This repository has been archived by the owner on Sep 20, 2022. It is now read-only.
-
Notifications
You must be signed in to change notification settings - Fork 117
/
Copy pathdefine-all.spark
890 lines (608 loc) · 40.7 KB
/
define-all.spark
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
/**
* Hivemall: Hive scalable Machine Learning Library
*/
val sqlContext = spark.sqlContext
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS hivemall_version")
sqlContext.sql("CREATE TEMPORARY FUNCTION hivemall_version AS 'hivemall.HivemallVersionUDF'")
/**
* Binary classification
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_classifier")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_classifier AS 'hivemall.classifier.GeneralClassifierUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_perceptron")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_perceptron AS 'hivemall.classifier.PerceptronUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_pa")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_pa AS 'hivemall.classifier.PassiveAggressiveUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_pa1")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_pa1 AS 'hivemall.classifier.PassiveAggressiveUDTF$PA1'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_pa2")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_pa2 AS 'hivemall.classifier.PassiveAggressiveUDTF$PA2'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_cw")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_cw AS 'hivemall.classifier.ConfidenceWeightedUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_arow")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_arow AS 'hivemall.classifier.AROWClassifierUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_arowh")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_arowh AS 'hivemall.classifier.AROWClassifierUDTF$AROWh'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_scw")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_scw AS 'hivemall.classifier.SoftConfideceWeightedUDTF$SCW1'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_scw2")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_scw2 AS 'hivemall.classifier.SoftConfideceWeightedUDTF$SCW2'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_adagrad_rda")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_adagrad_rda AS 'hivemall.classifier.AdaGradRDAUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_kpa")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_kpa AS 'hivemall.classifier.KernelExpansionPassiveAggressiveUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS kpa_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION kpa_predict AS 'hivemall.classifier.KPAPredictUDAF'")
/**
* Multiclass classification
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_perceptron")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_perceptron AS 'hivemall.classifier.multiclass.MulticlassPerceptronUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_pa")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_pa AS 'hivemall.classifier.multiclass.MulticlassPassiveAggressiveUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_pa1")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_pa1 AS 'hivemall.classifier.multiclass.MulticlassPassiveAggressiveUDTF$PA1'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_pa2")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_pa2 AS 'hivemall.classifier.multiclass.MulticlassPassiveAggressiveUDTF$PA2'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_cw")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_cw AS 'hivemall.classifier.multiclass.MulticlassConfidenceWeightedUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_arow")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_arow AS 'hivemall.classifier.multiclass.MulticlassAROWClassifierUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_arowh")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_arowh AS 'hivemall.classifier.multiclass.MulticlassAROWClassifierUDTF$AROWh'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_scw")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_scw AS 'hivemall.classifier.multiclass.MulticlassSoftConfidenceWeightedUDTF$SCW1'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_multiclass_scw2")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_multiclass_scw2 AS 'hivemall.classifier.multiclass.MulticlassSoftConfidenceWeightedUDTF$SCW2'")
/**
* Similarity functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS cosine_similarity")
sqlContext.sql("CREATE TEMPORARY FUNCTION cosine_similarity AS 'hivemall.knn.similarity.CosineSimilarityUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS jaccard_similarity")
sqlContext.sql("CREATE TEMPORARY FUNCTION jaccard_similarity AS 'hivemall.knn.similarity.JaccardIndexUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS angular_similarity")
sqlContext.sql("CREATE TEMPORARY FUNCTION angular_similarity AS 'hivemall.knn.similarity.AngularSimilarityUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS euclid_similarity")
