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[WIP][Dist] RAF Sharding - Phase 2 #123

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[WIP][Dist] RAF Sharding - Phase 2 #123

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Description

(Brief description on what this PR is about)

This PR mainly contains the Expansion Rules and Infer Hints parts.

Checklist

  • 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)
  • All changes have test coverage
  • Code is well-documented

cc @awslabs/raf-reviewer

@Tonny-Gu
Squashed commit of the following:
e22975b 
commit 4131923
Merge: 61f3dd0 9e36319
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Aug 23 14:28:20 2022 +0000

    Merge branch 'main' of github.com:Tonny-Gu/raf into sharding-pr1

commit 61f3dd0
Merge: dd26fbc 3136651
Author: NekoDaemon <29330054+Tonny-Gu@users.noreply.github.com>
Date:   Mon Aug 8 02:20:36 2022 +0800

    Merge branch 'awslabs:main' into sharding

commit dd26fbc
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Aug 3 18:57:55 2022 +0000

    impl

commit d7deb20
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Jul 31 19:10:08 2022 +0000

    impl

commit 6acdac5
Merge: c1ff936 9f26c8e
Author: NekoDaemon <29330054+Tonny-Gu@users.noreply.github.com>
Date:   Mon Aug 1 02:48:04 2022 +0800

    Merge branch 'awslabs:main' into sharding

commit c1ff936
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Jul 31 18:46:46 2022 +0000

    impl

commit 4468f2d
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Jul 31 09:44:02 2022 +0000

    impl

commit e191d2b
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jul 19 18:22:34 2022 +0000

    impl

commit 08f8fb0
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jul 5 22:28:57 2022 +0000

    impl

commit ef45da3
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jun 28 16:30:07 2022 +0000

    impl

commit 8e9e83e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jun 28 08:31:11 2022 +0000

    impl

commit 5394633
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jun 14 17:52:43 2022 +0000

    fix

commit 65a896d
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jun 14 17:52:23 2022 +0000

    fix

commit ce663a7
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jun 14 16:29:39 2022 +0000

    refactor

commit 1727b4f
Merge: f124494 c8ddbc9
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Jun 12 16:14:20 2022 +0800

    Merge branch 'awslabs:main' into sharding

commit f124494
Merge: 10749ad f980111
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Apr 22 17:01:58 2022 +0000

    Merge branch 'main' of https://github.com/Tonny-Gu/raf into sharding

commit 10749ad
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Apr 22 17:00:42 2022 +0000

    refactor

commit adf58ec
Merge: ccadefc 4d1d033
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Apr 13 15:38:17 2022 +0000

    Merge branch 'main' of https://github.com/Tonny-Gu/raf into sharding

commit ccadefc
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Apr 11 15:34:48 2022 +0000

    test

commit 7869cf1
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Apr 2 12:26:00 2022 +0000

    impl

commit c2b9133
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Mar 19 10:09:48 2022 +0000

    refactor

commit 4c80afb
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Mar 18 18:42:43 2022 +0000

    trace shardspec

commit 2133a71
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Mar 18 09:19:49 2022 +0000

    refactor

commit 8a8b783
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Thu Mar 17 16:12:21 2022 +0000

    refactor

commit bd00a6c
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Mar 16 10:21:37 2022 +0000

    lint

commit 8f590b8
Merge: ec654df b87a69d
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Mar 16 10:14:26 2022 +0000

    Merge branch 'multi-comm' of github.com:Tonny-Gu/meta into sharding

commit ec654df
Merge: 0e74b40 1899126
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Mar 16 16:18:34 2022 +0800

    Merge branch 'meta-project:main' into sharding

commit b87a69d
Merge: 4b3ba0a 1899126
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Mar 16 16:18:25 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit 4b3ba0a
Merge: 0e06a41 df740a1
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 15 20:18:54 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit 0e06a41
Merge: c58a495 7afd415
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Mar 11 23:29:36 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit c58a495
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Mar 11 15:29:16 2022 +0000

    fix

commit bd2c3d7
Merge: ad29efa aa423a2
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Mar 9 17:39:40 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit ad29efa
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Mar 9 09:38:52 2022 +0000

    clean

commit 66d2984
Merge: 2df68d2 20eb5a1
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Mar 9 01:11:11 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit 2df68d2
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 8 17:10:37 2022 +0000

    nested tuple

commit b22ba52
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 8 09:25:07 2022 +0000

    fix

commit 0e74b40
Merge: 44214ac 20eb5a1
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 8 16:38:02 2022 +0800

