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[CI] AWS batch job tool for GluonNLP (Part I) #1251

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merged 3 commits into from
Jul 7, 2020

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szha
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@szha szha commented Jun 22, 2020

Description

AWS batch job tool for GluonNLP

Checklist

Essentials

  • PR's title starts with a category (e.g. [BUGFIX], [MODEL], [TUTORIAL], [FEATURE], [DOC], etc)
  • Changes are complete (i.e. I finished coding on this PR)
  • Code is well-documented

Changes

  • AWS batch job submission tool and dockerfile.

Comments

  • This PR contains the batch job setup for the existing account. I'm working on a second part that is self-contained with cloudformation template and can be used in any account.

cc @dmlc/gluon-nlp-team

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codecov bot commented Jun 22, 2020

Codecov Report

Merging #1251 into numpy will not change coverage.
The diff coverage is n/a.

Impacted file tree graph

@@           Coverage Diff           @@
##            numpy    #1251   +/-   ##
=======================================
  Coverage   82.44%   82.44%           
=======================================
  Files          38       38           
  Lines        5450     5450           
=======================================
  Hits         4493     4493           
  Misses        957      957           

@sxjscience
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sxjscience commented Jun 24, 2020

Would you bind the MXNet version to mxnet>=2.0.0b20200604, <2.0.0b20200621: https://github.com/dmlc/gluon-nlp/blob/numpy/.github/workflows/unittests.yml#L38

@chenw23
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chenw23 commented Jun 27, 2020

I have looked at the CI error log. Now I find that https://github.com/dmlc/gluon-nlp/blob/numpy/tests/test_attention_cell.py#L32 produces the error and it seems that this is a variable type error.

self = <[AttributeError("'MultiHeadAttentionCell' object has no attribute '_query_units'",) raised in repr()] MultiHeadAttentionCell object at 0x7f905e3062e8>
query_units = 16, num_heads = 2, attention_dropout = 0.0, scaled = False
normalized = False, eps = 1e-06, dtype = 'float32', layout = 'NKT'
use_einsum = False, prefix = None, params = None
    def __init__(self, query_units=None, num_heads=None, attention_dropout=0.0,
                 scaled: bool = True, normalized: bool = False, eps: float = 1E-6,
                 dtype='float32', layout='NTK', use_einsum=False,
                 prefix=None, params=None):
>       super().__init__(prefix=prefix, params=params)
E       TypeError: __init__() got an unexpected keyword argument 'prefix'
src/gluonnlp/attention_cell.py:606: TypeError
____ test_multi_head_dot_attention_cell[no_share_head-False-False-False-3] _____

Maybe the code owner of this file could have a look at this issue and fix it so that CI can pass tests.

@sxjscience
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sxjscience commented Jun 27, 2020 via email

rm ~/miniconda.sh && \
/opt/conda/bin/conda clean -ya
ENV PATH /opt/conda/bin:$PATH
RUN git clone https://github.com/dmlc/gluon-nlp
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Should we consider swithing this to numpy branch

Comment on lines +21 to +22
git fetch origin $SOURCE_REF:working
git checkout working
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@zheyuye branch switch happens when running the job here.

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That looks good for me

@sxjscience sxjscience merged commit 689eba9 into dmlc:numpy Jul 7, 2020
@szha szha deleted the numpy_batch branch July 7, 2020 20:47
zheyuye added a commit to zheyuye/gluon-nlp that referenced this pull request Jul 17, 2020
commit 35a586676036f627bffd0d3c753c6cd0a70d63cf
Author: ZheyuYe <zheyu.ye1995@gmail.com>
Date:   Fri Jul 17 10:10:14 2020 +0800

    Squashed commit of the following:

    commit 673344d
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 15 22:43:07 2020 +0800

        CharTokenizer

    commit 8dabfd6
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 15 15:47:24 2020 +0800

        lowercase

    commit f5c94a6
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jul 14 17:45:28 2020 +0800

        test

    commit dc55fc9
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jul 14 05:45:01 2020 +0800

        tiny update on run_squad

    commit 4defc7a
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 23:18:08 2020 +0800

        update testings

    commit 2719e81
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 23:08:32 2020 +0800

        re-upload xlmr

    commit cd0509d
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 22:30:47 2020 +0800

        fix get_pretrained

    commit 8ed8a72
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 22:28:13 2020 +0800

        re-upload roberta

    commit 5811d40
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 18:27:23 2020 +0800

        update

    commit 44a09a3
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sat Jul 11 15:06:33 2020 +0800

        fix

    commit 4074a26
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 10 16:08:49 2020 +0800

        inference without horovod

    commit 31cb953
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 18:41:55 2020 +0800

