: pyro/distributions/coalescent.py
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id: 1647
unit: def memoize()
file: tutorial/source/search_inference.py
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id: 1648
unit: def factor()
file: tutorial/source/search_inference.py
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id: 1649
unit: def sample()
file: tutorial/source/search_inference.py
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id: 1650
unit: def variance()
file: tutorial/source/search_inference.py
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id: 1651
unit: def __init__()
file: tutorial/source/search_inference.py
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id: 1652
unit: def analytic_T()
file: examples/inclined_plane.py
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id: 1653
unit: def memoize()
file: examples/rsa/search_inference.py
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id: 1654
unit: def sample()
file: examples/rsa/search_inference.py
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id: 1655
unit: def variance()
file: examples/rsa/search_inference.py
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id: 1656
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id: 1657
unit: def qud_prior()
file: examples/rsa/hyperbole.py
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id: 1658
unit: def Marginal()
file: examples/rsa/semantic_parsing.py
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id: 1659
unit: def heuristic()
file: examples/rsa/semantic_parsing.py
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id: 1660
unit: def meaning()
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id: 1661
unit: def threshold_prior()
file: examples/rsa/generics.py
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id: 1662
unit: def utterance_prior()
file: examples/rsa/generics.py
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number of parameters: 0

id: 1663
unit: def pad_and_reverse()
file: examples/dmm/polyphonic_data_loader.py
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number of parameters: 2

id: 1664
unit: def latents_to_tensor()
file: examples/air/air.py
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number of parameters: 1

id: 1665
unit: def lin_decay()
file: examples/air/main.py
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id: 1666
unit: def model()
file: examples/contrib/autoname/tree_data.py
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id: 1667
unit: def local_model()
file: examples/contrib/autoname/scoping_mixture.py
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id: 1668
unit: def download_seal_data()
file: examples/mixed_hmm/seal_data.py
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number of parameters: 1

id: 1669
unit: def get_true_pred_CPDs()
file: examples/toy_mixture_model_discrete_enumeration.py
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id: 1670
unit: def forward()
file: examples/vae/vae_comparison.py
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id: 1671
unit: def initialize_optimizer()
file: examples/vae/vae_comparison.py
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id: 1672
unit: def visualize()
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id: 1673
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id: 1674
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file: profiler/profiling_utils.py
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id: 1675
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file: pyro/nn/dense_nn.py
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id: 1676
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id: 1677
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id: 1678
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file: pyro/nn/module.py
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id: 1679
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id: 1680
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id: 1681
unit: def factor()
file: pyro/primitives.py
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id: 1682
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file: pyro/primitives.py
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id: 1683
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file: pyro/primitives.py
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id: 1684
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file: pyro/util.py
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id: 1685
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file: pyro/util.py
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id: 1686
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file: pyro/util.py
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id: 1687
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id: 1689
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id: 1690
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file: pyro/poutine/util.py
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id: 1691
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id: 1692
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id: 1693
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file: pyro/poutine/lift_messenger.py
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id: 1694
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file: pyro/poutine/indep_messenger.py
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id: 1695
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id: 1696
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id: 1697
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id: 1698
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id: 1699
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id: 1700
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id: 1701
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id: 1702
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file: pyro/poutine/trace_struct.py
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id: 1703
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id: 1704
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file: pyro/optim/optim.py
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id: 1705
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file: pyro/contrib/forecast/util.py
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id: 1706
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id: 1707
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id: 1708
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file: pyro/contrib/forecast/evaluate.py
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id: 1709
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file: pyro/contrib/easyguide/easyguide.py
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id: 1710
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id: 1711
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file: pyro/contrib/timeseries/lgssm.py
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id: 1712
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id: 1713
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id: 1714
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file: pyro/contrib/timeseries/gp.py
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id: 1715
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id: 1716
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id: 1717
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file: pyro/contrib/timeseries/lgssmgp.py
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id: 1718
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file: pyro/contrib/util.py
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id: 1719
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file: pyro/contrib/bnn/utils.py
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id: 1720
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id: 1725
unit: def __enter__()
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id: 1726
unit: def postprocess_message()
file: pyro/contrib/minipyro.py
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id: 1727
unit: def plate()
file: pyro/contrib/minipyro.py
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id: 1728
unit: def __init__()
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McCabe index: 1
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id: 1729
unit: def normal_guide()
file: pyro/contrib/oed/glmm/glmm.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1730
unit: def zero_mean_unit_obs_sd_lm()
file: pyro/contrib/oed/glmm/glmm.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1731
unit: def broadcast_cat()
file: pyro/contrib/oed/glmm/glmm.py
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McCabe index: 3
number of parameters: 1

id: 1732
unit: def __init__()
file: pyro/contrib/oed/search.py
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McCabe index: 1
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id: 1733
unit: def predict()
file: pyro/contrib/epidemiology/models.py
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McCabe index: 2
number of parameters: 2

id: 1734
unit: def loss_and_grads()
file: pyro/contrib/funsor/infer/elbo.py
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size: 4 LOC
McCabe index: 1
number of parameters: 5

id: 1735
unit: def _enum_strategy_exact()
file: pyro/contrib/funsor/handlers/enum_messenger.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1736
unit: def __setitem__()
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number of parameters: 3

id: 1737
unit: def set_first_available_dim()
file: pyro/contrib/funsor/handlers/runtime.py
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McCabe index: 2
number of parameters: 2

id: 1738
unit: def _pyro_sample()
file: pyro/contrib/funsor/handlers/plate_messenger.py
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McCabe index: 1
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id: 1739
unit: def _pyro_param()
file: pyro/contrib/funsor/handlers/plate_messenger.py
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McCabe index: 1
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id: 1740
unit: def __init__()
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id: 1741
unit: def __init__()
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id: 1742
unit: def __init__()
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id: 1743
unit: def __init__()
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id: 1744
unit: def __init__()
file: pyro/contrib/gp/models/gpr.py
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id: 1745
unit: def model()
file: pyro/contrib/gp/models/gplvm.py
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id: 1746
unit: def guide()
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id: 1747
unit: def forward()
file: pyro/contrib/gp/models/gplvm.py
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id: 1748
unit: def __init__()
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id: 1749
unit: def __init__()
file: pyro/contrib/gp/likelihoods/gaussian.py
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id: 1750
unit: def set_prior()
file: pyro/contrib/gp/parameterized.py
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id: 1751
unit: def set_mode()
file: pyro/contrib/gp/parameterized.py
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id: 1752
unit: def _exp()
file: pyro/contrib/tracking/assignment.py
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id: 1753
unit: def compound()
file: pyro/contrib/conjugate/infer.py
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McCabe index: 1
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id: 1754
unit: def uncollapse_conjugate()
file: pyro/contrib/conjugate/infer.py
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McCabe index: 2
number of parameters: 2

id: 1755
unit: def collapse_conjugate()
file: pyro/contrib/conjugate/infer.py
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McCabe index: 2
number of parameters: 1

id: 1756
unit: def __init__()
file: pyro/params/param_store.py
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id: 1757
unit: def clear()
file: pyro/params/param_store.py
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id: 1758
unit: def __delitem__()
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id: 1759
unit: def get_all_param_names()
file: pyro/params/param_store.py
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McCabe index: 1
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id: 1760
unit: def load()
file: pyro/params/param_store.py
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id: 1761
unit: def user_param_name()
file: pyro/params/param_store.py
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McCabe index: 2
number of parameters: 1

id: 1762
unit: def get_samples()
file: pyro/infer/predictive.py
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number of parameters: 3

id: 1763
unit: def loss()
file: pyro/infer/rws.py
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id: 1764
unit: def loss_and_grads()
file: pyro/infer/rws.py
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number of parameters: 5

id: 1765
unit: def _find_ordinal()
file: pyro/infer/traceenum_elbo.py
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McCabe index: 3
number of parameters: 2