    Merge branch 'meta-project:main' into sharding

commit 995bb1f
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 8 08:37:16 2022 +0000

    nested tuple

commit eefd9eb
Merge: 5407151 279dba8
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Mar 5 14:59:25 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit 5407151
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Mar 5 06:56:58 2022 +0000

    clean

commit 44214ac
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 1 14:47:15 2022 +0000

    fix

commit dfc60f2
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 1 12:32:16 2022 +0000

    merge

commit 86b4e69
Merge: 46eec3e df572d2
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Mar 1 12:22:52 2022 +0000

    Merge branch 'main' of github.com:Tonny-Gu/meta into sharding

commit c924e80
Merge: efea2ff df572d2
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Feb 27 22:52:29 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit efea2ff
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Feb 25 15:06:46 2022 +0000

    fix

commit 43b2100
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Feb 25 14:59:30 2022 +0000

    merge

commit 4f95e2a
Merge: 1dbe464 654a121
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Feb 25 14:48:24 2022 +0000

    Merge branch 'main' of github.com:Tonny-Gu/meta into multi-comm

commit 46eec3e
Merge: 5989fe1 7e595b5
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Feb 22 13:29:35 2022 +0000

    Merge branch 'main' of github.com:Tonny-Gu/meta into sharding

commit 1dbe464
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Feb 22 13:12:54 2022 +0000

    clean

commit 6e8a865
Merge: a4deaed 7e595b5
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Feb 22 19:56:18 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit a4deaed
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Feb 19 08:26:22 2022 +0000

    fix

commit 1bff858
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Feb 19 08:01:51 2022 +0000

    license

commit 9032d21
Merge: 8e02780 8a941b8
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Feb 19 07:51:56 2022 +0000

    Merge branch 'main' of github.com:Tonny-Gu/meta into multi-comm

commit 8e02780
Merge: 1f994f0 e736065
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Feb 19 07:41:58 2022 +0000

    Merge branch 'comm-refactor' of github.com:Tonny-Gu/meta into multi-comm

commit e736065
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Feb 19 07:39:41 2022 +0000

    fix

commit 31e20ff
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Feb 11 15:13:46 2022 +0000

    refactor

commit ec73ffd
Merge: 3395d68 aa3b2a8
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Feb 11 14:51:48 2022 +0800

    Merge branch 'meta-project:main' into comm-refactor

commit 1f994f0
Merge: 3395d68 aa3b2a8
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Feb 11 14:51:35 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit 3395d68
Merge: e9ede20 d0da258
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Thu Feb 10 17:52:48 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit e9ede20
Merge: ef2138e ba516c2
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Feb 9 22:13:06 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit ef2138e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Feb 9 13:23:02 2022 +0000

    fix

commit 967ab79
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Feb 9 12:09:54 2022 +0000

    fix

commit 026fc34
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Feb 9 04:06:38 2022 +0000

    lint

commit b62320b
Merge: b676af6 08f6ffa
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Feb 9 11:58:16 2022 +0800

    Merge branch 'meta-project:main' into multi-comm

commit b676af6
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Feb 9 03:57:25 2022 +0000

    fix gpu test

commit 6b1bc9b
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Feb 8 15:27:46 2022 +0000

    fix cpu test

commit 4c5b083
Merge: bccc991 41fc64e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Feb 8 10:15:11 2022 +0000

    Merge branch 'main' of github.com:Tonny-Gu/meta into multi-comm

commit bccc991
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jan 4 07:01:26 2022 +0000

    lint

commit e4d256e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Jan 4 06:49:18 2022 +0000

    lint

commit 3f03bff
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Jan 3 16:37:44 2022 +0000

    lint

commit 8d8d898
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Jan 3 13:59:26 2022 +0000

    implement

commit 230828d
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Jan 3 13:20:55 2022 +0000

    implement

commit a671d38
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Jan 3 10:31:47 2022 +0000

    implement

commit af7b85b
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Jan 2 17:07:56 2022 +0000

    test & lint

commit b40e9d1
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Jan 2 16:33:22 2022 +0000

    implement

commit a8b875e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Jan 1 15:13:12 2022 +0000

    test

commit b93a6ab
Merge: e6548da 6215bfc
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Jan 1 15:02:43 2022 +0000

    Merge branch 'master' of github.com:Tonny-Gu/meta into multi-comm

commit e6548da
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Jan 1 14:23:57 2022 +0000

    implement

commit 47701b5
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sun Dec 19 12:27:35 2021 +0000

    implement

commit e45b60a
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Dec 14 08:19:30 2021 +0000

    implement

commit 56409b7
Merge: c8c7381 5ca2012
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Dec 13 14:56:37 2021 +0800