        update

    commit 838be2a
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 15:14:39 2020 +0800

        horovod for squad

    commit 1d374a2
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 12:09:19 2020 +0800

        fix

    commit e4fba39
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 10:35:08 2020 +0800

        remove multiply_grads

    commit 007f07e
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jul 7 11:26:38 2020 +0800

        multiply_grads

    commit b8c85bb
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 6 12:28:56 2020 +0800

        fix ModelForQABasic

    commit 0e13a58
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sat Jul 4 18:42:12 2020 +0800

        clip_grad_global_norm with zeros max_grad_norm

    commit bd270f2
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 3 20:21:31 2020 +0800

        fix roberta

    commit 4fc564c
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 3 19:36:08 2020 +0800

        update hyper-parameters of adamw

    commit 59cffbf
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 3 16:25:46 2020 +0800

        try

    commit a84f782
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 2 20:39:03 2020 +0800

        fix mobilebert

    commit 4bc3a96
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 2 11:14:39 2020 +0800

        layer-wise decay

    commit 07186d5
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 2 02:14:43 2020 +0800

        revise

    commit a5a6475
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 1 19:50:20 2020 +0800

        topk

    commit 34ee884
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 1 19:25:09 2020 +0800

        index_update

    commit 74178e2
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 1 00:48:32 2020 +0800

        rename

    commit fa011aa
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 23:40:28 2020 +0800

        update

    commit 402d625
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 21:40:30 2020 +0800

        multiprocessing for wiki

    commit ddbde75
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 20:41:35 2020 +0800

        fix bookcorpus

    commit 6cc5ccd
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 16:39:12 2020 +0800

        fix wiki

    commit 9773efd
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 15:52:13 2020 +0800

        fix openwebtext

    commit 1fb8eb8
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 19:51:25 2020 +0800

        upload gluon_electra_small_owt

    commit ca83fac
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 18:09:48 2020 +0800

        revise train_transformer

    commit 1450f5c
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 18:07:04 2020 +0800

        revise

    commit b460bbe
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 17:24:00 2020 +0800

        repeat for pretraining

    commit 8ee381b
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 17:06:43 2020 +0800

        repeat

    commit aea936f
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 16:39:22 2020 +0800

        fix mobilebert

    commit eead164
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 18:44:28 2020 +0800

        fix

    commit 8645115
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 17:27:43 2020 +0800

        update

    commit 2b7f7a3
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 17:18:00 2020 +0800

        fix roberta

    commit 86702fe
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 16:27:43 2020 +0800

        use_segmentation

    commit 6d03d7a
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 15:52:40 2020 +0800

        fix

    commit 5c0ca43
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 15:49:48 2020 +0800

        fix token_ids

    commit ff7aae8
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 13:56:07 2020 +0800

        fix xlmr

    commit 2070b86
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 13:54:26 2020 +0800

        fix roberta

commit 70a1887
Author: Leonard Lausen <lausen@amazon.com>
Date:   Fri Jul 17 00:07:08 2020 +0000

    Update for Block API (dmlc#1261)

    - Remove params and prefix arguments for MXNet 2 and update
      parameter sharing implementation
    - Remove Block.name_scope() for MXNet 2
    - Remove self.params.get() and self.params.get_constant()

commit ea9152b
Author: Xingjian Shi <xshiab@connect.ust.hk>
Date:   Thu Jul 16 15:42:04 2020 -0700

    Fixes to make the CI more stable (dmlc#1265)

    * Some fixes to make the CI more stable

    * add retries

    * Update tokenizers.py

commit a646c34
Author: ht <wawawa@akane.waseda.jp>
Date:   Sun Jul 12 02:49:53 2020 +0800

    [FEATURE] update backtranslation and add multinomial sampler (dmlc#1259)

    * back translation bash

    * split "lang-pair" para in clean_tok_para_corpus

    * added clean_tok_mono_corpus

    * fix

    * add num_process para

    * fix

    * fix

    * add yml

    * rm yml

    * update cfg name

    * update evaluate

    * added max_update / save_interval_update params

    * fix

    * fix

    * multi gpu inference

    * fix

    * update

    * update multi gpu inference

    * fix

    * fix

    * split evaluate and parallel infer

    * fix

    * test

    * fix

    * update

    * add comments

    * fix

    * remove todo comment

    * revert remove todo comment

    * raw lines remove duplicated '\n'

    * update multinomaial sampler

    * fix

    * fix

    * fix

    * fix

    * sampling

    * update script

    * fix

    * add test_case with k > 1 in topk sampling

    * fix multinomial sampler

    * update docs

    * comments situation eos_id = None

    * fix

    Co-authored-by: Hu <huta@a483e74650ff.ant.amazon.com>

commit 83e1f13
Author: Leonard Lausen <lausen@amazon.com>
Date:   Thu Jul 9 20:57:55 2020 -0700

