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388 lines
16 KiB
C
388 lines
16 KiB
C
#include <stdio.h>
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#include <stdlib.h>
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#include <string.h>
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#include "lib/mlrutil.h"
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#include "lib/mlr_globals.h"
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#include "cli/argparse.h"
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#include "containers/sllv.h"
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#include "containers/slls.h"
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#include "lib/string_array.h"
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#include "containers/lhmslv.h"
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#include "containers/lhmsv.h"
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#include "containers/mixutil.h"
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#include "containers/mlrval.h"
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#include "mapping/mappers.h"
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#include "mapping/stats1_accumulators.h"
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static char* fake_acc_name_for_setups = "__setup_done__";
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// ----------------------------------------------------------------
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typedef struct _mapper_stats1_state_t {
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ap_state_t* pargp;
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slls_t* paccumulator_names;
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string_array_t* pvalue_field_names; // parameter
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string_array_t* pvalue_field_values; // scratch space used per-record
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slls_t* pgroup_by_field_names; // parameter
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lhmslv_t* groups;
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int do_iterative_stats;
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int allow_int_float;
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int do_interpolated_percentiles;
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} mapper_stats1_state_t;
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static void mapper_stats1_usage(FILE* o, char* argv0, char* verb);
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static mapper_t* mapper_stats1_parse_cli(int* pargi, int argc, char** argv,
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cli_reader_opts_t* _, cli_writer_opts_t* __);
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static mapper_t* mapper_stats1_alloc(ap_state_t* pargp, slls_t* paccumulator_names, string_array_t* pvalue_field_names,
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slls_t* pgroup_by_field_names, int do_iterative_stats, int allow_int_float, int do_interpolated_percentiles);
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static void mapper_stats1_free(mapper_t* pmapper);
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static sllv_t* mapper_stats1_process(lrec_t* pinrec, context_t* pctx, void* pvstate);
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static void mapper_stats1_ingest(lrec_t* pinrec, mapper_stats1_state_t* pstate);
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static sllv_t* mapper_stats1_emit_all(mapper_stats1_state_t* pstate);
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static lrec_t* mapper_stats1_emit(mapper_stats1_state_t* pstate, lrec_t* poutrec,
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char* value_field_name, lhmsv_t* acc_field_to_acc_state_out);
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typedef struct _acc_map_pair_t {
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lhmsv_t* pin;
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lhmsv_t* pout;
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} acc_map_pair_t;
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// ----------------------------------------------------------------
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mapper_setup_t mapper_stats1_setup = {
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.verb = "stats1",
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.pusage_func = mapper_stats1_usage,
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.pparse_func = mapper_stats1_parse_cli,
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.ignores_input = FALSE,
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};
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// ----------------------------------------------------------------
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static void mapper_stats1_usage(FILE* o, char* argv0, char* verb) {
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fprintf(o, "Usage: %s %s [options]\n", argv0, verb);
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fprintf(o, "Computes univariate statistics for one or more given fields, accumulated across\n");
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fprintf(o, "the input record stream.\n");
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fprintf(o, "Options:\n");
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fprintf(o, "-a {sum,count,...} Names of accumulators: p10 p25.2 p50 p98 p100 etc. and/or\n");
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fprintf(o, " one or more of:\n");
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for (int i = 0; i < stats1_acc_lookup_table_length; i++) {
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fprintf(o, " %-9s %s\n", stats1_acc_lookup_table[i].name, stats1_acc_lookup_table[i].desc);
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}
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fprintf(o, "-f {a,b,c} Value-field names on which to compute statistics\n");
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fprintf(o, "-g {d,e,f} Optional group-by-field names\n");
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fprintf(o, "-i Use interpolated percentiles, like R's type=7; default like type=1.\n");
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fprintf(o, "-s Print iterative stats. Useful in tail -f contexts (in which\n");
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fprintf(o, " case please avoid pprint-format output since end of input\n");
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fprintf(o, " stream will never be seen).\n");
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fprintf(o, "-F Computes integerable things (e.g. count) in floating point.\n");
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fprintf(o, "Example: %s %s -a min,p10,p50,p90,max -f value -g size,shape\n", argv0, verb);
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fprintf(o, "Example: %s %s -a count,mode -f size\n", argv0, verb);
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fprintf(o, "Example: %s %s -a count,mode -f size -g shape\n", argv0, verb);
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fprintf(o, "Notes:\n");
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fprintf(o, "* p50 is a synonym for median.\n");
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fprintf(o, "* min and max output the same results as p0 and p100, respectively, but use\n");
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fprintf(o, " less memory.\n");
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fprintf(o, "* count and mode allow text input; the rest require numeric input.\n");
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fprintf(o, " In particular, 1 and 1.0 are distinct text for count and mode.\n");
