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#!/bin/bash | |
# Licensed to the Apache Software Foundation (ASF) under one or more | |
# contributor license agreements. See the NOTICE file distributed with | |
# this work for additional information regarding copyright ownership. | |
# The ASF licenses this file to You under the Apache License, Version 2.0 | |
# (the "License"); you may not use this file except in compliance with | |
# the License. You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 |
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#!/bin/bash | |
# Licensed to the Apache Software Foundation (ASF) under one or more | |
# contributor license agreements. See the NOTICE file distributed with | |
# this work for additional information regarding copyright ownership. | |
# The ASF licenses this file to You under the Apache License, Version 2.0 | |
# (the "License"); you may not use this file except in compliance with | |
# the License. You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 |
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>>> d.toarray() | |
array([[2, 1, 0, 0], | |
[0, 1, 1, 1]]) | |
>>> c.toarray() | |
array([[2, 1, 0, 0], | |
[0, 1, 1, 1]]) | |
>>> d | |
<2x4 sparse matrix of type '<type 'numpy.int64'>' | |
with 5 stored elements in Compressed Sparse Row format> |
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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 |
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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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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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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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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, |