GAEを用いたBQ Load戦略/gae_bq_load_strategy

bq_sushi#7での発表資料

Transcript

1. copyright Fringe81 Co.,Ltd. GAE
   BQ Load Fringe81       1
2. copyright Fringe81 Co.,Ltd. 
   l  (Hiroki Fujino) l @Fringe81 l   l
    2
3. copyright Fringe81 Co.,Ltd.  / 
    Ø  Ø  l GAE"   l BQ Load l 
    #! l GAETaskQueue 3
4. copyright Fringe81 Co.,Ltd. 4  
   
5. copyright Fringe81 Co.,Ltd. Columva l 
    (2017/11~) l SaaS l ETL 5
6. copyright Fringe81 Co.,Ltd. Columva 6 l  (2017/11~) l SaaS l ETL Columva GAEBQ
    GCP 
7. copyright Fringe81 Co.,Ltd.
      App Engine Big Query App Engine
    7 /
8. copyright Fringe81 Co.,Ltd.
    lStandard Environment lPaaS l 
    lJava8/Scala l 8   App Engine Big Query App Engine /
9. copyright Fringe81 Co.,Ltd.
    l l&"# l&!% lAPI  l
    $  9  App Engine Big Query App Engine /
10. copyright Fringe81 Co.,Ltd. BigQuery
     Big Query In Out 10
11. copyright Fringe81 Co.,Ltd. BigQuery
     lSQL l
     Big Query In Out 11
12. copyright Fringe81 Co.,Ltd. BigQuery
     l 
      Big Query In Out 12
13. copyright Fringe81 Co.,Ltd. 
     13
14. copyright Fringe81 Co.,Ltd. BQ
          14
15. copyright Fringe81 Co.,Ltd.
        15
16. copyright Fringe81 Co.,Ltd. BigQuery  
     16 
    
17. copyright Fringe81 Co.,Ltd. 
     17    BigQuery   
    
18. copyright Fringe81 Co.,Ltd. 18 %#"  TaskQueue   GAE SE
    & !$60   GAE
    
19. copyright Fringe81 Co.,Ltd. App Engine Push Queue Push Queue App Engine App Engine 1 3 2 2 Enqueue    Push Queue
      GAE
     2 Push 3 Enqueue 3 Push 19
20. copyright Fringe81 Co.,Ltd. App Engine Push Queue "! Enqueue GAE
     "! #$ Push Queue     
     20
21. copyright Fringe81 Co.,Ltd. App Engine Push Queue  *)'#Enqueue GAE
    
      *)'#&,.! Push Queue  #  "!    )(.-$%+  21
22. copyright Fringe81 Co.,Ltd.    BQ    
    22 BigQuery  
    
23. copyright Fringe81 Co.,Ltd.   !"  #  
      23
24. copyright Fringe81 Co.,Ltd.  
    l Ver.1 (Streaming Insert) l Ver.2 (BQ Load) l Ver.3 (Pull Queue
    BQ Load) 24
25. copyright Fringe81 Co.,Ltd. l Ver.1 (Streaming Insert) l Ver.2 (BQ Load) l Ver.3 (Pull Queue
    BQ Load)  
    25
26. copyright Fringe81 Co.,Ltd. Streaming Insert BQ    
    Streaming Insert 
     Ver.1(Streaming Insert) 26 BigQuery 
27. copyright Fringe81 Co.,Ltd. Streaming Insert l 
     BigQuery    l $0.01/200MB BigQuery Streaming Insert Table User id INTEGER name STRING 27 
     User(id: Long, name: String)
28. copyright Fringe81 Co.,Ltd.
     28
29. copyright Fringe81 Co.,Ltd. 
     BQ      
    BQ   29
30. copyright Fringe81 Co.,Ltd. 
     BQ!"  !"    !"  !"  
    BQ!"    !"  ## 30
31. copyright Fringe81 Co.,Ltd. Streaming Insert 
     SELECT DELETE   BigQuery SELECT DELETE Streaming Insert 31
32. copyright Fringe81 Co.,Ltd. Streaming Insert
     streaming insert   BigTable
      select BigTable  [https://cloud.google.com/blog/big-data/2017/06/life-of-a-bigquery-streaming-insert] 32
33. copyright Fringe81 Co.,Ltd. Streaming Insert
     streaming insert  # BigTable
    !" select BigTable!"  33 deleteupdate  90  [https://cloud.google.com/blog/big-data/2017/06/life-of-a-bigquery-streaming-insert]
34. copyright Fringe81 Co.,Ltd. Streaming Insert 34 l%*$
    (1("!#& 1MB) l()$ '   %*$
     %*$
     
