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pytorch/caffe2/python/layers
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Jeongmin Lee bca25d97ad [itemwise-dropout][1/x][low-level module] Implement Itemwise Sparse Feature Dropout in Dper3 (#59322) 
Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/59322

Implement sparse feature dropout (with replacement) that can drop out individual items in each sparse feature. For example, the existing sparse feature dropout with replacement drops out whole feature (e.g., a list of page ids) when the feature is selected for drop out. This itemwise dropout assigns probability and drops out to individual items in sparse features.

Test Plan:
```
buck test mode/dev caffe2/torch/fb/sparsenn:test
```

https://www.internalfb.com/intern/testinfra/testrun/281475166777899/

```
buck test mode/dev //dper3/dper3/modules/tests:sparse_itemwise_dropout_with_replacement_test
```
https://www.internalfb.com/intern/testinfra/testrun/6473924504443423

```
buck test mode/opt caffe2/caffe2/python:layers_test
```
https://www.internalfb.com/intern/testinfra/testrun/2533274848456607

```
buck test mode/opt caffe2/caffe2/python/operator_test:sparse_itemwise_dropout_with_replacement_op_test
```
https://www.internalfb.com/intern/testinfra/testrun/8725724318782701

Reviewed By: Wakeupbuddy

Differential Revision: D27867213

fbshipit-source-id: 8e173c7b3294abbc8bf8a3b04f723cb170446b96
2021-06-04 19:59:17 -07:00
..
__init__.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
adaptive_weight.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
add_bias.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
arc_cosine_feature_map.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
batch_huber_loss.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
batch_lr_loss.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
batch_mse_loss.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
batch_normalization.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
batch_sigmoid_cross_entropy_loss.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
batch_softmax_loss.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
blob_weighted_sum.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
bpr_loss.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
bucket_weighted.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
build_index.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
concat.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
constant_weight.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
conv.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
dropout.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
fc_with_bootstrap.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
fc_without_bias.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
fc.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
feature_sparse_to_dense.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
functional.py Remove unused six code for Python 2/3 compatibility (#48077) 2020-12-22 18:07:08 -08:00
gather_record.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
homotopy_weight.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
label_smooth.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
last_n_window_collector.py Add last_n_window_collector 2020-10-30 02:35:54 -07:00
layer_normalization.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
layers.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
margin_rank_loss.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
merge_id_lists.py [*.py] Rename "Arguments:" to "Args:" (#49736) 2020-12-28 09:34:47 -08:00
pairwise_similarity.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
position_weighted.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
random_fourier_features.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
reservoir_sampling.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
sampling_train.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
sampling_trainable_mixin.py Remove unused six code for Python 2/3 compatibility (#48077) 2020-12-22 18:07:08 -08:00
select_record_by_context.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
semi_random_features.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
sparse_dropout_with_replacement.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
sparse_feature_hash.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
sparse_itemwise_dropout_with_replacement.py [itemwise-dropout][1/x][low-level module] Implement Itemwise Sparse Feature Dropout in Dper3 (#59322) 2021-06-04 19:59:17 -07:00
sparse_lookup.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
split.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00
tags.py [pytorch] Update caffe2/python to eliminate Pyre errors (#52083) 2021-02-11 11:04:59 -08:00
uniform_sampling.py Remove __future__ imports for legacy Python2 supports (#45033) 2020-09-23 17:57:02 -07:00