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fprintf(o, "* When there are mode ties, the first-encountered datum wins.\n");
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}
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static mapper_t* mapper_stats1_parse_cli(int* pargi, int argc, char** argv,
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cli_reader_opts_t* _, cli_writer_opts_t* __)
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{
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slls_t* paccumulator_names = NULL;
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string_array_t* pvalue_field_names = NULL;
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slls_t* pgroup_by_field_names = slls_alloc();
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int do_iterative_stats = FALSE;
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int allow_int_float = TRUE;
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int do_interpolated_percentiles = FALSE;
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char* verb = argv[(*pargi)++];
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ap_state_t* pstate = ap_alloc();
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ap_define_string_list_flag(pstate, "-a", &paccumulator_names);
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ap_define_string_array_flag(pstate, "-f", &pvalue_field_names);
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ap_define_string_list_flag(pstate, "-g", &pgroup_by_field_names);
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ap_define_true_flag(pstate, "-s", &do_iterative_stats);
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ap_define_false_flag(pstate, "-F", &allow_int_float);
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ap_define_true_flag(pstate, "-i", &do_interpolated_percentiles);
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if (!ap_parse(pstate, verb, pargi, argc, argv)) {
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mapper_stats1_usage(stderr, argv[0], verb);
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return NULL;
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}
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if (paccumulator_names == NULL || pvalue_field_names == NULL) {
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mapper_stats1_usage(stderr, argv[0], verb);
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return NULL;
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}
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return mapper_stats1_alloc(pstate, paccumulator_names, pvalue_field_names, pgroup_by_field_names,
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do_iterative_stats, allow_int_float, do_interpolated_percentiles);
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}
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// ----------------------------------------------------------------
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static mapper_t* mapper_stats1_alloc(ap_state_t* pargp, slls_t* paccumulator_names, string_array_t* pvalue_field_names,
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slls_t* pgroup_by_field_names, int do_iterative_stats, int allow_int_float, int do_interpolated_percentiles)
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{
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mapper_t* pmapper = mlr_malloc_or_die(sizeof(mapper_t));
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mapper_stats1_state_t* pstate = mlr_malloc_or_die(sizeof(mapper_stats1_state_t));
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pstate->pargp = pargp;
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pstate->paccumulator_names = paccumulator_names;
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pstate->pvalue_field_names = pvalue_field_names;
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pstate->pgroup_by_field_names = pgroup_by_field_names;
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pstate->pvalue_field_values = string_array_alloc(pvalue_field_names->length);
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pstate->groups = lhmslv_alloc();
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pstate->do_iterative_stats = do_iterative_stats;
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pstate->allow_int_float = allow_int_float;
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pstate->do_interpolated_percentiles = do_interpolated_percentiles;
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pmapper->pvstate = pstate;
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pmapper->pprocess_func = mapper_stats1_process;
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pmapper->pfree_func = mapper_stats1_free;
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return pmapper;
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}
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static void mapper_stats1_free(mapper_t* pmapper) {
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mapper_stats1_state_t* pstate = pmapper->pvstate;
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slls_free(pstate->paccumulator_names);
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string_array_free(pstate->pvalue_field_names);
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string_array_free(pstate->pvalue_field_values);
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slls_free(pstate->pgroup_by_field_names);
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// lhmslv_free and lhmsv_free will free the hashmap keys; we need to free
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// the void-star hashmap values.
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for (lhmslve_t* pa = pstate->groups->phead; pa != NULL; pa = pa->pnext) {
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lhmsv_t* pgroup_to_acc_field = pa->pvvalue;
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for (lhmsve_t* pb = pgroup_to_acc_field->phead; pb != NULL; pb = pb->pnext) {
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acc_map_pair_t* pacc_field_to_acc_states = pb->pvvalue;
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lhmsv_t* pacc_field_to_acc_state_in = pacc_field_to_acc_states->pin;
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lhmsv_t* pacc_field_to_acc_state_out = pacc_field_to_acc_states->pout;
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for (lhmsve_t* pc = pacc_field_to_acc_state_out->phead; pc != NULL; pc = pc->pnext) {
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if (streq(pc->key, fake_acc_name_for_setups))
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continue;
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stats1_acc_t* pstats1_acc = pc->pvvalue;
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pstats1_acc->pfree_func(pstats1_acc);
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}
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lhmsv_free(pacc_field_to_acc_state_in);
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lhmsv_free(pacc_field_to_acc_state_out);
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free(pacc_field_to_acc_states);
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}
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lhmsv_free(pgroup_to_acc_field);
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}
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lhmslv_free(pstate->groups);
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ap_free(pstate->pargp);
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free(pstate);
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free(pmapper);
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}
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// ================================================================
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// Given: accumulate count,sum on values x,y group by a,b.