35. copyright Fringe81 Co.,Ltd. Streaming Insert
     
     90   35
36. copyright Fringe81 Co.,Ltd. Streaming Insert
     
    90   BQ
          36
37. copyright Fringe81 Co.,Ltd. l Ver.1 (Streaming Insert) l Ver.2 (BQ Load) l Ver.3 (Pull Queue
    BQ Load)  
    37
38. copyright Fringe81 Co.,Ltd. GCS BQ Load BQ! !  ! Cloud Storage 
     Ver.2 (BQ Load)  
     BQ Load BigQuery 38  
39. copyright Fringe81 Co.,Ltd. GCS BQ Load BQ! s 
     Ver.2 (BQ Load) 39 !  ! Cloud Storage  
     BQ Load BigQuery  
40. copyright Fringe81 Co.,Ltd. BQ Load 40 lGoogle    lSDK
      (Java, Python, Go…)
41. copyright Fringe81 Co.,Ltd. BQ Load CSV JSON BigQuery Load 
     1 BQ     Load 41 Table User id INTEGER name STRING id, name 1, “hoge” 2, “fuga” {“id”: 1, “name”: “hoge”} {“id”: 2, “name”: “fuga”}
42. copyright Fringe81 Co.,Ltd. BQ Load GCP
       Cloud Storage Cloud Dataflow Load Load BigQuery 42
43. copyright Fringe81 Co.,Ltd. GCS BQ Load BQ! 
     Ver.2 (BQ Load) 43 !  ! Cloud Storage  
     BQ Load BigQuery  
44. copyright Fringe81 Co.,Ltd. Google Cloud Storage !, )$(./# GCS <=> BQ'/%  "$&+'/%*- 
    GCSJSON*- 44
45. copyright Fringe81 Co.,Ltd. GCS => BQ Cloud Storage BQ Load hoge1.json hoge_table hoge2.json hoge3.json hoge_table hoge_table BigQuery 45
46. copyright Fringe81 Co.,Ltd. BQ Load
     l Streaming Insert% BQ Load% l -.,+* & ) l $-.,+
    *)! ) l ACID +  u *-.,% #)'#")(Atomicity) u -.,%)("(Consistency) 46
47. copyright Fringe81 Co.,Ltd.  
      47
48. copyright Fringe81 Co.,Ltd. BQ Load
     error=BigQueryError{reason=rateLimitExceeded, location=table.write, message=Exceeded rate limits: too many table update operations for this table… 48
49. copyright Fringe81 Co.,Ltd. rateLimitExceeded
     49
50. copyright Fringe81 Co.,Ltd. GCS BQ Load BQ % 
     Ver.2 (BQ Load) Load  50 % "$%! Cloud Storage 
     BQ Load BigQuery  #
51. copyright Fringe81 Co.,Ltd. 
      BQ Load   BQ Load  
     51
52. copyright Fringe81 Co.,Ltd. BQ Load
     l 15'"% 10 $" l * '"% 1,000  $"( ) l * #& (!'$"
    #& ) 10,000  $"( )  52
53. copyright Fringe81 Co.,Ltd. BQ Load
     l 15)0836!10"%%/53$ l ; )0836! 1,000 "%%/53$9 +&) l ; )47/,-19.28/53+
    "47/,-1:! 10,000 "%%/53$9 +&:  53 
    "#" +(Load*'! 
54. copyright Fringe81 Co.,Ltd. BQ Load
     l 15$-614 10 ""+31! l 9 $-614 1,000  ""+31!7 '#) l 9 $25+()/7*06+31' 
    25+()/8 10,000  ""+31!7 '#8  54 .6,& %
55. copyright Fringe81 Co.,Ltd. BQ Load
     l 15"*3.1 10 (0. l 6 "*3.1 1,000  (0.4 $ ) l 6 "/2(%&,4'-3(0.$
    /2(%&,5 10,000  (0.4 $ 5  55 +3)$! BQLoad#7
56. copyright Fringe81 Co.,Ltd. BQ Load  
     Cloud Storage gs://bucket/dir/* [gs://bucket/dir/test1.txt, gs://bucket/dir/test2.txt] [gs://bucket/dir1/*, gs://bucket/dir2/*]    
        