id: 1766
unit: def _make_dist()
file: pyro/infer/traceenum_elbo.py
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McCabe index: 3
number of parameters: 2

id: 1767
unit: def __exit__()
file: pyro/infer/traceenum_elbo.py
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id: 1768
unit: def _pow()
file: pyro/infer/energy_distance.py
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McCabe index: 2
number of parameters: 2

id: 1769
unit: def zero_grads()
file: pyro/infer/util.py
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number of parameters: 1

id: 1770
unit: def get_plate_stacks()
file: pyro/infer/util.py
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McCabe index: 6
number of parameters: 1

id: 1771
unit: def _deep_getattr()
file: pyro/infer/autoguide/guides.py
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McCabe index: 2
number of parameters: 2

id: 1772
unit: def _update_master()
file: pyro/infer/autoguide/guides.py
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id: 1773
unit: def __init__()
file: pyro/infer/autoguide/guides.py
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id: 1774
unit: def _get_loc_and_scale()
file: pyro/infer/autoguide/guides.py
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McCabe index: 1
number of parameters: 2

id: 1775
unit: def get_posterior()
file: pyro/infer/autoguide/guides.py
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id: 1776
unit: def median()
file: pyro/infer/autoguide/guides.py
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id: 1777
unit: def get_base_dist()
file: pyro/infer/autoguide/guides.py
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McCabe index: 1
number of parameters: 1

id: 1778
unit: def _is_multivariate()
file: pyro/infer/autoguide/initialization.py
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McCabe index: 3
number of parameters: 1

id: 1779
unit: def init_to_sample()
file: pyro/infer/autoguide/initialization.py
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number of parameters: 1

id: 1780
unit: def __init__()
file: pyro/infer/autoguide/initialization.py
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McCabe index: 1
number of parameters: 2

id: 1781
unit: def validation_loss()
file: pyro/infer/csis.py
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size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 1782
unit: def differentiable_loss()
file: pyro/infer/trace_elbo.py
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size: 4 LOC
McCabe index: 1
number of parameters: 5

id: 1783
unit: def set_description()
file: pyro/infer/mcmc/logger.py
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size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 1784
unit: def set_postfix()
file: pyro/infer/mcmc/logger.py
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McCabe index: 2
number of parameters: 3

id: 1785
unit: def update()
file: pyro/infer/mcmc/logger.py
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number of parameters: 3

id: 1786
unit: def __init__()
file: pyro/infer/mcmc/logger.py
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McCabe index: 1
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id: 1787
unit: def _cache()
file: pyro/infer/mcmc/hmc.py
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McCabe index: 1
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id: 1788
unit: def clear_cache()
file: pyro/infer/mcmc/hmc.py
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id: 1789
unit: def _end_adaptation()
file: pyro/infer/mcmc/adaptation.py
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number of parameters: 1

id: 1790
unit: def update()
file: pyro/infer/mcmc/adaptation.py
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McCabe index: 3
number of parameters: 3

id: 1791
unit: def update()
file: pyro/infer/mcmc/adaptation.py
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McCabe index: 3
number of parameters: 3

id: 1792
unit: def _get_vectorized_trace()
file: pyro/infer/elbo.py
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McCabe index: 1
number of parameters: 5

id: 1793
unit: def bandwidth_factor()
file: pyro/infer/svgd.py
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McCabe index: 2
number of parameters: 2

id: 1794
unit: def bandwidth_factor()
file: pyro/infer/svgd.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1795
unit: def loss_and_grads()
file: pyro/infer/trace_mmd.py
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McCabe index: 1
number of parameters: 5

id: 1796
unit: def _resample()
file: pyro/infer/smcfilter.py
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McCabe index: 2
number of parameters: 2

id: 1797
unit: def reset()
file: pyro/ops/dual_averaging.py
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number of parameters: 1

id: 1798
unit: def trace()
file: pyro/ops/jit.py
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number of parameters: 3

id: 1799
unit: def reset()
file: pyro/ops/welford.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1800
unit: def transition_matrix_and_covariance()
file: pyro/ops/ssm_gp.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1801
unit: def _complex_mul()
file: pyro/ops/tensor_utils.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1802
unit: def _real_of_complex_mul()
file: pyro/ops/tensor_utils.py
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McCabe index: 1
number of parameters: 2

id: 1803
unit: def cholesky()
file: pyro/ops/tensor_utils.py
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McCabe index: 2
number of parameters: 1

id: 1804
unit: def cholesky_solve()
file: pyro/ops/tensor_utils.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1805
unit: def matmul()
file: pyro/ops/tensor_utils.py
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McCabe index: 2
number of parameters: 2

id: 1806
unit: def matvecmul()
file: pyro/ops/tensor_utils.py
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McCabe index: 2
number of parameters: 2

id: 1807
unit: def triangular_solve()
file: pyro/ops/tensor_utils.py
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size: 4 LOC
McCabe index: 2
number of parameters: 4

id: 1808
unit: def resample()
file: pyro/ops/stats.py
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McCabe index: 1
number of parameters: 4

id: 1809
unit: def _weighted_variance()
file: pyro/ops/stats.py
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McCabe index: 2
number of parameters: 5

id: 1810
unit: def _hash_by_id()
file: pyro/ops/rings.py
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number of parameters: 2

id: 1811
unit: def __init__()
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id: 1812
unit: def __init__()
file: pyro/ops/gamma_gaussian.py
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number of parameters: 4

id: 1813
unit: def _select()
file: pyro/ops/contract.py
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number of parameters: 3

id: 1814
unit: def __init__()
file: pyro/ops/contract.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1815
unit: def batch_shape()
file: pyro/ops/gaussian.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1816
unit: def __sub__()
file: pyro/ops/gaussian.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1817
unit: def process()
file: pyro/ops/einsum/torch_map.py
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McCabe index: 1
number of parameters: 2

id: 1818
unit: def __init__()
file: pyro/distributions/inverse_gamma.py
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McCabe index: 1
number of parameters: 4

id: 1819
unit: def __init__()
file: pyro/distributions/folded.py
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McCabe index: 2
number of parameters: 3

id: 1820
unit: def reshape()
file: pyro/distributions/torch_distribution.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1821
unit: def score_parts()
file: pyro/distributions/torch_distribution.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1822
unit: def __init__()
file: pyro/distributions/torch_distribution.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1823
unit: def log_prob()
file: pyro/distributions/torch_distribution.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1824
unit: def rsample()
file: pyro/distributions/diag_normal_mixture_shared_cov.py
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McCabe index: 1
number of parameters: 2

id: 1825
unit: def __init__()
file: pyro/distributions/torch_transform.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1826
unit: def __init__()
file: pyro/distributions/mixture.py
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size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1827
unit: def support()
file: pyro/distributions/mixture.py
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size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 1828
unit: def mean()
file: pyro/distributions/mixture.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1829
unit: def variance()
file: pyro/distributions/mixture.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1830
unit: def rsample()
file: pyro/distributions/gaussian_scale_mixture.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1831
unit: def variance()
file: pyro/distributions/zero_inflated.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1832
unit: def log_prob()
file: pyro/distributions/extended.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1833
unit: def enable_validation()
file: pyro/distributions/util.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1834
unit: def __init__()
file: pyro/distributions/improper_uniform.py
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size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1835
unit: def log_prob()
file: pyro/distributions/improper_uniform.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1836
unit: def covariance_matrix()
file: pyro/distributions/multivariate_studentt.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1837
unit: def precision_matrix()
file: pyro/distributions/multivariate_studentt.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1838
unit: def mean()
file: pyro/distributions/multivariate_studentt.py
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size: 4 LOC
McCabe index: 1
number of parameters: 1