sqlContext.sql("CREATE TEMPORARY FUNCTION euclid_similarity AS 'hivemall.knn.similarity.EuclidSimilarity'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS distance2similarity")
sqlContext.sql("CREATE TEMPORARY FUNCTION distance2similarity AS 'hivemall.knn.similarity.Distance2SimilarityUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS dimsum_mapper")
sqlContext.sql("CREATE TEMPORARY FUNCTION dimsum_mapper AS 'hivemall.knn.similarity.DIMSUMMapperUDTF'")
/**
* Distance functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS popcnt")
sqlContext.sql("CREATE TEMPORARY FUNCTION popcnt AS 'hivemall.knn.distance.PopcountUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS kld")
sqlContext.sql("CREATE TEMPORARY FUNCTION kld AS 'hivemall.knn.distance.KLDivergenceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS hamming_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION hamming_distance AS 'hivemall.knn.distance.HammingDistanceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS euclid_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION euclid_distance AS 'hivemall.knn.distance.EuclidDistanceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS cosine_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION cosine_distance AS 'hivemall.knn.distance.CosineDistanceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS angular_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION angular_distance AS 'hivemall.knn.distance.AngularDistanceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS jaccard_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION jaccard_distance AS 'hivemall.knn.distance.JaccardDistanceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS manhattan_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION manhattan_distance AS 'hivemall.knn.distance.ManhattanDistanceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS minkowski_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION minkowski_distance AS 'hivemall.knn.distance.MinkowskiDistanceUDF'")
/**
* LSH functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS minhashes")
sqlContext.sql("CREATE TEMPORARY FUNCTION minhashes AS 'hivemall.knn.lsh.MinHashesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS minhash")
sqlContext.sql("CREATE TEMPORARY FUNCTION minhash AS 'hivemall.knn.lsh.MinHashUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bbit_minhash")
sqlContext.sql("CREATE TEMPORARY FUNCTION bbit_minhash AS 'hivemall.knn.lsh.bBitMinHashUDF'")
/**
* Voting functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS voted_avg")
sqlContext.sql("CREATE TEMPORARY FUNCTION voted_avg AS 'hivemall.ensemble.bagging.VotedAvgUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS weight_voted_avg")
sqlContext.sql("CREATE TEMPORARY FUNCTION weight_voted_avg AS 'hivemall.ensemble.bagging.WeightVotedAvgUDAF'")
/**
* MISC functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS max_label")
sqlContext.sql("CREATE TEMPORARY FUNCTION max_label AS 'hivemall.ensemble.MaxValueLabelUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS maxrow")
sqlContext.sql("CREATE TEMPORARY FUNCTION maxrow AS 'hivemall.ensemble.MaxRowUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS argmin_kld")
sqlContext.sql("CREATE TEMPORARY FUNCTION argmin_kld AS 'hivemall.ensemble.ArgminKLDistanceUDAF'")
/**
* Feature hashing functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS mhash")
sqlContext.sql("CREATE TEMPORARY FUNCTION mhash AS 'hivemall.ftvec.hashing.MurmurHash3UDF'")
// sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS sha1")
// sqlContext.sql("CREATE TEMPORARY FUNCTION sha1 AS 'hivemall.ftvec.hashing.Sha1UDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_hash_values")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_hash_values AS 'hivemall.ftvec.hashing.ArrayHashValuesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS prefixed_hash_values")
sqlContext.sql("CREATE TEMPORARY FUNCTION prefixed_hash_values AS 'hivemall.ftvec.hashing.ArrayPrefixedHashValuesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS feature_hashing")
sqlContext.sql("CREATE TEMPORARY FUNCTION feature_hashing AS 'hivemall.ftvec.hashing.FeatureHashingUDF'")
/**
* Feature pairing functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS polynomial_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION polynominal_features AS 'hivemall.ftvec.pairing.PolynomialFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS powered_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION powered_features AS 'hivemall.ftvec.pairing.PoweredFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS feature_pairs")
sqlContext.sql("CREATE TEMPORARY FUNCTION feature_pairs AS 'hivemall.ftvec.pairing.FeaturePairsUDTF'")
/**
* Feature scaling functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS rescale")
sqlContext.sql("CREATE TEMPORARY FUNCTION rescale AS 'hivemall.ftvec.scaling.RescaleUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS zscore")
sqlContext.sql("CREATE TEMPORARY FUNCTION zscore AS 'hivemall.ftvec.scaling.ZScoreUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS l1_normalize")
