Storchastic
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Installation
Introduction to Storchastic
License
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API documentation:
Storch Tensors
Plates
Gradient Estimation Methods
Sampling Methods
Storch package
Storchastic
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Index
A
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B
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C
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D
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E
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F
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G
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H
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I
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L
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M
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O
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P
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R
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S
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T
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U
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V
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W
A
all_finished() (storch.sampling.seq.SequenceDecoding method)
AncestralPlate (class in storch.sampling.seq)
B
Baseline (class in storch.method.baseline)
BatchAverageBaseline (class in storch.method.baseline)
C
cat() (in module storch.storch)
compute_baseline() (storch.method.baseline.Baseline method)
(storch.method.baseline.BatchAverageBaseline method)
(storch.method.baseline.MovingAverageBaseline method)
compute_iw() (storch.sampling.swor.SampleWithoutReplacement method)
cond_gumbel_sample() (in module storch.sampling.swor)
conditional_gumbel_rsample() (in module storch.storch)
create_plate() (storch.sampling.seq.SequenceDecoding method)
(storch.sampling.swor.SampleWithoutReplacement method)
D
decode() (storch.sampling.seq.IterDecoding method)
(storch.sampling.seq.MCDecoder method)
(storch.sampling.seq.SequenceDecoding method)
decode_step() (storch.sampling.seq.IterDecoding method)
(storch.sampling.swor.SampleWithoutReplacement method)
deterministic() (in module storch.wrappers)
E
Enumerate (class in storch.sampling.expect)
EPS (storch.sampling.seq.SequenceDecoding attribute)
(storch.sampling.swor.SampleWithoutReplacement attribute)
expand_as() (in module storch.storch)
expand_with_ignore_as() (in module storch.sampling.seq)
F
forward() (storch.sampling.method.SamplingMethod method)
G
gather() (in module storch.storch)
get_amt_finished() (storch.sampling.seq.SequenceDecoding method)
get_distr_parameters() (in module storch.util)
get_sampled_seq() (storch.sampling.seq.SequenceDecoding method)
get_unique_seqs() (storch.sampling.seq.SequenceDecoding method)
grad() (in module storch.storch)
GumbelSoftmaxWOR (class in storch.sampling.unordered_set)
H
has_backwards_path() (in module storch.util)
has_differentiable_path() (in module storch.util)
I
ignore_wrapping() (in module storch.wrappers)
IllegalStorchExposeError
IndependentTensor (class in storch.tensor)
index_in() (storch.sampling.seq.AncestralPlate method)
is_in() (storch.sampling.seq.AncestralPlate method)
is_iterable() (in module storch.wrappers)
IterDecoding (class in storch.sampling.seq)
L
left_expand_as() (in module storch.sampling.seq)
log1mexp() (in module storch.sampling.swor)
logsumexp() (in module storch.storch)
M
magic_box() (in module storch.util)
make_left_broadcastable() (in module storch.wrappers)
mc_sample() (storch.sampling.method.SamplingMethod method)
mc_weighting_function() (storch.sampling.method.SamplingMethod method)
MCDecoder (class in storch.sampling.seq)
mean() (in module storch.storch)
module
storch.exceptions
storch.method.baseline
storch.sampling.expect
storch.sampling.method
storch.sampling.seq
storch.sampling.swor
storch.sampling.unordered_set
storch.storch
storch.util
storch.wrappers
MonteCarlo (class in storch.sampling.method)
MovingAverageBaseline (class in storch.method.baseline)
O
on_collecting_args() (storch.sampling.seq.AncestralPlate method)
on_duplicate_plate() (storch.sampling.seq.AncestralPlate method)
on_plate_already_present() (storch.sampling.method.SamplingMethod method)
(storch.sampling.swor.SampleWithoutReplacement method)
on_unwrap_tensor() (storch.sampling.seq.AncestralPlate method)
order_plates() (in module storch.storch)
P
perturbed_log_probs (storch.sampling.swor.SampleWithoutReplacement attribute)
print_graph() (in module storch.util)
R
reduce() (in module storch.wrappers)
reduce_mean() (in module storch.util)
reduce_plates() (in module storch.storch)
reset() (storch.sampling.method.SamplingMethod method)
(storch.sampling.seq.SequenceDecoding method)
(storch.sampling.swor.SampleWithoutReplacement method)
right_expand_as() (in module storch.sampling.seq)
rsample_gumbel() (in module storch.util)
rsample_gumbel_softmax() (in module storch.util)
S
sample() (storch.sampling.expect.Enumerate method)
(storch.sampling.method.MonteCarlo method)
(storch.sampling.method.SamplingMethod method)
(storch.sampling.seq.SequenceDecoding method)
(storch.sampling.unordered_set.GumbelSoftmaxWOR method)
SampleWithoutReplacement (class in storch.sampling.swor)
SamplingMethod (class in storch.sampling.method)
select_samples() (storch.sampling.swor.SampleWithoutReplacement method)
(storch.sampling.swor.SumAndSample method)
SequenceDecoding (class in storch.sampling.seq)
set_mc_sample() (storch.sampling.method.SamplingMethod method)
(storch.sampling.swor.SampleWithoutReplacement method)
set_mc_weighting_function() (storch.sampling.method.SamplingMethod method)
split() (in module storch.util)
stochastic() (in module storch.wrappers)
(storch.tensor.IndependentTensor method)
storch.exceptions
module
storch.method.baseline
module
storch.sampling.expect
module
storch.sampling.method
module
storch.sampling.seq
module
storch.sampling.swor
module
storch.sampling.unordered_set
module
storch.storch
module
storch.util
module
storch.wrappers
module
sum() (in module storch.storch)
SumAndSample (class in storch.sampling.swor)
T
tensor_stats() (in module storch.util)
topological_sort() (in module storch.util)
training (storch.method.baseline.Baseline attribute)
(storch.method.baseline.BatchAverageBaseline attribute)
(storch.method.baseline.MovingAverageBaseline attribute)
(storch.sampling.expect.Enumerate attribute)
(storch.sampling.method.MonteCarlo attribute)
(storch.sampling.method.SamplingMethod attribute)
(storch.sampling.seq.IterDecoding attribute)
(storch.sampling.seq.MCDecoder attribute)
(storch.sampling.seq.SequenceDecoding attribute)
(storch.sampling.swor.SumAndSample attribute)
(storch.sampling.unordered_set.GumbelSoftmaxWOR attribute)
(storch.sampling.unordered_set.UnorderedSet attribute)
U
UnorderedSet (class in storch.sampling.unordered_set)
update_parameters() (storch.sampling.method.SamplingMethod method)
V
variance() (in module storch.storch)
W
walk_backward_graph() (in module storch.util)
weighting_function() (storch.sampling.expect.Enumerate method)
(storch.sampling.method.SamplingMethod method)
(storch.sampling.seq.SequenceDecoding method)
(storch.sampling.swor.SampleWithoutReplacement method)
(storch.sampling.unordered_set.UnorderedSet method)
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