id: 1839
unit: def forward()
file: pyro/distributions/relaxed_straight_through.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1840
unit: def __init__()
file: pyro/distributions/testing/rejection_gamma.py
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size: 4 LOC
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number of parameters: 4

id: 1841
unit: def score_parts()
file: pyro/distributions/testing/rejection_gamma.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1842
unit: def __init__()
file: pyro/distributions/testing/rejection_gamma.py
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size: 4 LOC
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number of parameters: 5

id: 1843
unit: def rsample()
file: pyro/distributions/testing/rejection_gamma.py
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number of parameters: 2

id: 1844
unit: def __init__()
file: pyro/distributions/testing/naive_dirichlet.py
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number of parameters: 4

id: 1845
unit: def rsample()
file: pyro/distributions/testing/naive_dirichlet.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1846
unit: def log_prob_accept()
file: pyro/distributions/testing/rejection_exponential.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1847
unit: def _call()
file: pyro/distributions/transforms/spline.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1848
unit: def _inverse()
file: pyro/distributions/transforms/spline.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1849
unit: def spline_op()
file: pyro/distributions/transforms/spline.py
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size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 1850
unit: def with_cache()
file: pyro/distributions/transforms/permute.py
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size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1851
unit: def __init__()
file: pyro/distributions/transforms/matrix_exponential.py
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McCabe index: 1
number of parameters: 5

id: 1852
unit: def __init__()
file: pyro/distributions/transforms/radial.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1853
unit: def u_hat()
file: pyro/distributions/transforms/radial.py
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size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1854
unit: def __init__()
file: pyro/distributions/transforms/planar.py
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size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1855
unit: def u_hat()
file: pyro/distributions/transforms/planar.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1856
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/cholesky.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 3

id: 1857
unit: def with_cache()
file: pyro/distributions/transforms/haar.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1858
unit: def with_cache()
file: pyro/distributions/transforms/lower_cholesky_affine.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1859
unit: def with_cache()
file: pyro/distributions/transforms/discrete_cosine.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1860
unit: def __init__()
file: pyro/distributions/transforms/affine_autoregressive.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1861
unit: def sylvester()
file: pyro/distributions/transforms/sylvester.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1862
unit: def __init__()
file: pyro/distributions/transforms/neural_autoregressive.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1863
unit: def u()
file: pyro/distributions/transforms/householder.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 1

id: 1864
unit: def householder()
file: pyro/distributions/transforms/householder.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1865
unit: def __init__()
file: pyro/distributions/transforms/generalized_channel_permute.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1866
unit: def _call()
file: pyro/distributions/transforms/generalized_channel_permute.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1867
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/generalized_channel_permute.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 3

id: 1868
unit: def condition()
file: pyro/distributions/transforms/generalized_channel_permute.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1869
unit: def _log_prob_accept()
file: pyro/distributions/rejector.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1870
unit: def _propose_log_prob()
file: pyro/distributions/rejector.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1871
unit: def score_parts()
file: pyro/distributions/rejector.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1872
unit: def __init__()
file: pyro/distributions/conjugate.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1873
unit: def condition()
file: pyro/distributions/conditional.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1874
unit: def log_prob()
file: pyro/distributions/torch.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1875
unit: def __init__()
file: pyro/distributions/torch.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1876
unit: def __init__()
file: pyro/distributions/torch.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 4

id: 1877
unit: def _permute_tree()
file: pyro/distributions/spanning_tree.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 2
number of parameters: 2

id: 1878
unit: def sample()
file: pyro/distributions/coalescent.py
start line: 0
end line: 0
size: 4 LOC
McCabe index: 1
number of parameters: 2

id: 1879
unit: def enumerate_support()
file: tutorial/source/search_inference.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1880
unit: def mean()
file: tutorial/source/search_inference.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1881
unit: def __init__()
file: examples/svi_horovod.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1882
unit: def enumerate_support()
file: examples/rsa/search_inference.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1883
unit: def mean()
file: examples/rsa/search_inference.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1884
unit: def utterance_cost()
file: examples/rsa/hyperbole.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1885
unit: def __init__()
file: examples/rsa/semantic_parsing.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1886
unit: def infer_hmc_enum()
file: examples/sir_hmc.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1887
unit: def infer_hmc_cont()
file: examples/sir_hmc.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1888
unit: def forward()
file: examples/air/modules.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1889
unit: def local_model()
file: examples/contrib/autoname/mixture.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 1890
unit: def local_guide()
file: examples/contrib/autoname/mixture.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1891
unit: def init()
file: examples/smcfilter.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1892
unit: def init()
file: examples/smcfilter.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1893
unit: def forward()
file: examples/vae/vae_comparison.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1894
unit: def __init__()
file: examples/vae/vae_comparison.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1895
unit: def initialize_optimizer()
file: examples/vae/vae_comparison.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1896
unit: def __init__()
file: examples/vae/vae_comparison.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1897
unit: def __init__()
file: examples/vae/utils/custom_mlp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1898
unit: def _add_using_column_format()
file: profiler/profiling_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1899
unit: def profile_timeit()
file: profiler/profiling_utils.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1900
unit: def __init__()
file: pyro/nn/auto_reg_nn.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 1901
unit: def forward()
file: pyro/nn/auto_reg_nn.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1902
unit: def __call__()
file: pyro/nn/module.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1903
unit: def __enter__()
file: pyro/nn/module.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1904
unit: def get()
file: pyro/nn/module.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1905
unit: def set()
file: pyro/nn/module.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1906
unit: def _pyro_get_fullname()
file: pyro/nn/module.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1907
unit: def __call__()
file: pyro/nn/module.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1908
unit: def param()
file: pyro/primitives.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1909
unit: def subsample()
file: pyro/primitives.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1910
unit: def __init__()
file: pyro/primitives.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1911
unit: def __init__()
file: pyro/primitives.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1912
unit: def __init__()
file: pyro/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1913
unit: def __enter__()
file: pyro/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1914
unit: def __exit__()
file: pyro/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 4

id: 1915
unit: def __enter__()
file: pyro/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1916
unit: def _process_message()
file: pyro/poutine/block_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1917
unit: def enable_validation()
file: pyro/poutine/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1918
unit: def _process_message()
file: pyro/poutine/scale_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1919
unit: def __init__()
file: pyro/poutine/reparam_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1920
unit: def generator()
file: pyro/poutine/markov_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1921
unit: def log_prob()
file: pyro/poutine/subsample_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1922
unit: def _reset()
file: pyro/poutine/subsample_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1923
unit: def __init__()
file: pyro/poutine/runtime.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 1924
unit: def __init__()
file: pyro/poutine/infer_config_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1925
unit: def _pyro_sample()
file: pyro/poutine/infer_config_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1926
unit: def _pyro_param()
file: pyro/poutine/infer_config_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1927
unit: def __enter__()
file: pyro/poutine/seed_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1928
unit: def __init__()
file: pyro/poutine/reentrant_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1929
unit: def _process_message()
file: pyro/poutine/indep_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1930
unit: def __enter__()
file: pyro/poutine/trace_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1931
unit: def __init__()
file: pyro/poutine/trace_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1932
unit: def get_trace()
file: pyro/poutine/trace_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1933
unit: def _context_wrap()
file: pyro/poutine/messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 1934
unit: def _process_message()
file: pyro/poutine/plate_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1935
unit: def __init__()
file: pyro/poutine/condition_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1936
unit: def __init__()
file: pyro/poutine/escape_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1937
unit: def param_nodes()
file: pyro/poutine/trace_struct.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 1

id: 1938
unit: def _process_message()
file: pyro/poutine/mask_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1939
unit: def _get_optim()
file: pyro/optim/lr_scheduler.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1940
unit: def step()
file: pyro/optim/lr_scheduler.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 1941
unit: def __call__()
file: pyro/optim/horovod.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 1942
unit: def __init__()
file: pyro/optim/multi.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1943
unit: def step()
file: pyro/optim/multi.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 3
number of parameters: 3