    Use Amazon S3 Transfer Acceleration (dmlc#1260)

commit cd48efd
Author: Leonard Lausen <lausen@amazon.com>
Date:   Tue Jul 7 17:39:42 2020 -0700

    Update codecov action to handle different OS and Python versions (dmlc#1254)

    codecov/codecov-action#80 (comment)

commit 689eba9
Author: Sheng Zha <szha@users.noreply.github.com>
Date:   Tue Jul 7 09:55:34 2020 -0700

    [CI] AWS batch job tool for GluonNLP (Part I) (dmlc#1251)

    * AWS batch job tool for GluonNLP

    * limit range

    Co-authored-by: Xingjian Shi <xshiab@connect.ust.hk>

commit e06ff01
Author: Leonard Lausen <lausen@amazon.com>
Date:   Tue Jul 7 08:36:24 2020 -0700

    Pin mxnet version range on CI (dmlc#1257)
sxjscience pushed a commit that referenced this pull request Aug 1, 2020
* fix roberta

* fix xlmr

* fix token_ids

* fix

* use_segmentation

* fix roberta

* update

* fix

* fix mobilebert

* repeat

* repeat for pretraining

* revise

* revise train_transformer

* upload gluon_electra_small_owt

* fix openwebtext

* fix wiki

* fix bookcorpus

* multiprocessing for wiki

* update

* rename

* index_update

* topk

* revise

* layer-wise decay

* fix mobilebert

* try

* update hyper-parameters of adamw

* fix roberta

* clip_grad_global_norm with zeros max_grad_norm

* fix ModelForQABasic

* multiply_grads

* remove multiply_grads

* fix

* horovod for squad

* update

* inference without horovod

* fix

* update

* re-upload roberta

* fix get_pretrained

* re-upload xlmr

* update testings

* tiny update on run_squad

* test

* lowercase

* CharTokenizer

* Squashed commit of the following:

commit 35a586676036f627bffd0d3c753c6cd0a70d63cf
Author: ZheyuYe <zheyu.ye1995@gmail.com>
Date:   Fri Jul 17 10:10:14 2020 +0800

    Squashed commit of the following:

    commit 673344d
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 15 22:43:07 2020 +0800

        CharTokenizer

    commit 8dabfd6
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 15 15:47:24 2020 +0800

        lowercase

    commit f5c94a6
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jul 14 17:45:28 2020 +0800

        test

    commit dc55fc9
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jul 14 05:45:01 2020 +0800

        tiny update on run_squad

    commit 4defc7a
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 23:18:08 2020 +0800

        update testings

    commit 2719e81
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 23:08:32 2020 +0800

        re-upload xlmr

    commit cd0509d
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 22:30:47 2020 +0800

        fix get_pretrained

    commit 8ed8a72
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 22:28:13 2020 +0800

        re-upload roberta

    commit 5811d40
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 13 18:27:23 2020 +0800

        update

    commit 44a09a3
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sat Jul 11 15:06:33 2020 +0800

        fix

    commit 4074a26
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 10 16:08:49 2020 +0800

        inference without horovod

    commit 31cb953
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 18:41:55 2020 +0800

        update

    commit 838be2a
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 15:14:39 2020 +0800

        horovod for squad

    commit 1d374a2
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 12:09:19 2020 +0800

        fix

    commit e4fba39
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 9 10:35:08 2020 +0800

        remove multiply_grads

    commit 007f07e
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jul 7 11:26:38 2020 +0800

        multiply_grads

    commit b8c85bb
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jul 6 12:28:56 2020 +0800

        fix ModelForQABasic

    commit 0e13a58
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sat Jul 4 18:42:12 2020 +0800

        clip_grad_global_norm with zeros max_grad_norm

    commit bd270f2
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 3 20:21:31 2020 +0800

        fix roberta

    commit 4fc564c
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 3 19:36:08 2020 +0800

        update hyper-parameters of adamw

    commit 59cffbf
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Fri Jul 3 16:25:46 2020 +0800

        try

    commit a84f782
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 2 20:39:03 2020 +0800

        fix mobilebert

    commit 4bc3a96
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 2 11:14:39 2020 +0800

        layer-wise decay

    commit 07186d5
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Thu Jul 2 02:14:43 2020 +0800

        revise

    commit a5a6475
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 1 19:50:20 2020 +0800

        topk

    commit 34ee884
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 1 19:25:09 2020 +0800

        index_update

    commit 74178e2
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Wed Jul 1 00:48:32 2020 +0800

        rename

    commit fa011aa
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 23:40:28 2020 +0800

