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Posted to dev@madlib.apache.org by GitBox <gi...@apache.org> on 2019/08/29 17:26:15 UTC
[GitHub] [madlib] fmcquillan99 edited a comment on issue #425: DL: Add
training for multiple models
fmcquillan99 edited a comment on issue #425: DL: Add training for multiple models
URL: https://github.com/apache/madlib/pull/425#issuecomment-525978365
just tried to run this:
```
SELECT madlib.madlib_keras_fit_multiple_model(
'iris_train_packed', -- source_table
'iris_multi_model', -- model_output_table
'model_arch_library99', -- model_arch_table
'mst_table99', -- model_selection_table
1, -- num_iterations
0 -- gpus_per_host
);
```
and got:
```
madlib=# SELECT madlib.madlib_keras_fit_multiple_model(
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(# 'iris_train_packed', -- source_table
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(# 'iris_multi_model', -- model_output_table
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(# 'model_arch_library99', -- model_arch_table
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(# 'mst_table99', -- model_selection_table
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH DELETE FROM
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(# 1,
madlib(# 1,
madlib(# 1,
madlib(# 1,
madlib(# 1, -- num_iterations
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DELETE FROM DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK
MOVE NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW
START TABLE TRUNCATE UNLISTEN VACUUM VALUES WITH UPDATE
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DELETE FROM DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK
MOVE NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW
START TABLE TRUNCATE UNLISTEN VACUUM VALUES WITH UPDATE
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DELETE FROM DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK
MOVE NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW
START TABLE TRUNCATE UNLISTEN VACUUM VALUES WITH UPDATE
madlib(# 0
madlib(# 0
madlib(# 0
madlib(# 0
madlib(# 0
madlib(# 0 -- gpus_per_host
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DELETE FROM DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK
MOVE NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW
START TABLE TRUNCATE UNLISTEN VACUUM VALUES WITH UPDATE
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DELETE FROM DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK
MOVE NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW
START TABLE TRUNCATE UNLISTEN VACUUM VALUES WITH UPDATE
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(#
ABORT ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE
DELETE FROM DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK
MOVE NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW
START TABLE TRUNCATE UNLISTEN VACUUM VALUES WITH UPDATE
madlib(#
ALTER ANALYZE BEGIN CHECKPOINT CLOSE CLUSTER COMMENT COMMIT COPY CREATE DEALLOCATE DECLARE DELETE FROM
DISCARD DO DROP END EXECUTE EXPLAIN FETCH GRANT INSERT LISTEN LOAD LOCK MOVE
NOTIFY PREPARE REASSIGN REINDEX RELEASE RESET REVOKE ROLLBACK SAVEPOINT SELECT SET SHOW START
TABLE TRUNCATE UNLISTEN UPDATE VACUUM VALUES WITH ABORT
madlib(# );
ERROR: plpy.SPIError: column "dist_key" does not exist
LINE 2: SELECT DISTINCT(dist_key) FROM iris...
^
QUERY:
SELECT DISTINCT(dist_key) FROM iris_train_packed
ORDER BY dist_key
CONTEXT: Traceback (most recent call last):
PL/Python function "madlib_keras_fit_multiple_model", line 21, in <module>
fit_obj = madlib_keras_fit_multiple_model.FitMultipleModel(**globals())
PL/Python function "madlib_keras_fit_multiple_model", line 42, in wrapper
PL/Python function "madlib_keras_fit_multiple_model", line 97, in __init__
PL/Python function "madlib_keras_fit_multiple_model", line 193, in query_dist_keys
PL/Python function "madlib_keras_fit_multiple_model"
```
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