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| run: +main | |
| _export: | |
| td: | |
| apikey: ${TD_API_KEY} | |
| database: rossmann | |
| engine: hive | |
| +main: | |
| +prepare: |
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| SELECT | |
| id, | |
| predicted as sales | |
| FROM | |
| prediction | |
| ORDER BY id ASC; |
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| INSERT OVERWRITE TABLE prediction | |
| SELECT | |
| id, | |
| EXP(predicted)-1 as predicted | |
| FROM( | |
| SELECT | |
| id, | |
| avg(predicted) AS predicted | |
| FROM( | |
| SELECT |
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| WITH train_test as ( | |
| select | |
| 1 as train_first, false as output_row, | |
| rowid, stateholiday, store, promo, dayofweek, schoolholiday, promo2sinceweek, competitionopensinceyear, assortment, promo2sinceyear, competitiondistance, promointerval, promo2, storetype, competitionopensincemonth, year, month, day | |
| from | |
| training2 | |
| union all | |
| select | |
| 2 as train_first, true as output_row, | |
| rowid, stateholiday, store, promo, dayofweek, schoolholiday, promo2sinceweek, competitionopensinceyear, assortment, promo2sinceyear, competitiondistance, promointerval, promo2, storetype, competitionopensincemonth, year, month, day |
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| INSERT OVERWRITE TABLE testing2 | |
| SELECT | |
| rowid() as rowid, | |
| t1.id, | |
| t1.stateholiday, t1.store, t1.promo, t1.dayofweek, t1.date, t1.schoolholiday, | |
| SUBSTR(t1.date,1,4) as year, | |
| SUBSTR(t1.date,6,2) as month, | |
| SUBSTR(t1.date,9,2) as day, | |
| t2.promo2sinceweek, | |
| t2.competitionopensinceyear, |
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| INSERT OVERWRITE TABLE model | |
| SELECT | |
| -- C: Categorical Variable, Q: Quantitative Variable | |
| train_randomforest_regr(features, label, '-trees 20 -attrs C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,Q') | |
| FROM | |
| training3 | |
| UNION ALL | |
| SELECT | |
| train_randomforest_regr(features, label, '-trees 20 -attrs C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,C,Q') | |
| FROM |
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| WITH train_ordered as ( | |
| select * from training2 | |
| order by rowid asc | |
| ), | |
| train_quantified as ( | |
| select | |
| t0.rowid, | |
| t0.sales, | |
| t2.*, | |
| t0.competitiondistance |
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| WITH t1 as ( | |
| SELECT | |
| rowid() as rowid, | |
| t.stateholiday, t.store, t.promo, t.dayofweek, t.date, t.schoolholiday, t.sales, | |
| SUBSTR(t.date,1,4) as year, | |
| SUBSTR(t.date,6,2) as month, | |
| SUBSTR(t.date,9,2) as day | |
| FROM | |
| train_original t | |
| WHERE sales != 0 |
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| 16/02/08 11:28:19 INFO ApplicationMasterService: Starting Application Master | |
| 16/02/08 11:28:19 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable | |
| 16/02/08 11:28:19 INFO RMProxy: Connecting to ResourceManager at dm01/10.14.1.38:8030 | |
| 16/02/08 11:28:20 INFO ApplicationMasterService: Registered ApplicationMaster: maximumCapability { memory: 15360 virtual_cores: 32 } queue: "default" scheduler_resource_types: MEMORY | |
| 16/02/08 11:28:20 INFO NMClientAsyncImpl: Upper bound of the thread pool size is 500 | |
| 16/02/08 11:28:20 INFO ContainerManagementProtocolProxy: yarn.client.max-cached-nodemanagers-proxies : 0 | |
| 16/02/08 11:28:22 INFO AMRMClientImpl: Received new token for : ip-10-14-130-102.ec2.internal:60563 | |
| 16/02/08 11:28:22 INFO AMRMClientImpl: Received new token for : ip-10-14-129-101.ec2.internal:48201 | |
| 16/02/08 11:28:22 INFO AMRMClientImpl: Received new token for : ip-10-14-130-107.ec2.internal:54722 | |
| 16/02/08 11:28:22 INFO ApplicationMasterServi |