        update

    commit 402d625
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 21:40:30 2020 +0800

        multiprocessing for wiki

    commit ddbde75
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 20:41:35 2020 +0800

        fix bookcorpus

    commit 6cc5ccd
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 16:39:12 2020 +0800

        fix wiki

    commit 9773efd
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Tue Jun 30 15:52:13 2020 +0800

        fix openwebtext

    commit 1fb8eb8
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 19:51:25 2020 +0800

        upload gluon_electra_small_owt

    commit ca83fac
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 18:09:48 2020 +0800

        revise train_transformer

    commit 1450f5c
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 18:07:04 2020 +0800

        revise

    commit b460bbe
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 17:24:00 2020 +0800

        repeat for pretraining

    commit 8ee381b
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 17:06:43 2020 +0800

        repeat

    commit aea936f
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Mon Jun 29 16:39:22 2020 +0800

        fix mobilebert

    commit eead164
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 18:44:28 2020 +0800

        fix

    commit 8645115
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 17:27:43 2020 +0800

        update

    commit 2b7f7a3
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 17:18:00 2020 +0800

        fix roberta

    commit 86702fe
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 16:27:43 2020 +0800

        use_segmentation

    commit 6d03d7a
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 15:52:40 2020 +0800

        fix

    commit 5c0ca43
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 15:49:48 2020 +0800

        fix token_ids

    commit ff7aae8
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 13:56:07 2020 +0800

        fix xlmr

    commit 2070b86
    Author: ZheyuYe <zheyu.ye1995@gmail.com>
    Date:   Sun Jun 28 13:54:26 2020 +0800

        fix roberta

commit 70a1887
Author: Leonard Lausen <lausen@amazon.com>
Date:   Fri Jul 17 00:07:08 2020 +0000

    Update for Block API (#1261)

    - Remove params and prefix arguments for MXNet 2 and update
      parameter sharing implementation
    - Remove Block.name_scope() for MXNet 2
    - Remove self.params.get() and self.params.get_constant()

commit ea9152b
Author: Xingjian Shi <xshiab@connect.ust.hk>
Date:   Thu Jul 16 15:42:04 2020 -0700

    Fixes to make the CI more stable (#1265)

    * Some fixes to make the CI more stable

    * add retries

    * Update tokenizers.py

commit a646c34
Author: ht <wawawa@akane.waseda.jp>
Date:   Sun Jul 12 02:49:53 2020 +0800

    [FEATURE] update backtranslation and add multinomial sampler (#1259)

    * back translation bash

    * split "lang-pair" para in clean_tok_para_corpus

    * added clean_tok_mono_corpus

    * fix

    * add num_process para

    * fix

    * fix

    * add yml

    * rm yml

    * update cfg name

    * update evaluate

    * added max_update / save_interval_update params

    * fix

    * fix

    * multi gpu inference

    * fix

    * update

    * update multi gpu inference

    * fix

    * fix

    * split evaluate and parallel infer

    * fix

    * test

    * fix

    * update

    * add comments

    * fix

    * remove todo comment

    * revert remove todo comment

    * raw lines remove duplicated '\n'

    * update multinomaial sampler

    * fix

    * fix

    * fix

    * fix

    * sampling

    * update script

    * fix

    * add test_case with k > 1 in topk sampling

    * fix multinomial sampler

    * update docs

    * comments situation eos_id = None

    * fix

    Co-authored-by: Hu <huta@a483e74650ff.ant.amazon.com>

commit 83e1f13
Author: Leonard Lausen <lausen@amazon.com>
Date:   Thu Jul 9 20:57:55 2020 -0700

    Use Amazon S3 Transfer Acceleration (#1260)

commit cd48efd
Author: Leonard Lausen <lausen@amazon.com>
Date:   Tue Jul 7 17:39:42 2020 -0700

    Update codecov action to handle different OS and Python versions (#1254)

    codecov/codecov-action#80 (comment)

commit 689eba9
Author: Sheng Zha <szha@users.noreply.github.com>
Date:   Tue Jul 7 09:55:34 2020 -0700

    [CI] AWS batch job tool for GluonNLP (Part I) (#1251)

    * AWS batch job tool for GluonNLP

    * limit range

    Co-authored-by: Xingjian Shi <xshiab@connect.ust.hk>

commit e06ff01
Author: Leonard Lausen <lausen@amazon.com>
Date:   Tue Jul 7 08:36:24 2020 -0700

    Pin mxnet version range on CI (#1257)

* frozen_params

* remove conversion to a sperate pr

* fix

* fix

* update

* test

* revise

* update performance numbers

* update apply_layerwisw_decay

* use shuffle

* fix mobilebert

* fix vocab_file
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4 participants