Support full id interations (#28769)
Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/28769
Support full id interaction.
Test Plan:
* unit-tests
* buck test caffe2/caffe2/python/operator_test:pack_ops_test --
* buck test caffe2/caffe2/fb/dper/layer_models/tests:sparse_nn_attention_test -- test_sparse_nn_full_id
* canary
* apply SUM + full id with max_length as 20 on SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID: f147253340 (v1: f146340704)
# of embeddings for this features is 20:
{F219139816}
The corresponding ops: two lookups, which is as expected.
```
op {
input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_0/Repeat_0/sparse_lookup/w"
input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:values"
input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:lengths"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_0/Repeat_0/sparse_lookup/output"
name: ""
type: "SparseLengthsSum"
}
op {
input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/sparse_lookup/w"
input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:values"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/sparse_lookup/output"
name: ""
type: "Gather"
}
op {
input: "feature_preproc/output_features:SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM:lengths"
input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/sparse_lookup/output"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/PackSegments/embedding_packed"
name: ""
type: "PackSegments"
arg {
name: "max_length"
i: 20
}
arg {
name: "pad_minf"
i: 0
}
}
op {
input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/PackSegments/embedding_packed"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/Reshape/reshaped_record"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/Reshape/old_shape"
name: ""
type: "Reshape"
arg {
name: "shape"
ints: -1
ints: 1280
}
}
op {
input: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/Reshape/reshaped_record"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_0"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_1"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_2"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_3"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_4"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_5"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_6"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_7"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_8"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_9"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_10"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_11"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_12"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_13"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_14"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_15"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_16"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_17"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_18"
output: "nested/dot/SPARSE_AD_MEDIA_XRAY_V11_TOPIC_ID_AUTO_FIRST_X_AUTO_UNIGRAM/Pool_Option_1/Repeat_0/full_id/split/output_19"
name: ""
type: "Split"
arg {
name: "axis"
i: 1
}
}
```
Reviewed By: chonglinsun
Differential Revision: D18083520
fbshipit-source-id: f592fb7734dd4e3e712ba42dc0afcd0b32a4afa0