sqlContext.sql("CREATE TEMPORARY FUNCTION l1_normalize AS 'hivemall.ftvec.scaling.L1NormalizationUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS l2_normalize")
sqlContext.sql("CREATE TEMPORARY FUNCTION l2_normalize AS 'hivemall.ftvec.scaling.L2NormalizationUDF'")
/**
* Feature selection functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS chi2")
sqlContext.sql("CREATE TEMPORARY FUNCTION chi2 AS 'hivemall.ftvec.selection.ChiSquareUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS snr")
sqlContext.sql("CREATE TEMPORARY FUNCTION snr AS 'hivemall.ftvec.selection.SignalNoiseRatioUDAF'")
/**
* MISC feature engineering functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS amplify")
sqlContext.sql("CREATE TEMPORARY FUNCTION amplify AS 'hivemall.ftvec.amplify.AmplifierUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS rand_amplify")
sqlContext.sql("CREATE TEMPORARY FUNCTION rand_amplify AS 'hivemall.ftvec.amplify.RandomAmplifierUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS add_bias")
sqlContext.sql("CREATE TEMPORARY FUNCTION add_bias AS 'hivemall.ftvec.AddBiasUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS sort_by_feature")
sqlContext.sql("CREATE TEMPORARY FUNCTION sort_by_feature AS 'hivemall.ftvec.SortByFeatureUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS extract_feature")
sqlContext.sql("CREATE TEMPORARY FUNCTION extract_feature AS 'hivemall.ftvec.ExtractFeatureUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS extract_weight")
sqlContext.sql("CREATE TEMPORARY FUNCTION extract_weight AS 'hivemall.ftvec.ExtractWeightUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS add_feature_index")
sqlContext.sql("CREATE TEMPORARY FUNCTION add_feature_index AS 'hivemall.ftvec.AddFeatureIndexUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS feature")
sqlContext.sql("CREATE TEMPORARY FUNCTION feature AS 'hivemall.ftvec.FeatureUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS feature_index")
sqlContext.sql("CREATE TEMPORARY FUNCTION feature_index AS 'hivemall.ftvec.FeatureIndexUDF'")
/**
* feature converting functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS conv2dense")
sqlContext.sql("CREATE TEMPORARY FUNCTION conv2dense AS 'hivemall.ftvec.conv.ConvertToDenseModelUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_dense_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_dense_features AS 'hivemall.ftvec.conv.ToDenseFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_dense")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_dense AS 'hivemall.ftvec.conv.ToDenseFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_sparse_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_sparse_features AS 'hivemall.ftvec.conv.ToSparseFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_sparse")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_sparse AS 'hivemall.ftvec.conv.ToSparseFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS quantify")
sqlContext.sql("CREATE TEMPORARY FUNCTION quantify AS 'hivemall.ftvec.conv.QuantifyColumnsUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS build_bins")
sqlContext.sql("CREATE TEMPORARY FUNCTION build_bins AS 'hivemall.ftvec.binning.BuildBinsUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS feature_binning")
sqlContext.sql("CREATE TEMPORARY FUNCTION feature_binning AS 'hivemall.ftvec.binning.FeatureBinningUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_libsvm_format")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_libsvm_format AS 'hivemall.ftvec.conv.ToLibSVMFormatUDF'")
/**
* feature transformers
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS vectorize_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION vectorize_features AS 'hivemall.ftvec.trans.VectorizeFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS categorical_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION categorical_features AS 'hivemall.ftvec.trans.CategoricalFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS ffm_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION ffm_features AS 'hivemall.ftvec.trans.FFMFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS indexed_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION indexed_features AS 'hivemall.ftvec.trans.IndexedFeatures'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS quantified_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION quantified_features AS 'hivemall.ftvec.trans.QuantifiedFeaturesUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS quantitative_features")
sqlContext.sql("CREATE TEMPORARY FUNCTION quantitative_features AS 'hivemall.ftvec.trans.QuantitativeFeaturesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS binarize_label")
sqlContext.sql("CREATE TEMPORARY FUNCTION binarize_label AS 'hivemall.ftvec.trans.BinarizeLabelUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS onehot_encoding")
sqlContext.sql("CREATE TEMPORARY FUNCTION onehot_encoding AS 'hivemall.ftvec.trans.OnehotEncodingUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS add_field_indices")