id: 1944
unit: def save()
file: pyro/optim/optim.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1945
unit: def __init__()
file: pyro/contrib/forecast/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1946
unit: def __init__()
file: pyro/contrib/forecast/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1947
unit: def __init__()
file: pyro/contrib/forecast/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1948
unit: def _()
file: pyro/contrib/forecast/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1949
unit: def _()
file: pyro/contrib/forecast/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1950
unit: def _()
file: pyro/contrib/forecast/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1951
unit: def __init__()
file: pyro/contrib/forecast/forecaster.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1952
unit: def time_plate()
file: pyro/contrib/forecast/forecaster.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1953
unit: def eval_mae()
file: pyro/contrib/forecast/evaluate.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1954
unit: def __setstate__()
file: pyro/contrib/easyguide/easyguide.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1955
unit: def map_estimate()
file: pyro/contrib/easyguide/easyguide.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1956
unit: def _get_init_dist()
file: pyro/contrib/timeseries/lgssm.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1957
unit: def _get_trans_dist()
file: pyro/contrib/timeseries/lgssm.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1958
unit: def get_dist()
file: pyro/contrib/timeseries/lgssm.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1959
unit: def log_prob()
file: pyro/contrib/timeseries/lgssm.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1960
unit: def _filter()
file: pyro/contrib/timeseries/lgssm.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1961
unit: def _get_init_dist()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1962
unit: def _get_obs_dist()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1963
unit: def log_prob()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1964
unit: def _filter()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1965
unit: def _get_obs_matrix()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1966
unit: def _get_init_dist()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1967
unit: def _get_obs_dist()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1968
unit: def log_prob()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1969
unit: def _filter()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1970
unit: def _get_init_dist()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1971
unit: def _get_obs_dist()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1972
unit: def log_prob()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1973
unit: def _filter()
file: pyro/contrib/timeseries/gp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1974
unit: def log_prob()
file: pyro/contrib/timeseries/lgssmgp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1975
unit: def _filter()
file: pyro/contrib/timeseries/lgssmgp.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1976
unit: def iter_plates_to_shape()
file: pyro/contrib/util.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 1977
unit: def append()
file: pyro/contrib/cevae/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1978
unit: def forward()
file: pyro/contrib/cevae/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1979
unit: def x_dist()
file: pyro/contrib/cevae/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1980
unit: def t_dist()
file: pyro/contrib/cevae/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1981
unit: def t_dist()
file: pyro/contrib/cevae/__init__.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1982
unit: def __exit__()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1983
unit: def __call__()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1984
unit: def get_trace()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1985
unit: def __init__()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1986
unit: def process_message()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1987
unit: def __init__()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1988
unit: def process_message()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 1989
unit: def __init__()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1990
unit: def __init__()
file: pyro/contrib/minipyro.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1991
unit: def get_params()
file: pyro/contrib/oed/glmm/guides.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 1992
unit: def __init__()
file: pyro/contrib/oed/glmm/guides.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1993
unit: def forward()
file: pyro/contrib/oed/eig.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 1994
unit: def backward()
file: pyro/contrib/oed/eig.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1995
unit: def initialize()
file: pyro/contrib/epidemiology/models.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1996
unit: def _clear_plates()
file: pyro/contrib/epidemiology/compartmental.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 1997
unit: def __init__()
file: pyro/contrib/epidemiology/compartmental.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1998
unit: def step()
file: pyro/contrib/epidemiology/compartmental.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 1999
unit: def __init__()
file: pyro/contrib/funsor/handlers/named_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2000
unit: def __exit__()
file: pyro/contrib/funsor/handlers/named_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2001
unit: def _get_support_value_delta()
file: pyro/contrib/funsor/handlers/enum_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2002
unit: def _get_support_value_distribution()
file: pyro/contrib/funsor/handlers/enum_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2003
unit: def __getitem__()
file: pyro/contrib/funsor/handlers/runtime.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2004
unit: def __contains__()
file: pyro/contrib/funsor/handlers/runtime.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2005
unit: def pop_global()
file: pyro/contrib/funsor/handlers/runtime.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2006
unit: def pop_iter()
file: pyro/contrib/funsor/handlers/runtime.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2007
unit: def pop_local()
file: pyro/contrib/funsor/handlers/runtime.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2008
unit: def current_write_env()
file: pyro/contrib/funsor/handlers/runtime.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 2009
unit: def __init__()
file: pyro/contrib/funsor/handlers/trace_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 4

id: 2010
unit: def _pyro_sample()
file: pyro/contrib/funsor/handlers/plate_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2011
unit: def _pyro_param()
file: pyro/contrib/funsor/handlers/plate_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2012
unit: def _pyro_sample()
file: pyro/contrib/funsor/handlers/plate_messenger.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2013
unit: def _pyro_param()
file: pyro/contrib/funsor/handlers/plate_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2014
unit: def _pyro_post_subsample()
file: pyro/contrib/funsor/handlers/plate_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2015
unit: def __enter__()
file: pyro/contrib/funsor/handlers/plate_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2016
unit: def _pyro_sample()
file: pyro/contrib/funsor/handlers/plate_messenger.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2017
unit: def __enter__()
file: pyro/contrib/autoname/scoping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2018
unit: def scope()
file: pyro/contrib/autoname/scoping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2019
unit: def name_count()
file: pyro/contrib/autoname/scoping.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 2020
unit: def __init__()
file: pyro/contrib/autoname/named.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2021
unit: def forward()
file: pyro/contrib/gp/kernels/kernel.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 2022
unit: def __init__()
file: pyro/contrib/gp/kernels/kernel.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2023
unit: def __init__()
file: pyro/contrib/gp/kernels/kernel.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2024
unit: def _scaled_dist()
file: pyro/contrib/gp/kernels/isotropic.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2025
unit: def guide()
file: pyro/contrib/gp/models/sgpr.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2026
unit: def guide()
file: pyro/contrib/gp/models/gpr.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2027
unit: def forward()
file: pyro/contrib/gp/models/model.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2028
unit: def __init__()
file: pyro/contrib/gp/likelihoods/binary.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2029
unit: def __init__()
file: pyro/contrib/gp/likelihoods/poisson.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2030
unit: def transform()
file: pyro/contrib/randomvariable/random_variable.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2031
unit: def _hash()
file: pyro/contrib/tracking/hashing.py
start line: 0
end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2032
unit: def remove()
file: pyro/contrib/tracking/hashing.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2033
unit: def _hash()
file: pyro/contrib/tracking/hashing.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2034
unit: def __init__()
file: pyro/contrib/conjugate/infer.py
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end line: 0
size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2035
unit: def latent()
file: pyro/contrib/conjugate/infer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2036
unit: def conditional()
file: pyro/contrib/conjugate/infer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2037
unit: def __init__()
file: pyro/contrib/conjugate/infer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2038
unit: def latent()
file: pyro/contrib/conjugate/infer.py
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number of parameters: 3

id: 2039
unit: def conditional()
file: pyro/contrib/conjugate/infer.py
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size: 3 LOC
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number of parameters: 3

id: 2040
unit: def compound()
file: pyro/contrib/conjugate/infer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2041
unit: def __init__()
file: pyro/contrib/conjugate/infer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2042
unit: def items()
file: pyro/params/param_store.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 2043
unit: def values()
file: pyro/params/param_store.py
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size: 3 LOC
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number of parameters: 1

id: 2044
unit: def match()
file: pyro/params/param_store.py
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size: 3 LOC
McCabe index: 3
number of parameters: 2

