Github user iyerr3 commented on a diff in the pull request:

    https://github.com/apache/incubator-madlib/pull/69#discussion_r86200790
  
    --- Diff: 
src/ports/postgres/modules/elastic_net/elastic_net_generate_result.py_in ---
    @@ -13,50 +14,99 @@ def __elastic_net_generate_result (optimizer, 
iteration_run, **args):
         """
         Generate result table for all optimizers
         """
    -    plpy.execute("""
    -                 drop table if exists {tbl_result};
    -                 create table {tbl_result} (
    -                     family            text,
    -                     features          text[],
    -                     features_selected text[],
    -                     coef_nonzero      double precision[],
    -                     coef_all          double precision[],
    -                     intercept         double precision,
    -                     log_likelihood    double precision,
    -                     standardize       boolean,
    -                     iteration_run     integer)
    -                 """.format(**args))
    -
         standardize_flag = "True" if args["normalization"] else "False"
    -
    +    source_table = args["rel_source"]
         if optimizer == "fista":
    -        result_func = "__gaussian_fista_result(_state)"
    -        tbl_state = "{tbl_fista_state}"
    +        result_func = 
"__gaussian_fista_result({col_grp_state})".format(col_grp_state=args["col_grp_state"])
    +        tbl_state = "{rel_state}".format(rel_state=args["rel_state"])
         elif optimizer == "igd":
             result_func = "__gaussian_igd_result(_state, '{sq_str}'::double 
precision[], {threshold}::double precision, {tolerance}::double precision)"
             tbl_state = "{tbl_igd_state}"
     
    -    result = plpy.execute(
    -        """
    -        select
    -            (result).coefficients as coef,
    -            (result).intercept as intercept
    -        from (
    -            select {{schema_madlib}}.{result_func} as result
    -            from {tbl_state}
    -            where _iteration = {{iteration_run}}
    +    grouping_column = args['grouping_col']
    +    col_grp_key = args['col_grp_key']
    +    grouping_str = args['grouping_str']
    +    groupby_str, grouping_str1, using_str = "", "", "ON TRUE"
    +    if grouping_column:
    +        groupby_str = "GROUP BY {grouping_col}, {col_grp_key}".format(
    +            grouping_col=grouping_column, col_grp_key=col_grp_key)
    +        grouping_str1 = grouping_column + ","
    +        select_grouping_info = ','.join([grp_col.strip()+"\t text" 
    +            for grp_col in grouping_column.split(',')]) + ","
    +        using_str = "USING ({col_grp_key})".format(col_grp_key=col_grp_key)
    +    else:
    +        select_grouping_info = ""
    +
    +    ## Create the output table
    +    plpy.execute("""
    +             drop table if exists {tbl_result};
    +             create table {tbl_result} (
    +                 {select_grouping_info}
    +                 family            text,
    +                 features          text[],
    +                 features_selected text[],
    +                 coef_nonzero      double precision[],
    +                 coef_all          double precision[],
    +                 intercept         double precision,
    +                 log_likelihood    double precision,
    +                 standardize       boolean,
    +                 iteration_run     integer)
    +             """.format(select_grouping_info=select_grouping_info, **args))
    +
    +    out_table_qstr = """
    +        SELECT
    +            {grouping_str1}
    +            (result).coefficients AS coef,
    +            (result).intercept AS intercept
    +        FROM (
    +            SELECT {schema_madlib}.{result_func} AS result,
    +            {col_grp_key}
    +            FROM {tbl_state}
    +            WHERE {col_grp_iteration} = {iteration_run}
             ) t
    -        """.format(result_func = result_func, tbl_state = 
tbl_state).format(
    +        join
    +        (
    +            SELECT
    +                {grouping_str1}
    +                array_to_string(ARRAY[{grouping_str}],
    +                                ','
    +                               ) AS {col_grp_key}
    +            FROM {source_table}
    +                {groupby_str}
    +        ) n_tuples_including_nulls_subq
    +        {using_str}
    +        """.format(result_func = result_func, tbl_state = tbl_state,
    +            col_grp_iteration = args["col_grp_iteration"],
                 iteration_run = iteration_run,
    -            **args))[0]
    +            groupby_str=groupby_str,
    +            grouping_str1=grouping_str1,
    +            grouping_str=grouping_str,
    +            using_str=using_str,
    +            col_grp_key=col_grp_key,
    +            source_table=source_table,
    +            schema_madlib = args["schema_madlib"])
    +    if grouping_column:
    --- End diff --
    
    It looks like the if and else are the same and we can combine them, isn't 
it? 


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