sqlContext.sql("CREATE TEMPORARY FUNCTION add_field_indices AS 'hivemall.ftvec.trans.AddFieldIndicesUDF'")
// alias for backward compatibility
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS add_field_indicies")
sqlContext.sql("CREATE TEMPORARY FUNCTION add_field_indicies AS 'hivemall.ftvec.trans.AddFieldIndicesUDF'")
/**
* ranking helper functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bpr_sampling")
sqlContext.sql("CREATE TEMPORARY FUNCTION bpr_sampling AS 'hivemall.ftvec.ranking.BprSamplingUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS item_pairs_sampling")
sqlContext.sql("CREATE TEMPORARY FUNCTION item_pairs_sampling AS 'hivemall.ftvec.ranking.ItemPairsSamplingUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS populate_not_in")
sqlContext.sql("CREATE TEMPORARY FUNCTION populate_not_in AS 'hivemall.ftvec.ranking.PopulateNotInUDTF'")
/**
* ftvec/text functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tf")
sqlContext.sql("CREATE TEMPORARY FUNCTION tf AS 'hivemall.ftvec.text.TermFrequencyUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bm25")
sqlContext.sql("CREATE TEMPORARY FUNCTION bm25 AS 'hivemall.ftvec.text.OkapiBM25UDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tfidf")
sqlContext.sql("CREATE TEMPORARY FUNCTION tfidf AS 'hivemall.ftvec.text.TfIdfUDF'")
/**
* Regression functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_regressor")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_regressor AS 'hivemall.regression.GeneralRegressorUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS logress")
sqlContext.sql("CREATE TEMPORARY FUNCTION logress AS 'hivemall.regression.LogressUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_logistic_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_logistic_regr AS 'hivemall.regression.LogressUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_pa1_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_pa1_regr AS 'hivemall.regression.PassiveAggressiveRegressionUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_pa1a_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_pa1a_regr AS 'hivemall.regression.PassiveAggressiveRegressionUDTF$PA1a'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_pa2_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_pa2_regr AS 'hivemall.regression.PassiveAggressiveRegressionUDTF$PA2'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_pa2a_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_pa2a_regr AS 'hivemall.regression.PassiveAggressiveRegressionUDTF$PA2a'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_arow_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_arow_regr AS 'hivemall.regression.AROWRegressionUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_arowe_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_arowe_regr AS 'hivemall.regression.AROWRegressionUDTF$AROWe'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_arowe2_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_arowe2_regr AS 'hivemall.regression.AROWRegressionUDTF$AROWe2'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_adagrad_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_adagrad_regr AS 'hivemall.regression.AdaGradUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_adadelta_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_adadelta_regr AS 'hivemall.regression.AdaDeltaUDTF'")
/**
* Array functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS float_array")
sqlContext.sql("CREATE TEMPORARY FUNCTION float_array AS 'hivemall.tools.array.AllocFloatArrayUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS sort_and_uniq_array")
sqlContext.sql("CREATE TEMPORARY FUNCTION sort_and_uniq_array AS 'hivemall.tools.array.SortAndUniqArrayUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS subarray_endwith")
sqlContext.sql("CREATE TEMPORARY FUNCTION subarray_endwith AS 'hivemall.tools.array.SubarrayEndWithUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS subarray_startwith")
sqlContext.sql("CREATE TEMPORARY FUNCTION subarray_startwith AS 'hivemall.tools.array.SubarrayStartWithUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_concat")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_concat AS 'hivemall.tools.array.ArrayConcatUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS subarray")
sqlContext.sql("CREATE TEMPORARY FUNCTION subarray AS 'hivemall.tools.array.SubarrayUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_slice")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_slice AS 'hivemall.tools.array.ArraySliceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_avg")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_avg AS 'hivemall.tools.array.ArrayAvgGenericUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_sum")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_sum AS 'hivemall.tools.array.ArraySumUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_string_array")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_string_array AS 'hivemall.tools.array.ToStringArrayUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS select_k_best")