id: 2045
unit: def save()
file: pyro/params/param_store.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2046
unit: def call()
file: pyro/infer/predictive.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2047
unit: def __enter__()
file: pyro/infer/traceenum_elbo.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2048
unit: def enable_validation()
file: pyro/infer/util.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2049
unit: def torch_backward()
file: pyro/infer/util.py
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size: 3 LOC
McCabe index: 3
number of parameters: 2

id: 2050
unit: def __init__()
file: pyro/infer/util.py
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size: 3 LOC
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number of parameters: 2

id: 2051
unit: def __repr__()
file: pyro/infer/util.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 2052
unit: def call()
file: pyro/infer/autoguide/guides.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2053
unit: def add()
file: pyro/infer/autoguide/guides.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2054
unit: def forward()
file: pyro/infer/autoguide/guides.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2055
unit: def __init__()
file: pyro/infer/autoguide/guides.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2056
unit: def sample_latent()
file: pyro/infer/autoguide/guides.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2057
unit: def _loc_scale()
file: pyro/infer/autoguide/guides.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2058
unit: def _setup_prototype()
file: pyro/infer/autoguide/guides.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2059
unit: def init_to_generated()
file: pyro/infer/autoguide/initialization.py
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size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2060
unit: def __init__()
file: pyro/infer/autoguide/initialization.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2061
unit: def __init__()
file: pyro/infer/reparam/unit_jacobian.py
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size: 3 LOC
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number of parameters: 3

id: 2062
unit: def __init__()
file: pyro/infer/reparam/haar.py
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size: 3 LOC
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number of parameters: 3

id: 2063
unit: def __init__()
file: pyro/infer/reparam/discrete_cosine.py
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size: 3 LOC
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number of parameters: 3

id: 2064
unit: def _reparam_config()
file: pyro/infer/reparam/neutra.py
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size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2065
unit: def set_validation_batch()
file: pyro/infer/csis.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2066
unit: def _sample_from_joint()
file: pyro/infer/csis.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2067
unit: def _logaddexp()
file: pyro/infer/mcmc/nuts.py
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end line: 0
size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2068
unit: def setup()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 3 LOC
McCabe index: 1
number of parameters: 4

id: 2069
unit: def __exit__()
file: pyro/infer/mcmc/logger.py
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size: 3 LOC
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number of parameters: 2

id: 2070
unit: def __init__()
file: pyro/infer/mcmc/logger.py
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McCabe index: 1
number of parameters: 2

id: 2071
unit: def __init__()
file: pyro/infer/mcmc/logger.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2072
unit: def diagnostics()
file: pyro/infer/mcmc/hmc.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2073
unit: def get_posterior()
file: pyro/infer/svgd.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2074
unit: def get_named_particles()
file: pyro/infer/svgd.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 2075
unit: def _compute_mmd()
file: pyro/infer/trace_mmd.py
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size: 3 LOC
McCabe index: 1
number of parameters: 3

id: 2076
unit: def loss()
file: pyro/infer/trace_mmd.py
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size: 3 LOC
McCabe index: 1
number of parameters: 5

id: 2077
unit: def get_empirical()
file: pyro/infer/smcfilter.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 2078
unit: def _importance_resample()
file: pyro/infer/smcfilter.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2079
unit: def _populate_traces()
file: pyro/infer/abstract_infer.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2080
unit: def __init__()
file: pyro/infer/abstract_infer.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2081
unit: def get_state()
file: pyro/ops/dual_averaging.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2082
unit: def __init__()
file: pyro/ops/welford.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2083
unit: def __init__()
file: pyro/ops/welford.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2084
unit: def __init__()
file: pyro/ops/rings.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2085
unit: def __init__()
file: pyro/ops/rings.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2086
unit: def logsumexp()
file: pyro/ops/gamma_gaussian.py
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size: 3 LOC
McCabe index: 1
number of parameters: 1

id: 2087
unit: def forward()
file: pyro/ops/special.py
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size: 3 LOC
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number of parameters: 2

id: 2088
unit: def backward()
file: pyro/ops/special.py
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size: 3 LOC
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number of parameters: 2

id: 2089
unit: def __init__()
file: pyro/ops/einsum/adjoint.py
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size: 3 LOC
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number of parameters: 3

id: 2090
unit: def __init__()
file: pyro/ops/einsum/torch_marginal.py
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size: 3 LOC
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number of parameters: 3

id: 2091
unit: def __init__()
file: pyro/ops/einsum/torch_sample.py
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size: 3 LOC
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number of parameters: 3

id: 2092
unit: def __init__()
file: pyro/ops/einsum/torch_map.py
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size: 3 LOC
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number of parameters: 3

id: 2093
unit: def expand()
file: pyro/distributions/inverse_gamma.py
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size: 3 LOC
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number of parameters: 3

id: 2094
unit: def expand()
file: pyro/distributions/folded.py
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number of parameters: 3

id: 2095
unit: def independent()
file: pyro/distributions/torch_distribution.py
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size: 3 LOC
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number of parameters: 2

id: 2096
unit: def detach()
file: pyro/distributions/util.py
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size: 3 LOC
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number of parameters: 1

id: 2097
unit: def scale_tril()
file: pyro/distributions/multivariate_studentt.py
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size: 3 LOC
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number of parameters: 1

id: 2098
unit: def __init__()
file: pyro/distributions/polya_gamma.py
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size: 3 LOC
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number of parameters: 3

id: 2099
unit: def _Transform_clear_cache()
file: pyro/distributions/torch_patch.py
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size: 3 LOC
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number of parameters: 1

id: 2100
unit: def _TransformedDistribution_clear_cache()
file: pyro/distributions/torch_patch.py
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size: 3 LOC
McCabe index: 2
number of parameters: 1

id: 2101
unit: def log_prob()
file: pyro/distributions/relaxed_straight_through.py
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size: 3 LOC
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number of parameters: 2

id: 2102
unit: def log_prob()
file: pyro/distributions/relaxed_straight_through.py
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size: 3 LOC
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number of parameters: 2

id: 2103
unit: def conjugate_update()
file: pyro/distributions/distribution.py
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size: 3 LOC
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number of parameters: 2

id: 2104
unit: def rv()
file: pyro/distributions/distribution.py
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number of parameters: 1

id: 2105
unit: def __init__()
file: pyro/distributions/testing/rejection_gamma.py
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size: 3 LOC
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number of parameters: 4

id: 2106
unit: def rsample()
file: pyro/distributions/testing/rejection_gamma.py
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size: 3 LOC
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number of parameters: 2

id: 2107
unit: def __init__()
file: pyro/distributions/testing/naive_dirichlet.py
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number of parameters: 3

id: 2108
unit: def rsample()
file: pyro/distributions/testing/naive_dirichlet.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2109
unit: def condition()
file: pyro/distributions/transforms/spline.py
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size: 3 LOC
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number of parameters: 2

id: 2110
unit: def _call()
file: pyro/distributions/transforms/batchnorm.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2111
unit: def batchnorm()
file: pyro/distributions/transforms/batchnorm.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2112
unit: def _call()
file: pyro/distributions/transforms/matrix_exponential.py
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size: 3 LOC
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number of parameters: 2

id: 2113
unit: def _inverse()
file: pyro/distributions/transforms/matrix_exponential.py
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size: 3 LOC
McCabe index: 2
number of parameters: 2

id: 2114
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/matrix_exponential.py
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size: 3 LOC
McCabe index: 2
number of parameters: 3

id: 2115
unit: def reset_parameters()
file: pyro/distributions/transforms/matrix_exponential.py
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number of parameters: 1

id: 2116
unit: def __init__()
file: pyro/distributions/transforms/radial.py
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number of parameters: 2

id: 2117
unit: def condition()
file: pyro/distributions/transforms/radial.py
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number of parameters: 2

id: 2118
unit: def __init__()
file: pyro/distributions/transforms/planar.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2119
unit: def condition()
file: pyro/distributions/transforms/planar.py
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size: 3 LOC
McCabe index: 1
number of parameters: 2

