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INC quantization tutorial #20889

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merged 12 commits into from
Feb 18, 2022
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PawelGlomski-Intel
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Description

This change extends MKLDNN quantization tutorial with quantization and auto-tuning using Intel® Neural Compressor.

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Hey @PawelGlomski-Intel , Thanks for submitting the PR
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@mseth10 mseth10 added pr-awaiting-testing PR is reviewed and waiting CI build and test pr-awaiting-review PR is waiting for code review and removed pr-awaiting-testing PR is reviewed and waiting CI build and test labels Feb 10, 2022
toc = time.time()
logging.info('Time cost=%.2fs', toc - tic)

# we choose the best model assuming higher score stands for better model quality
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Some comments start from capital letter some from a small one in both *.py files.

…kldnn_quantization.md

Co-authored-by: bartekkuncer <bartosz.kuncer@intel.com>
@mseth10 mseth10 added pr-awaiting-testing PR is reviewed and waiting CI build and test pr-work-in-progress PR is still work in progress and removed pr-awaiting-review PR is waiting for code review pr-awaiting-testing PR is reviewed and waiting CI build and test labels Feb 17, 2022
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@mxnet-bot run ci [unix-cpu, unix-gpu, website]

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Jenkins CI successfully triggered : [unix-gpu, website, unix-cpu]

@mseth10 mseth10 added pr-awaiting-testing PR is reviewed and waiting CI build and test and removed pr-work-in-progress PR is still work in progress pr-awaiting-testing PR is reviewed and waiting CI build and test labels Feb 17, 2022
@mseth10 mseth10 added the pr-work-in-progress PR is still work in progress label Feb 17, 2022
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@mxnet-bot run ci [unix-cpu, website]

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Jenkins CI successfully triggered : [unix-cpu, website]

@mseth10 mseth10 added pr-awaiting-testing PR is reviewed and waiting CI build and test pr-awaiting-review PR is waiting for code review and removed pr-work-in-progress PR is still work in progress pr-awaiting-testing PR is reviewed and waiting CI build and test labels Feb 18, 2022
@bgawrych bgawrych merged commit 9e9e98c into apache:v1.x Feb 18, 2022
josephevans pushed a commit that referenced this pull request Mar 9, 2022
* Add inc to quantization documentation

* Minor fixes

* review fixes

* fix

* fix2

* Add BERT example with results, review fixes

* Add results from aws machine (with VNNI instructions)

* Small fix

* Fix mxnet installation instruction

* Review fixes

* Review fixes
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