sqlContext.sql("CREATE TEMPORARY FUNCTION select_k_best AS 'hivemall.tools.array.SelectKBestUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_append")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_append AS 'hivemall.tools.array.ArrayAppendUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS first_element")
sqlContext.sql("CREATE TEMPORARY FUNCTION first_element AS 'hivemall.tools.array.FirstElementUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS last_element")
sqlContext.sql("CREATE TEMPORARY FUNCTION last_element AS 'hivemall.tools.array.LastElementUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_flatten")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_flatten AS 'hivemall.tools.array.ArrayFlattenUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS array_to_str")
sqlContext.sql("CREATE TEMPORARY FUNCTION array_to_str AS 'hivemall.tools.array.ArrayToStrUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS conditional_emit")
sqlContext.sql("CREATE TEMPORARY FUNCTION conditional_emit AS 'hivemall.tools.array.ConditionalEmitUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS argmin")
sqlContext.sql("CREATE TEMPORARY FUNCTION argmin AS 'hivemall.tools.array.ArgminUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS argmax")
sqlContext.sql("CREATE TEMPORARY FUNCTION argmax AS 'hivemall.tools.array.ArgmaxUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS arange")
sqlContext.sql("CREATE TEMPORARY FUNCTION arange AS 'hivemall.tools.array.ArangeUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS argrank")
sqlContext.sql("CREATE TEMPORARY FUNCTION argrank AS 'hivemall.tools.array.ArgrankUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS argsort")
sqlContext.sql("CREATE TEMPORARY FUNCTION argsort AS 'hivemall.tools.array.ArgsortUDF'")
/**
* Bit operation functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bits_collect")
sqlContext.sql("CREATE TEMPORARY FUNCTION bits_collect AS 'hivemall.tools.bits.BitsCollectUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_bits")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_bits AS 'hivemall.tools.bits.ToBitsUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS unbits")
sqlContext.sql("CREATE TEMPORARY FUNCTION unbits AS 'hivemall.tools.bits.UnBitsUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bits_or")
sqlContext.sql("CREATE TEMPORARY FUNCTION bits_or AS 'hivemall.tools.bits.BitsORUDF'")
/**
* Compression functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS inflate")
sqlContext.sql("CREATE TEMPORARY FUNCTION inflate AS 'hivemall.tools.compress.InflateUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS deflate")
sqlContext.sql("CREATE TEMPORARY FUNCTION deflate AS 'hivemall.tools.compress.DeflateUDF'")
/**
* Map functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_get_sum")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_get_sum AS 'hivemall.tools.map.MapGetSumUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_tail_n")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_tail_n AS 'hivemall.tools.map.MapTailNUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_map")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_map AS 'hivemall.tools.map.UDAFToMap'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_ordered_map")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_ordered_map AS 'hivemall.tools.map.UDAFToOrderedMap'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_include_keys")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_include_keys AS 'hivemall.tools.map.MapIncludeKeysUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_exclude_keys")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_exclude_keys AS 'hivemall.tools.map.MapExcludeKeysUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_get")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_get AS 'hivemall.tools.map.MapGetUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_key_values")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_key_values AS 'hivemall.tools.map.MapKeyValuesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_roulette")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_roulette AS 'hivemall.tools.map.MapRouletteUDF'")
/**
* List functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS to_ordered_list")
sqlContext.sql("CREATE TEMPORARY FUNCTION to_ordered_list AS 'hivemall.tools.list.UDAFToOrderedList'")
/**
* Math functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS sigmoid")
sqlContext.sql("CREATE TEMPORARY FUNCTION sigmoid AS 'hivemall.tools.math.SigmoidGenericUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS l2_norm")
sqlContext.sql("CREATE TEMPORARY FUNCTION l2_norm AS 'hivemall.tools.math.L2NormUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS infinity")
sqlContext.sql("CREATE TEMPORARY FUNCTION infinity AS 'hivemall.tools.math.InfinityUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS is_infinite")
sqlContext.sql("CREATE TEMPORARY FUNCTION is_infinite AS 'hivemall.tools.math.IsInfiniteUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS is_finite")