id: 2120
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id: 2124
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id: 2127
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id: 2128
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id: 2129
unit: def reset_parameters()
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id: 2130
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id: 2133
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id: 2135
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file: pyro/distributions/unit.py
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file: pyro/distributions/delta.py
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id: 2139
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file: pyro/distributions/stable.py
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file: pyro/distributions/torch.py
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id: 2145
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file: pyro/distributions/spanning_tree.py
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id: 2147
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id: 2149
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id: 2150
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id: 2152
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id: 2173
unit: def Marginal()
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id: 2174
unit: def default_z_pres_prior_p()
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id: 2179
unit: def arr2img()
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unit: def colors()
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id: 2186
unit: def rand_tensor()
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id: 2187
unit: def conditioned_model()
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id: 2222
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id: 2246
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id: 2255
unit: def model()
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id: 2256
unit: def guide()
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id: 2257
unit: def init()
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id: 2258
unit: def guide()
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McCabe index: 1
number of parameters: 1

id: 2259
unit: def _get_obs_dist()
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size: 2 LOC
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number of parameters: 1

id: 2260
unit: def _stationary_covariance()
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number of parameters: 1

id: 2261
unit: def _get_obs_matrix()
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id: 2262
unit: def _get_obs_dist()
file: pyro/contrib/timeseries/lgssmgp.py
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McCabe index: 1
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id: 2263
unit: def log_prob()
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McCabe index: 1
number of parameters: 2

id: 2264
unit: def forecast()
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McCabe index: 1
number of parameters: 3

id: 2265
unit: def get_dist()
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number of parameters: 1

id: 2266
unit: def rmm()
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id: 2267
unit: def rmv()
file: pyro/contrib/util.py
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id: 2268
unit: def rvv()
file: pyro/contrib/util.py
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id: 2269
unit: def lexpand()
file: pyro/contrib/util.py
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id: 2270
unit: def rexpand()
file: pyro/contrib/util.py
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size: 2 LOC
McCabe index: 1
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id: 2271
unit: def rdiag()
file: pyro/contrib/util.py
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number of parameters: 1

id: 2272
unit: def adjoin_ones_vector()
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number of parameters: 1

id: 2273
unit: def adjoin_zeros_vector()
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McCabe index: 1
number of parameters: 1

id: 2274
unit: def log_prob()
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McCabe index: 1
number of parameters: 2

id: 2275
unit: def make_dist()
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id: 2276
unit: def make_dist()
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id: 2277
unit: def make_dist()
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id: 2278
unit: def make_dist()
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id: 2279
unit: def make_dist()
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id: 2280
unit: def forward()
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id: 2281
unit: def z_dist()
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id: 2282
unit: def loss()
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id: 2283
unit: def get_param_store()
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unit: def __init__()
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id: 2286
unit: def process_message()
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id: 2287
unit: def postprocess_message()
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id: 2288
unit: def __iter__()
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id: 2289
unit: def Trace_ELBO()
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id: 2290
unit: def normal_inverse_gamma_guide()
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id: 2291
unit: def initialize()
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unit: def initialize()
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unit: def initialize()
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unit: def initialize()
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unit: def initialize()
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id: 2298
unit: def initialize()
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id: 2299
unit: def initialize()
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id: 2300
unit: def global_model()
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id: 2301
unit: def initialize()
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id: 2302
unit: def transition()
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id: 2303
unit: def init()
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id: 2304
unit: def __bool__()
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id: 2305
unit: def _all()
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id: 2306
unit: def _unsqueeze()
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id: 2307
unit: def _all()
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id: 2308
unit: def _is_zero()
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id: 2309
unit: def plate()
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id: 2310
unit: def _get_trace()
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id: 2311
unit: def differentiable_loss()
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id: 2312
unit: def loss()
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id: 2313
unit: def _get_support_value()
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number of parameters: 3

id: 2314
unit: def push_global()
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id: 2315
unit: def push_iter()
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id: 2316
unit: def push_local()
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id: 2317
unit: def global_frame()
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id: 2318
unit: def local_frame()
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id: 2319
unit: def current_read_env()
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id: 2320
unit: def __iter__()
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id: 2321
unit: def _pyro_sample()
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id: 2322
unit: def _pyro_post_sample()
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id: 2323
unit: def _pyro_post_scope()
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id: 2324
unit: def _pyro_scope()
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id: 2325
unit: def _collect_scope()
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id: 2326
unit: def _pyro_scope()
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id: 2327
unit: def _pyro_sample()
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id: 2328
unit: def __str__()
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id: 2333
unit: def forward()
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id: 2334
unit: def __init__()
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id: 2335
unit: def _torch_sqrt()
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id: 2336
unit: def _diag()
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id: 2337
unit: def __init__()
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id: 2338
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id: 2339
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id: 2341
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id: 2342
unit: def forward()
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id: 2343
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id: 2344
unit: def _zero_mean_function()
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id: 2345
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id: 2346
unit: def guide()
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id: 2347
unit: def _softmax()
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id: 2348
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id: 2350
unit: def mode()
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id: 2352
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id: 2353
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id: 2354
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id: 2355
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id: 2356
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id: 2357
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id: 2358
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id: 2359
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id: 2360
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id: 2361
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id: 2362
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id: 2364
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id: 2365
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id: 2369
unit: def neg()
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id: 2371
unit: def log()
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id: 2372
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id: 2373
unit: def tanh()
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id: 2374
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id: 2386
unit: def named_parameters()
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id: 2387
unit: def param_name()
file: pyro/params/param_store.py
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size: 2 LOC
McCabe index: 1
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id: 2388
unit: def param_with_module_name()
file: pyro/params/param_store.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2389
unit: def module_from_param_with_module_name()
file: pyro/params/param_store.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2390
unit: def loss()
file: pyro/infer/trace_tail_adaptive_elbo.py
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size: 2 LOC
McCabe index: 1
number of parameters: 5

id: 2391
unit: def loss()
file: pyro/infer/energy_distance.py
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size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2392
unit: def is_validation_enabled()
file: pyro/infer/util.py
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size: 2 LOC
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number of parameters: 0

id: 2393
unit: def torch_item()
file: pyro/infer/util.py
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size: 2 LOC
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number of parameters: 1

id: 2394
unit: def prototype_hide_fn()
file: pyro/infer/autoguide/guides.py
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number of parameters: 1

id: 2395
unit: def model()
file: pyro/infer/autoguide/guides.py
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size: 2 LOC
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id: 2396
unit: def _update_master()
file: pyro/infer/autoguide/guides.py
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id: 2397
unit: def sample_latent()
file: pyro/infer/autoguide/guides.py
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id: 2398
unit: def median()
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id: 2399
unit: def median()
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id: 2400
unit: def get_base_dist()
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id: 2401
unit: def get_transform()
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id: 2402
unit: def _loc_scale()
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id: 2403
unit: def get_base_dist()
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id: 2404
unit: def get_transform()
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id: 2405
unit: def get_posterior()
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id: 2406
unit: def _loc_scale()
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id: 2407
unit: def get_base_dist()
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id: 2408
unit: def get_transform()
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id: 2409
unit: def get_posterior()
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id: 2410
unit: def _loc_scale()
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id: 2411
unit: def get_transform()
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number of parameters: 3

id: 2412
unit: def get_posterior()
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size: 2 LOC
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number of parameters: 3

id: 2413
unit: def _with_cache()
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size: 2 LOC
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number of parameters: 1

id: 2414
unit: def __call__()
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size: 2 LOC
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number of parameters: 4

id: 2415
unit: def __init__()
file: pyro/infer/reparam/conjugate.py
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size: 2 LOC
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number of parameters: 2

id: 2416
unit: def _unsafe_shift()
file: pyro/infer/reparam/stable.py
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size: 2 LOC
McCabe index: 2
number of parameters: 3