     Load Load Load BigQuery 56
57. copyright Fringe81 Co.,Ltd. BQ Load  
     Cloud Storage gs://bucket/dir/* [gs://bucket/dir/test1.txt, gs://bucket/dir/test2.txt] [gs://bucket/dir1/*, gs://bucket/dir2/*]    
    1   Load Load Load BigQuery 57    
58. copyright Fringe81 Co.,Ltd. BQ Load  
    
    Load   l  10,000URI l  10,000,000 l  15TB  58
59. copyright Fringe81 Co.,Ltd.
     *1&%BQ Load1"0#!0 Load *62391!0 .&
    ' Load%0 59 l <!&/5:79$() 1,000 *,,487+'; 1 -) 487* l 487' 10,000URI+' l 487' 10,000,0006239+' l 487' 15TB+' 1487&/*
60. copyright Fringe81 Co.,Ltd. l Ver.1 (Streaming Insert) l Ver.2 (BQ Load) l Ver.3 (Pull Queue
    BQ Load)  
    60
61. copyright Fringe81 Co.,Ltd. GCS%),-(
    $#!  Pull Queue BQLoad  BQ Load Pull Queue   +- %),-(
     '-$  
     Ver.3 (Pull Queue × BQ Load) Cloud Storage BigQuery 61 Pull Queue %),-(
     '-$  +- '-$ %),-( Cloud Storage  "#&*
62. copyright Fringe81 Co.,Ltd. GCS%),-(
    $#!  Pull Queue BQLoad  BQ Load 
     Ver.3 (Pull Queue × BQ Load) Cloud Storage BigQuery 62 Pull Queue %),-(
     '-$  +- '-$ %),-( Cloud Storage  "#&* Pull Queue   +- %),-(
     '-$ 
63. copyright Fringe81 Co.,Ltd. Pull Queue &%$#   Queue  ! "
      Pull Queue &%$3 &%$1 &%$2 Enqueue &%$#
     63
64. copyright Fringe81 Co.,Ltd. Pull Queue
      
      Enqueue Pull Queue id: 3 id: 2 id: 1  3(payload: 3)  1(payload: 1)  2(payload: 2) Enqueue 64
65. copyright Fringe81 Co.,Ltd. Pull Queue
     lease payload    
      Pull Queue Lease 3(payload: 3) 1(payload: 1) 2(payload: 2) id: 3 id: 2 id: 1 65
66. copyright Fringe81 Co.,Ltd. Pull Queue  
     Load *&'-%$ "
    Load$ 66 l 0#).+- 1,000   (,+/ %!) (,+  l (,+10,000URI l (,+10,000,000*&'- l (,+15TB 1(,+ #
67. copyright Fringe81 Co.,Ltd. Pull Queue  
     Load (4017/. ,#%Load". 67 l :#-3857 &' 1,000 (**265)%9 /+) 265( l 265% 10,000URI)% l 265% 10,000,0004017)% l 265% 15TB)% 1265#-( Pull Queue'
    ' Load (4017 /!$.
68. copyright Fringe81 Co.,Ltd. GCS%),-(
    $#!  Pull Queue BQLoad Pull Queue %),-(
     '-$  +- 
     Ver.3 (Pull Queue × BQ Load) Cloud Storage  BQ Load BigQuery 68 '-$ %),-( Cloud Storage  "#&* Pull Queue   +- %),-(
     '-$ 
69. copyright Fringe81 Co.,Ltd. Pull Queue × BQ Load  BQ Load Cloud Storage Pull Queue Lease id: 3 id: 2 id: 1 Lease  
    BigQuery 69
70. copyright Fringe81 Co.,Ltd. 
    70 l  1 100
     5  l    100
71. copyright Fringe81 Co.,Ltd. 
    71 l (+* 1 100
    !5  l -(+* #!)&', "  100)&', GAE% BQ Load  %$
72. copyright Fringe81 Co.,Ltd. 
     72  %  *0 0
     Streaming Insert  1MB/1, % ,-!) /0% 90  BQ Load  15TB/1+' 1000+'/1$0'- 10000+'/1(.% &#"
73. copyright Fringe81 Co.,Ltd. 
     l BQ Load *$%-# l GAE+',.-#
    "! BQ Load#! l GAE&()  73
74. copyright Fringe81 Co.,Ltd. 
     l
    GAE+TQ  , Dataflow     74
75. copyright Fringe81 Co.,Ltd. 
       75