sqlContext.sql("CREATE TEMPORARY FUNCTION is_finite AS 'hivemall.tools.math.IsFiniteUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS nan")
sqlContext.sql("CREATE TEMPORARY FUNCTION nan AS 'hivemall.tools.math.NanUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS is_nan")
sqlContext.sql("CREATE TEMPORARY FUNCTION is_nan AS 'hivemall.tools.math.IsNanUDF'")
/**
* Matrix/Vector functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS transpose_and_dot")
sqlContext.sql("CREATE TEMPORARY FUNCTION transpose_and_dot AS 'hivemall.tools.matrix.TransposeAndDotUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS vector_add")
sqlContext.sql("CREATE TEMPORARY FUNCTION vector_add AS 'hivemall.tools.vector.VectorAddUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS vector_dot")
sqlContext.sql("CREATE TEMPORARY FUNCTION vector_dot AS 'hivemall.tools.vector.VectorDotUDF'")
/**
* MAPRED functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS taskid")
sqlContext.sql("CREATE TEMPORARY FUNCTION taskid AS 'hivemall.tools.mapred.TaskIdUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS rowid")
sqlContext.sql("CREATE TEMPORARY FUNCTION rowid AS 'hivemall.tools.mapred.RowIdUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS rownum")
sqlContext.sql("CREATE TEMPORARY FUNCTION rownum AS 'hivemall.tools.mapred.RowNumberUDF'")
/**
* Sanity Check functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS assert")
sqlContext.sql("CREATE TEMPORARY FUNCTION assert AS 'hivemall.tools.sanity.AssertUDF'")
/**
* MISC functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS generate_series")
sqlContext.sql("CREATE TEMPORARY FUNCTION generate_series AS 'hivemall.tools.GenerateSeriesUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS convert_label")
sqlContext.sql("CREATE TEMPORARY FUNCTION convert_label AS 'hivemall.tools.ConvertLabelUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS x_rank")
sqlContext.sql("CREATE TEMPORARY FUNCTION x_rank AS 'hivemall.tools.RankSequenceUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS each_top_k")
sqlContext.sql("CREATE TEMPORARY FUNCTION each_top_k AS 'hivemall.tools.EachTopKUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS try_cast")
sqlContext.sql("CREATE TEMPORARY FUNCTION try_cast AS 'hivemall.tools.TryCastUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS sessionize")
sqlContext.sql("CREATE TEMPORARY FUNCTION sessionize AS 'hivemall.tools.datetime.SessionizeUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS moving_avg")
sqlContext.sql("CREATE TEMPORARY FUNCTION moving_avg AS 'hivemall.tools.timeseries.MovingAverageUDTF'")
/**
* Text processing functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tokenize")
sqlContext.sql("CREATE TEMPORARY FUNCTION tokenize AS 'hivemall.tools.text.TokenizeUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS is_stopword")
sqlContext.sql("CREATE TEMPORARY FUNCTION is_stopword AS 'hivemall.tools.text.StopwordUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS singularize")
sqlContext.sql("CREATE TEMPORARY FUNCTION singularize AS 'hivemall.tools.text.SingularizeUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS split_words")
sqlContext.sql("CREATE TEMPORARY FUNCTION split_words AS 'hivemall.tools.text.SplitWordsUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS normalize_unicode")
sqlContext.sql("CREATE TEMPORARY FUNCTION normalize_unicode AS 'hivemall.tools.text.NormalizeUnicodeUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS base91")
sqlContext.sql("CREATE TEMPORARY FUNCTION base91 AS 'hivemall.tools.text.Base91UDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS unbase91")
sqlContext.sql("CREATE TEMPORARY FUNCTION unbase91 AS 'hivemall.tools.text.Unbase91UDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS word_ngrams")
sqlContext.sql("CREATE TEMPORARY FUNCTION word_ngrams AS 'hivemall.tools.text.WordNgramsUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS str_contains")
sqlContext.sql("CREATE TEMPORARY FUNCTION str_contains AS 'hivemall.tools.strings.StrContainsUDF'")
/**
* Dataset generator functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS lr_datagen")
sqlContext.sql("CREATE TEMPORARY FUNCTION lr_datagen AS 'hivemall.dataset.LogisticRegressionDataGeneratorUDTF'")
/**
* Evaluating functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS f1score")
sqlContext.sql("CREATE TEMPORARY FUNCTION f1score AS 'hivemall.evaluation.F1ScoreUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS fmeasure")
sqlContext.sql("CREATE TEMPORARY FUNCTION fmeasure AS 'hivemall.evaluation.FMeasureUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS mae")
sqlContext.sql("CREATE TEMPORARY FUNCTION mae AS 'hivemall.evaluation.MeanAbsoluteErrorUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS mse")
sqlContext.sql("CREATE TEMPORARY FUNCTION mse AS 'hivemall.evaluation.MeanSquaredErrorUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS rmse")
sqlContext.sql("CREATE TEMPORARY FUNCTION rmse AS 'hivemall.evaluation.RootMeanSquaredErrorUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS r2")