id: 2417
unit: def reparam()
file: pyro/infer/reparam/neutra.py
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size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2418
unit: def _differentiable_loss_particle()
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size: 2 LOC
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number of parameters: 2

id: 2419
unit: def cleanup()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 2 LOC
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number of parameters: 1

id: 2420
unit: def logging()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 2 LOC
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number of parameters: 1

id: 2421
unit: def diagnostics()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 2 LOC
McCabe index: 2
number of parameters: 1

id: 2422
unit: def end_warmup()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2423
unit: def initial_params()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2424
unit: def initial_params()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 2 LOC
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id: 2425
unit: def sample()
file: pyro/infer/mcmc/mcmc_kernel.py
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size: 2 LOC
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number of parameters: 2

id: 2426
unit: def __call__()
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size: 2 LOC
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number of parameters: 2

id: 2427
unit: def __enter__()
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McCabe index: 1
number of parameters: 1

id: 2428
unit: def enqueue()
file: pyro/infer/mcmc/logger.py
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id: 2429
unit: def terminate()
file: pyro/infer/mcmc/api.py
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size: 2 LOC
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number of parameters: 3

id: 2430
unit: def mass_matrix_adapter()
file: pyro/infer/mcmc/hmc.py
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size: 2 LOC
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number of parameters: 1

id: 2431
unit: def mass_matrix_adapter()
file: pyro/infer/mcmc/hmc.py
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number of parameters: 2

id: 2432
unit: def inverse_mass_matrix()
file: pyro/infer/mcmc/hmc.py
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size: 2 LOC
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number of parameters: 1

id: 2433
unit: def step_size()
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number of parameters: 1

id: 2434
unit: def num_steps()
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number of parameters: 1

id: 2435
unit: def initial_params()
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id: 2436
unit: def initial_params()
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id: 2437
unit: def cleanup()
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size: 2 LOC
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number of parameters: 1

id: 2438
unit: def _fetch_from_cache()
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size: 2 LOC
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number of parameters: 1

id: 2439
unit: def adaptation_schedule()
file: pyro/infer/mcmc/adaptation.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2440
unit: def mass_matrix_adapter()
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size: 2 LOC
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id: 2441
unit: def mass_matrix_adapter()
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size: 2 LOC
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number of parameters: 2

id: 2442
unit: def _matvecmul()
file: pyro/infer/mcmc/adaptation.py
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id: 2443
unit: def _cholesky()
file: pyro/infer/mcmc/adaptation.py
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number of parameters: 1

id: 2444
unit: def _transpose()
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number of parameters: 1

id: 2445
unit: def mass_matrix_size()
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number of parameters: 1

id: 2446
unit: def inverse_mass_matrix()
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number of parameters: 1

id: 2447
unit: def mass_matrix_size()
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number of parameters: 1

id: 2448
unit: def mass_matrix()
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2449
unit: def _config_enumerate()
file: pyro/infer/enum.py
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number of parameters: 4

id: 2450
unit: def _get_trace()
file: pyro/infer/elbo.py
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number of parameters: 5

id: 2451
unit: def __init__()
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id: 2452
unit: def log_kernel_and_grad()
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id: 2453
unit: def __init__()
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number of parameters: 2

id: 2454
unit: def bandwidth_factor()
file: pyro/infer/svgd.py
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number of parameters: 1

id: 2455
unit: def bandwidth_factor()
file: pyro/infer/svgd.py
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number of parameters: 1

id: 2456
unit: def kernel()
file: pyro/infer/trace_mmd.py
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number of parameters: 1

id: 2457
unit: def mmd_scale()
file: pyro/infer/trace_mmd.py
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size: 2 LOC
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number of parameters: 1

id: 2458
unit: def empirical()
file: pyro/infer/abstract_infer.py
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number of parameters: 1

id: 2459
unit: def marginal()
file: pyro/infer/abstract_infer.py
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number of parameters: 2

id: 2460
unit: def _traces()
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id: 2461
unit: def marginal()
file: pyro/infer/abstract_infer.py
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number of parameters: 2

id: 2462
unit: def autocovariance()
file: pyro/ops/stats.py
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number of parameters: 2

id: 2463
unit: def pi()
file: pyro/ops/stats.py
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id: 2464
unit: def __init__()
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id: 2465
unit: def sumproduct()
file: pyro/ops/rings.py
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number of parameters: 3

id: 2466
unit: def product()
file: pyro/ops/rings.py
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number of parameters: 3

id: 2467
unit: def inv()
file: pyro/ops/rings.py
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number of parameters: 2

id: 2468
unit: def _is_batched()
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number of parameters: 1

id: 2469
unit: def __init__()
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id: 2470
unit: def __getitem__()
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id: 2471
unit: def __init__()
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id: 2472
unit: def __getitem__()
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id: 2473
unit: def log_density()
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id: 2474
unit: def dim()
file: pyro/ops/gamma_gaussian.py
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id: 2475
unit: def safe_log()
file: pyro/ops/special.py
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number of parameters: 1

id: 2476
unit: def dim()
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id: 2477
unit: def batch_shape()
file: pyro/ops/gaussian.py
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number of parameters: 1

id: 2478
unit: def event_permute()
file: pyro/ops/gaussian.py
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number of parameters: 2

id: 2479
unit: def __add__()
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number of parameters: 2

id: 2480
unit: def transpose()
file: pyro/ops/einsum/torch_log.py
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number of parameters: 2

id: 2481
unit: def process()
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id: 2482
unit: def __init__()
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number of parameters: 2

id: 2483
unit: def require_backward()
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size: 2 LOC
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number of parameters: 1

id: 2484
unit: def __init__()
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number of parameters: 2

id: 2485
unit: def concentration()
file: pyro/distributions/inverse_gamma.py
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number of parameters: 1

id: 2486
unit: def rate()
file: pyro/distributions/inverse_gamma.py
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number of parameters: 1

id: 2487
unit: def __call__()
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id: 2488
unit: def event_dim()
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id: 2489
unit: def shape()
file: pyro/distributions/torch_distribution.py
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id: 2490
unit: def expand()
file: pyro/distributions/torch_distribution.py
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number of parameters: 3

id: 2491
unit: def mask()
file: pyro/distributions/torch_distribution.py
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id: 2492
unit: def has_rsample()
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size: 2 LOC
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number of parameters: 1

id: 2493
unit: def has_enumerate_support()
file: pyro/distributions/torch_distribution.py
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id: 2494
unit: def support()
file: pyro/distributions/torch_distribution.py
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id: 2495
unit: def sample()
file: pyro/distributions/torch_distribution.py
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id: 2496
unit: def rsample()
file: pyro/distributions/torch_distribution.py
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id: 2497
unit: def enumerate_support()
file: pyro/distributions/torch_distribution.py
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id: 2498
unit: def mean()
file: pyro/distributions/torch_distribution.py
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number of parameters: 1

id: 2499
unit: def variance()
file: pyro/distributions/torch_distribution.py
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number of parameters: 1

id: 2500
unit: def has_rsample()
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id: 2501
unit: def has_enumerate_support()
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id: 2502
unit: def support()
file: pyro/distributions/torch_distribution.py
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number of parameters: 1

id: 2503
unit: def sample()
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id: 2504
unit: def rsample()
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id: 2505
unit: def mean()
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number of parameters: 1

id: 2506
unit: def variance()
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number of parameters: 1

id: 2507
unit: def __init__()
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id: 2508
unit: def __hash__()
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id: 2509
unit: def __hash__()
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number of parameters: 1

id: 2510
unit: def has_rsample()
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number of parameters: 1

id: 2511
unit: def support()
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number of parameters: 1

