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[FEATURE] INT8 Quantization for BERT Sentence Classification and Question Answering #1080

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merged 38 commits into from
Feb 3, 2020
Merged

[FEATURE] INT8 Quantization for BERT Sentence Classification and Question Answering #1080

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0e2f2f6
init support for int8 bert classification
xinyu-intel Nov 18, 2019
710c6ce
support squad calibration
xinyu-intel Nov 18, 2019
9ef98b9
add headers
xinyu-intel Nov 18, 2019
ee2126c
enhance quantization and add readme
xinyu-intel Nov 18, 2019
f69f087
rename layernorm
xinyu-intel Nov 19, 2019
d165481
init support for int8 bert classification
xinyu-intel Nov 18, 2019
c178f25
support squad calibration
xinyu-intel Nov 18, 2019
96a0b80
add headers
xinyu-intel Nov 18, 2019
e7191ff
enhance quantization and add readme
xinyu-intel Nov 18, 2019
9b4505d
rename layernorm
xinyu-intel Nov 19, 2019
71b161a
Merge branch 'bert_int8' of ssh://gitlab.devtools.intel.com:29418/che…
xinyu-intel Dec 24, 2019
08859e3
fix lint
xinyu-intel Dec 24, 2019
8f9f531
fix lint
xinyu-intel Dec 24, 2019
4ccc979
fix ut and lint
xinyu-intel Dec 25, 2019
412ff73
fix ut
xinyu-intel Dec 25, 2019
53ea62e
update python env
xinyu-intel Dec 30, 2019
2b994ea
rebase from master
xinyu-intel Jan 6, 2020
26c6cd6
Merge remote-tracking branch 'upstream/master' into bert_int8
xinyu-intel Jan 7, 2020
3a915f7
rebase from master
xinyu-intel Jan 16, 2020
720098f
add quantization doc to website
xinyu-intel Jan 16, 2020
a3a8913
move doc
xinyu-intel Jan 16, 2020
af44a8e
pin to 1231 gpu and remove doc temp
xinyu-intel Jan 16, 2020
bd2ecc5
pin to official 20200115 mxnet
xinyu-intel Jan 16, 2020
9364726
rebase
xinyu-intel Jan 18, 2020
11b9dfd
enable channel-wise quantization and smart mode
xinyu-intel Jan 19, 2020
7b2275f
rebase and add version check
xinyu-intel Jan 23, 2020
69b01aa
fix ut
xinyu-intel Jan 23, 2020
5b500bd
fix ut
xinyu-intel Jan 23, 2020
85fc23e
trigger
xinyu-intel Jan 23, 2020
a2fa345
trigger
xinyu-intel Jan 23, 2020
d400b85
add quantization toturial for mrpc
xinyu-intel Jan 27, 2020
d7ea196
Merge remote-tracking branch 'upstream/master' into bert_int8
xinyu-intel Jan 27, 2020
6c08caf
rebase and add deployment part to tutorial
xinyu-intel Jan 30, 2020
3b4eee4
fix lint
xinyu-intel Jan 30, 2020
54a6e3a
add accuracy to modelzoo
xinyu-intel Feb 1, 2020
1dbfcf7
resolve conflict
xinyu-intel Feb 2, 2020
99ab77b
add SST int8
xinyu-intel Feb 2, 2020
05918ec
address comments
xinyu-intel Feb 2, 2020
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2 changes: 1 addition & 1 deletion env/docker/py3.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,7 @@ dependencies:
- flaky==3.6.1
- flake8==3.7.9
- mock<3
- https://apache-mxnet.s3-us-west-2.amazonaws.com/dist/2019-12-29/dist/mxnet_cu100-1.6.0b20191229-py2.py3-none-manylinux1_x86_64.whl
- https://lllausen-data.s3.amazonaws.com/mxnet_cu100-1.6.0b20191231-py2.py3-none-manylinux1_x86_64.whl
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Why this change in this PR?

- scipy==1.3.2
- regex==2019.11.1
- nltk==3.4.5
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