sqlContext.sql("CREATE TEMPORARY FUNCTION r2 AS 'hivemall.evaluation.R2UDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS ndcg")
sqlContext.sql("CREATE TEMPORARY FUNCTION ndcg AS 'hivemall.evaluation.NDCGUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS precision_at")
sqlContext.sql("CREATE TEMPORARY FUNCTION precision_at AS 'hivemall.evaluation.PrecisionUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS recall_at")
sqlContext.sql("CREATE TEMPORARY FUNCTION recall_at AS 'hivemall.evaluation.RecallUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS hitrate")
sqlContext.sql("CREATE TEMPORARY FUNCTION hitrate AS 'hivemall.evaluation.HitRateUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS mrr")
sqlContext.sql("CREATE TEMPORARY FUNCTION mrr AS 'hivemall.evaluation.MRRUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS average_precision")
sqlContext.sql("CREATE TEMPORARY FUNCTION average_precision AS 'hivemall.evaluation.MAPUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS auc")
sqlContext.sql("CREATE TEMPORARY FUNCTION auc AS 'hivemall.evaluation.AUCUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS logloss")
sqlContext.sql("CREATE TEMPORARY FUNCTION logloss AS 'hivemall.evaluation.LogarithmicLossUDAF'")
/**
* Matrix Factorization
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS mf_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION mf_predict AS 'hivemall.factorization.mf.MFPredictionUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_mf_sgd")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_mf_sgd AS 'hivemall.factorization.mf.MatrixFactorizationSGDUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_mf_adagrad")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_mf_adagrad AS 'hivemall.factorization.mf.MatrixFactorizationAdaGradUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_bprmf")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_bprmf AS 'hivemall.factorization.mf.BPRMatrixFactorizationUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bprmf_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION bprmf_predict AS 'hivemall.factorization.mf.BPRMFPredictionUDF'")
/**
* Factorization Machine
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS fm_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION fm_predict AS 'hivemall.factorization.fm.FMPredictGenericUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_fm")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_fm AS 'hivemall.factorization.fm.FactorizationMachineUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_ffm")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_ffm AS 'hivemall.factorization.fm.FieldAwareFactorizationMachineUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS ffm_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION ffm_predict AS 'hivemall.factorization.fm.FFMPredictGenericUDAF'")
/**
* Anomaly Detection
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS changefinder")
sqlContext.sql("CREATE TEMPORARY FUNCTION changefinder AS 'hivemall.anomaly.ChangeFinderUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS sst")
sqlContext.sql("CREATE TEMPORARY FUNCTION sst AS 'hivemall.anomaly.SingularSpectrumTransformUDF'")
/**
* Topic Modeling
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_lda")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_lda AS 'hivemall.topicmodel.LDAUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS lda_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION lda_predict AS 'hivemall.topicmodel.LDAPredictUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_plsa")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_plsa AS 'hivemall.topicmodel.PLSAUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS plsa_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION plsa_predict AS 'hivemall.topicmodel.PLSAPredictUDAF'")
/**
* Geo Spatial Functions
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tile")
sqlContext.sql("CREATE TEMPORARY FUNCTION tile AS 'hivemall.geospatial.TileUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS map_url")
sqlContext.sql("CREATE TEMPORARY FUNCTION map_url AS 'hivemall.geospatial.MapURLUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS lat2tiley")
sqlContext.sql("CREATE TEMPORARY FUNCTION lat2tiley AS 'hivemall.geospatial.Lat2TileYUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS lon2tilex")
sqlContext.sql("CREATE TEMPORARY FUNCTION lon2tilex AS 'hivemall.geospatial.Lon2TileXUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tilex2lon")
sqlContext.sql("CREATE TEMPORARY FUNCTION tilex2lon AS 'hivemall.geospatial.TileX2LonUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tiley2lat")
sqlContext.sql("CREATE TEMPORARY FUNCTION tiley2lat AS 'hivemall.geospatial.TileY2LatUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS haversine_distance")
sqlContext.sql("CREATE TEMPORARY FUNCTION haversine_distance AS 'hivemall.geospatial.HaversineDistanceUDF'")
/**
* Smile related features
