Index

C

check_inputs() (sgdrf.model.SGDRF static method)

D

d_maxs (sgdrf.sgdrf_config.SGDRFConfig attribute) d_mins (sgdrf.sgdrf_config.SGDRFConfig attribute) device (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute) (sgdrf.subsample.ExponentialSubsampler attribute) (sgdrf.subsample.LatestSubsampler attribute) (sgdrf.subsample.MixingSubsampler attribute) (sgdrf.subsample.Subsampler attribute) (sgdrf.subsample.UniformSubsampler attribute)

dims (sgdrf.model.SGDRF attribute) dir_p (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute) dist() (sgdrf.subsample.ExponentialSubsampler method) (sgdrf.subsample.LatestSubsampler method) (sgdrf.subsample.MixingSubsampler method) (sgdrf.subsample.Subsampler method) (sgdrf.subsample.UniformSubsampler method)

E

EPSILON (in module sgdrf.model)

exp (sgdrf.subsample.ExponentialSubsampler attribute) ExponentialSubsampler (class in sgdrf.subsample)

F

fail_on_nan_loss (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute)

forward() (sgdrf.model.SGDRF method)

G

guide() (sgdrf.model.SGDRF method)

J

jit (sgdrf.sgdrf_config.SGDRFConfig attribute)

jitter (sgdrf.model.SGDRF attribute)

K

K (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute)

kernel (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute)

L

latent_shape (sgdrf.model.SGDRF attribute)

LatestSubsampler (class in sgdrf.subsample)

M

M (sgdrf.model.SGDRF attribute) max_obs (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute) MixingSubsampler (class in sgdrf.subsample) model() (sgdrf.model.SGDRF method)

module sgdrf sgdrf.model sgdrf.sgdrf_config sgdrf.subsample

N

n (sgdrf.subsample.ExponentialSubsampler attribute) (sgdrf.subsample.LatestSubsampler attribute) (sgdrf.subsample.MixingSubsampler attribute) (sgdrf.subsample.Subsampler attribute) (sgdrf.subsample.UniformSubsampler attribute)

n_xs (sgdrf.model.SGDRF attribute) num_particles (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute)

O

objective (sgdrf.model.SGDRF attribute)

optimizer (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute)

P

process_inputs() (sgdrf.model.SGDRF method)

S

s1 (sgdrf.subsample.MixingSubsampler attribute) s2 (sgdrf.subsample.MixingSubsampler attribute) sgdrf module SGDRF (class in sgdrf.model) sgdrf.model module sgdrf.sgdrf_config module

sgdrf.subsample module SGDRFConfig (class in sgdrf.sgdrf_config) step() (sgdrf.model.SGDRF method) subsample() (sgdrf.subsample.Subsampler method) Subsampler (class in sgdrf.subsample) subsampler (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute) svi (sgdrf.model.SGDRF attribute)

T

topic_prob() (sgdrf.model.SGDRF method)

TORCH_DEVICE_CPU (in module sgdrf.model)

U

uloc (sgdrf.model.SGDRF attribute)

UniformSubsampler (class in sgdrf.subsample) uscaletril (sgdrf.model.SGDRF attribute)

V

V (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute)

W

weight (sgdrf.subsample.MixingSubsampler attribute) whiten (sgdrf.model.SGDRF attribute) (sgdrf.sgdrf_config.SGDRFConfig attribute)

word_prob() (sgdrf.model.SGDRF method) word_topic_prob() (sgdrf.model.SGDRF method) word_topic_probs (sgdrf.model.SGDRF attribute) ws (sgdrf.model.SGDRF attribute)

X

xs (sgdrf.model.SGDRF attribute)

xu (sgdrf.model.SGDRF attribute) xu_ns (sgdrf.sgdrf_config.SGDRFConfig attribute)

Z

zero_loc (sgdrf.model.SGDRF attribute)