id: 2512
unit: def mean()
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id: 2513
unit: def rate()
file: pyro/distributions/zero_inflated.py
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id: 2514
unit: def total_count()
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number of parameters: 1

id: 2515
unit: def probs()
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id: 2516
unit: def logits()
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number of parameters: 1

id: 2517
unit: def scalar_like()
file: pyro/distributions/util.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2518
unit: def is_validation_enabled()
file: pyro/distributions/util.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 2519
unit: def support()
file: pyro/distributions/improper_uniform.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2520
unit: def sample()
file: pyro/distributions/improper_uniform.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2521
unit: def _lazy_property__call__()
file: pyro/distributions/torch_patch.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2522
unit: def backward()
file: pyro/distributions/relaxed_straight_through.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2523
unit: def backward()
file: pyro/distributions/relaxed_straight_through.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2524
unit: def __call__()
file: pyro/distributions/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2525
unit: def sample()
file: pyro/distributions/distribution.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2526
unit: def log_prob()
file: pyro/distributions/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 2527
unit: def enumerate_support()
file: pyro/distributions/distribution.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2528
unit: def rsample()
file: pyro/distributions/avf_mvn.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2529
unit: def log_prob()
file: pyro/distributions/testing/rejection_gamma.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2530
unit: def rsample()
file: pyro/distributions/testing/rejection_gamma.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2531
unit: def log_prob()
file: pyro/distributions/testing/rejection_gamma.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2532
unit: def batch_shape()
file: pyro/distributions/testing/rejection_exponential.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2533
unit: def event_shape()
file: pyro/distributions/testing/rejection_exponential.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2534
unit: def spline()
file: pyro/distributions/transforms/spline.py
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end line: 0
size: 2 LOC
McCabe index: 2
number of parameters: 2

id: 2535
unit: def _call()
file: pyro/distributions/transforms/permute.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2536
unit: def _inverse()
file: pyro/distributions/transforms/permute.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2537
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/permute.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2538
unit: def constrained_gamma()
file: pyro/distributions/transforms/batchnorm.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2539
unit: def _trace()
file: pyro/distributions/transforms/matrix_exponential.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2540
unit: def _params()
file: pyro/distributions/transforms/matrix_exponential.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2541
unit: def matrix_exponential()
file: pyro/distributions/transforms/matrix_exponential.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 4

id: 2542
unit: def _inverse()
file: pyro/distributions/transforms/radial.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2543
unit: def _params()
file: pyro/distributions/transforms/radial.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2544
unit: def _params()
file: pyro/distributions/transforms/radial.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2545
unit: def radial()
file: pyro/distributions/transforms/radial.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2546
unit: def _inverse()
file: pyro/distributions/transforms/planar.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2547
unit: def _params()
file: pyro/distributions/transforms/planar.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2548
unit: def _params()
file: pyro/distributions/transforms/planar.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2549
unit: def planar()
file: pyro/distributions/transforms/planar.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2550
unit: def __eq__()
file: pyro/distributions/transforms/cholesky.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2551
unit: def _transform_to_corr_cholesky()
file: pyro/distributions/transforms/__init__.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2552
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/haar.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2553
unit: def _call()
file: pyro/distributions/transforms/lower_cholesky_affine.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2554
unit: def log_matrix_product()
file: pyro/distributions/transforms/block_autoregressive.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2555
unit: def _inverse()
file: pyro/distributions/transforms/block_autoregressive.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2556
unit: def __eq__()
file: pyro/distributions/transforms/basic.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2557
unit: def _call()
file: pyro/distributions/transforms/basic.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2558
unit: def _inverse()
file: pyro/distributions/transforms/basic.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2559
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/basic.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2560
unit: def elu()
file: pyro/distributions/transforms/basic.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 2561
unit: def __eq__()
file: pyro/distributions/transforms/basic.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2562
unit: def _call()
file: pyro/distributions/transforms/basic.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2563
unit: def _inverse()
file: pyro/distributions/transforms/basic.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2564
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/basic.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2565
unit: def leaky_relu()
file: pyro/distributions/transforms/basic.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 2566
unit: def tanh()
file: pyro/distributions/transforms/basic.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 0

id: 2567
unit: def clamp_preserve_gradients()
file: pyro/distributions/transforms/utils.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2568
unit: def log_abs_det_jacobian()
file: pyro/distributions/transforms/discrete_cosine.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2569
unit: def dtanh_dx()
file: pyro/distributions/transforms/sylvester.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2570
unit: def R()
file: pyro/distributions/transforms/sylvester.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2571
unit: def S()
file: pyro/distributions/transforms/sylvester.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2572
unit: def _inverse()
file: pyro/distributions/transforms/sylvester.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2573
unit: def _inverse()
file: pyro/distributions/transforms/polynomial.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2574
unit: def U_diag()
file: pyro/distributions/transforms/generalized_channel_permute.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2575
unit: def L()
file: pyro/distributions/transforms/generalized_channel_permute.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2576
unit: def U()
file: pyro/distributions/transforms/generalized_channel_permute.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2577
unit: def generalized_channel_permute()
file: pyro/distributions/transforms/generalized_channel_permute.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2578
unit: def rsample()
file: pyro/distributions/omt_mvn.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2579
unit: def sample()
file: pyro/distributions/unit.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2580
unit: def _kl_delta()
file: pyro/distributions/kl.py
start line: 0
end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2581
unit: def mean()
file: pyro/distributions/delta.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2582
unit: def variance()
file: pyro/distributions/delta.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2583
unit: def log_prob()
file: pyro/distributions/rejector.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2584
unit: def concentration1()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2585
unit: def concentration0()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2586
unit: def mean()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2587
unit: def variance()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2588
unit: def concentration()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2589
unit: def mean()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2590
unit: def concentration()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2591
unit: def rate()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2592
unit: def mean()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2593
unit: def variance()
file: pyro/distributions/conjugate.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2594
unit: def log_prob()
file: pyro/distributions/stable.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2595
unit: def check()
file: pyro/distributions/constraints.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2596
unit: def __repr__()
file: pyro/distributions/constraints.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2597
unit: def condition()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2598
unit: def condition()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2599
unit: def __init__()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 3

id: 2600
unit: def __hash__()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2601
unit: def condition()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2602
unit: def condition()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2603
unit: def clear_cache()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2604
unit: def clear_cache()
file: pyro/distributions/conditional.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2605
unit: def _clamp_by_zero()
file: pyro/distributions/torch.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2606
unit: def support()
file: pyro/distributions/torch.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2607
unit: def _validate_args()
file: pyro/distributions/torch.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2608
unit: def _validate_args()
file: pyro/distributions/torch.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2609
unit: def support()
file: pyro/distributions/torch.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2610
unit: def sample_size()
file: pyro/distributions/empirical.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2611
unit: def event_shape()
file: pyro/distributions/empirical.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2612
unit: def log_weights()
file: pyro/distributions/empirical.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2613
unit: def enumerate_support()
file: pyro/distributions/empirical.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2614
unit: def _is_subshape()
file: pyro/distributions/hmm.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2615
unit: def duration()
file: pyro/distributions/hmm.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2616
unit: def support()
file: pyro/distributions/hmm.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2617
unit: def support()
file: pyro/distributions/hmm.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2618
unit: def log_prob()
file: pyro/distributions/hmm.py
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end line: 0
size: 2 LOC
McCabe index: 1
number of parameters: 2

id: 2619
unit: def support()
file: pyro/distributions/hmm.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2620
unit: def has_rsample()
file: pyro/distributions/hmm.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2621
unit: def duration()
file: pyro/distributions/hmm.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2622
unit: def support()
file: pyro/distributions/coalescent.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2623
unit: def support()
file: pyro/distributions/coalescent.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1

id: 2624
unit: def duration()
file: pyro/distributions/coalescent.py
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size: 2 LOC
McCabe index: 1
number of parameters: 1