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_randomforest_classifier")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_randomforest_classifier AS 'hivemall.smile.classification.RandomForestClassifierUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_randomforest_regressor")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_randomforest_regressor AS 'hivemall.smile.regression.RandomForestRegressionUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_randomforest_regr")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_randomforest_regr AS 'hivemall.smile.regression.RandomForestRegressionUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tree_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION tree_predict AS 'hivemall.smile.tools.TreePredictUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tree_predict_v1")
sqlContext.sql("CREATE TEMPORARY FUNCTION tree_predict_v1 AS 'hivemall.smile.tools.TreePredictUDFv1'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tree_export")
sqlContext.sql("CREATE TEMPORARY FUNCTION tree_export AS 'hivemall.smile.tools.TreeExportUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS rf_ensemble")
sqlContext.sql("CREATE TEMPORARY FUNCTION rf_ensemble AS 'hivemall.smile.tools.RandomForestEnsembleUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS guess_attribute_types")
sqlContext.sql("CREATE TEMPORARY FUNCTION guess_attribute_types AS 'hivemall.smile.tools.GuessAttributesUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_gradient_tree_boosting_classifier")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_gradient_tree_boosting_classifier AS 'hivemall.smile.classification.GradientTreeBoostingClassifierUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS decision_path")
sqlContext.sql("CREATE TEMPORARY FUNCTION decision_path AS 'hivemall.smile.tools.DecisionPathUDF'")
/**
* Recommendation
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_slim")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_slim AS 'hivemall.recommend.SlimUDTF'")
/**
* Bloom Filter
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bloom")
sqlContext.sql("CREATE TEMPORARY FUNCTION bloom AS 'hivemall.sketch.bloom.BloomFilterUDAF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bloom_and")
sqlContext.sql("CREATE TEMPORARY FUNCTION bloom_and AS 'hivemall.sketch.bloom.BloomAndUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bloom_contains")
sqlContext.sql("CREATE TEMPORARY FUNCTION bloom_contains AS 'hivemall.sketch.bloom.BloomContainsUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bloom_not")
sqlContext.sql("CREATE TEMPORARY FUNCTION bloom_not AS 'hivemall.sketch.bloom.BloomNotUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bloom_or")
sqlContext.sql("CREATE TEMPORARY FUNCTION bloom_or AS 'hivemall.sketch.bloom.BloomOrUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS bloom_contains_any")
sqlContext.sql("CREATE TEMPORARY FUNCTION bloom_contains_any AS 'hivemall.sketch.bloom.BloomContainsAnyUDF'")
/**
* Aggregation
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS majority_vote")
sqlContext.sql("CREATE TEMPORARY FUNCTION majority_vote AS 'hivemall.tools.aggr.MajorityVoteUDAF'")
/**
* NLP features
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tokenize_ja")
sqlContext.sql("CREATE TEMPORARY FUNCTION tokenize_ja AS 'hivemall.nlp.tokenizer.KuromojiUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tokenize_ja_neologd")
sqlContext.sql("CREATE TEMPORARY FUNCTION tokenize_ja_neologd AS 'hivemall.nlp.tokenizer.KuromojiNEologdUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tokenize_cn")
sqlContext.sql("CREATE TEMPORARY FUNCTION tokenize_cn AS 'hivemall.nlp.tokenizer.SmartcnUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS tokenize_ko")
sqlContext.sql("CREATE TEMPORARY FUNCTION tokenize_ko AS 'hivemall.nlp.tokenizer.TokenizeKoUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS stoptags_exclude")
sqlContext.sql("CREATE TEMPORARY FUNCTION stoptags_exclude AS 'hivemall.nlp.tokenizer.StoptagsExcludeUDF'")
/**
* XGBoost related features
*/
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS xgboost_version")
sqlContext.sql("CREATE TEMPORARY FUNCTION xgboost_version AS 'hivemall.xgboost.XGBoostVersionUDF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS train_xgboost")
sqlContext.sql("CREATE TEMPORARY FUNCTION train_xgboost AS 'hivemall.xgboost.XGBoostTrainUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS xgboost_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION xgboost_predict AS 'hivemall.xgboost.XGBoostOnlinePredictUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS xgboost_batch_predict")
sqlContext.sql("CREATE TEMPORARY FUNCTION xgboost_batch_predict AS 'hivemall.xgboost.XGBoostBatchPredictUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS xgboost_predict_one")
sqlContext.sql("CREATE TEMPORARY FUNCTION xgboost_predict_one AS 'hivemall.xgboost.XGBoostPredictOneUDTF'")
sqlContext.sql("DROP TEMPORARY FUNCTION IF EXISTS xgboost_predict_triple")
sqlContext.sql("CREATE TEMPORARY FUNCTION xgboost_predict_triple AS 'hivemall.xgboost.XGBoostPredictTripleUDTF'")