    Merge branch 'meta-project:master' into multi-comm

commit c8c7381
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Dec 13 06:54:48 2021 +0000

    update

commit 97f5aac
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Sat Dec 11 08:21:32 2021 +0000

    update

commit 5d1a7b9
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Dec 10 16:12:34 2021 +0000

    fix

commit 5989fe1
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Nov 9 06:25:30 2021 +0000

    merge

commit 61ae89b
Merge: 4bbd779 5114fb6
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Nov 9 06:24:05 2021 +0000

    Merge branch 'master' of github.com:Tonny-Gu/meta into sharding

commit 4bbd779
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Nov 9 05:57:41 2021 +0000

    refactor

commit 3e2a3ae
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Oct 29 03:45:31 2021 +0000

    run!

commit 11d08d2
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Oct 26 13:40:00 2021 +0000

    implement

commit cf306f7
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Oct 19 16:13:52 2021 +0000

    implement

commit 527141f
Merge: 8e4271e eae1132
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Oct 19 00:54:47 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit 8e4271e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Oct 18 16:53:41 2021 +0000

    implement

commit c22c5a0
Merge: 75ddb68 c25a152
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Thu Oct 14 05:47:56 2021 +0000

    Merge branch 'master' of github.com:Tonny-Gu/meta into sharding

commit 75ddb68
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Thu Oct 14 05:45:48 2021 +0000

    implement

commit 971c93e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Sep 28 09:05:02 2021 +0000

    refactor

commit c67fbdf
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Sep 28 07:49:53 2021 +0000

    implement

commit c676ee5
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Sep 22 15:57:38 2021 +0000

    implement

commit 9b30495
Merge: dea0149 b5845ae
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Sep 22 15:16:01 2021 +0000

    Merge branch 'master' of github.com:Tonny-Gu/meta into sharding

commit dea0149
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Sep 15 13:05:12 2021 +0000

    implement

commit c28de27
Merge: 6137b98 caa3650
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Sep 13 22:41:22 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit 6137b98
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Sep 13 14:39:51 2021 +0000

    implement

commit 7587a1f
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Sat Sep 11 13:51:37 2021 +0000

    implement

commit 7315d93
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Fri Sep 10 03:58:02 2021 +0000

    fix bug

commit b26566a
Merge: 7d0a519 8b24b09
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Thu Sep 9 14:44:45 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit 7d0a519
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Thu Sep 9 06:43:40 2021 +0000

    refactor and fix bug

commit 25bb65d
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Tue Sep 7 09:41:08 2021 +0000

    implement

commit deb3d43
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Mon Sep 6 03:52:12 2021 +0000

    fix bug

commit a08fd84
Merge: af6df28 469357d
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Sep 6 11:24:59 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit af6df28
Merge: ebf6dc6 08dcf2e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Mon Aug 30 15:12:02 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit ebf6dc6
Merge: 94f90ba 0110e38
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Fri Aug 27 15:17:31 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit 94f90ba
Merge: ec43e77 c87ae8e
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Thu Aug 26 09:27:10 2021 +0000

    Merge remote-tracking branch 'origin/master' into sharding

commit ec43e77
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Thu Aug 26 09:21:44 2021 +0000

    implement

commit 50a90f9
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Mon Aug 23 11:34:13 2021 +0000

    implement

commit 4a50d9d
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Sat Aug 21 08:04:06 2021 +0000

    extend shardspec family

commit 38d46bd
Merge: 595cd9c 3ed4598
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Thu Aug 19 17:48:56 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit 595cd9c
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Thu Aug 19 09:23:58 2021 +0000

    implement

commit 637d4aa
Merge: 77ad1b2 f6f87a3
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Wed Aug 18 14:47:41 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit 77ad1b2
Merge: 3de8293 e0e003e
Author: NekoDaemon <Gutongzhou@gmail.com>
Date:   Tue Aug 17 18:13:44 2021 +0800

    Merge branch 'meta-project:master' into sharding

commit 3de8293
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Tue Aug 17 10:09:42 2021 +0000

    implement

commit d8cf092
Author: Tonny-Gu <Cubies@vip.qq.com>
Date:   Mon Aug 16 12:32:30 2021 +0000

    add ShardSpec, ShardOpAttrs, InitShardOpAttrs Pass
@Tonny-Gu
lint
2c556e7
@Tonny-Gu Tonny-Gu mentioned this pull request Aug 23, 2022
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@hgt312 @comaniac This PR is ready except for the unit test part.

hgt312
hgt312 reviewed Sep 28, 2022
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include/raf/pass.h
Pass ExpandShardOpCall();

/*!
* \brief .
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missing doc

src/pass/sharding.cc

namespace shard_pass {

class ShardOpCallAttrsSetter : public ExprMutator {
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consider using mixedmodemutator/exprrewriter for these passes

@Tonny-Gu Tonny-Gu mentioned this pull request Nov 1, 2022
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@Tonny-Gu @hgt312