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// Example input: Example output:
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// a b x y a b x_count x_sum y_count y_sum
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// s t 1 2 s t 2 6 2 8
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// u v 3 4 u v 1 3 1 4
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// s t 5 6 u w 1 7 1 9
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// u w 7 9
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//
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// Multilevel hashmap structure:
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// {
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// ["s","t"] : { <--- group-by field names
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// ["x"] : { <--- value field names
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// "count" : stats1_count_t object,
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// "sum" : stats1_sum_t object
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// },
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// ["y"] : {
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// "count" : stats1_count_t object,
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// "sum" : stats1_sum_t object
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// },
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// },
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// ["u","v"] : {
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// ["x"] : {
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// "count" : stats1_count_t object,
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// "sum" : stats1_sum_t object
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// },
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// ["y"] : {
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// "count" : stats1_count_t object,
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// "sum" : stats1_sum_t object
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// },
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// },
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// ["u","w"] : {
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// ["x"] : {
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// "count" : stats1_count_t object,
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// "sum" : stats1_sum_t object
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// },
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// ["y"] : {
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// "count" : stats1_count_t object,
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// "sum" : stats1_sum_t object
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// },
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// },
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// }
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// ================================================================
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// In the iterative case, add to the current record its current group's stats fields.
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// In the non-iterative case, produce output only at the end of the input stream.
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static sllv_t* mapper_stats1_process(lrec_t* pinrec, context_t* pctx, void* pvstate) {
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mapper_stats1_state_t* pstate = pvstate;
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if (pinrec != NULL) {
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mapper_stats1_ingest(pinrec, pstate);
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if (pstate->do_iterative_stats) {
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// The input record is modified in this case, with new fields appended
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return sllv_single(pinrec);
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} else {
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lrec_free(pinrec);
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return NULL;
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}
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} else if (!pstate->do_iterative_stats) {
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return mapper_stats1_emit_all(pstate);
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} else {
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return NULL;
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}
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}
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// ----------------------------------------------------------------
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static void mapper_stats1_ingest(lrec_t* pinrec, mapper_stats1_state_t* pstate) {
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// E.g. ["s", "t"]
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// To do: make value_field_values into a hashmap. Then accept partial
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// population on that, but retain full-population requirement on group-by.
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// E.g. if accumulating stats of x,y on a,b then skip record with x,y,a but
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// process record with x,a,b.
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mlr_reference_values_from_record_into_string_array(pinrec, pstate->pvalue_field_names, pstate->pvalue_field_values);
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slls_t* pgroup_by_field_values = mlr_reference_selected_values_from_record(pinrec, pstate->pgroup_by_field_names);
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if (pgroup_by_field_values == NULL) {
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slls_free(pgroup_by_field_values);
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return;
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}
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lhmsv_t* pgroup_to_acc_field = lhmslv_get(pstate->groups, pgroup_by_field_values);
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if (pgroup_to_acc_field == NULL) {
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pgroup_to_acc_field = lhmsv_alloc();
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lhmslv_put(pstate->groups, slls_copy(pgroup_by_field_values), pgroup_to_acc_field,
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FREE_ENTRY_KEY);
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}
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// for x=1 and y=2
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int n = pstate->pvalue_field_names->length;
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for (int i = 0; i < n; i++) {
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char* value_field_name = pstate->pvalue_field_names->strings[i];
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char* value_field_sval = pstate->pvalue_field_values->strings[i];
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// For percentiles there is one unique accumulator given (for example) five distinct
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// names p0,p25,p50,p75,p100. The input accumulators are unique: only one
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// percentile-keeper. There are multiple output accumulators: each references the same
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// underlying percentile-keeper but with distinct parameters. Hence the ->pin and ->pout maps.
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acc_map_pair_t* pacc_field_to_acc_states = lhmsv_get(pgroup_to_acc_field, value_field_name);
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if (pacc_field_to_acc_states == NULL) {
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pacc_field_to_acc_states = mlr_malloc_or_die(sizeof(acc_map_pair_t));
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pacc_field_to_acc_states->pin = lhmsv_alloc();
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pacc_field_to_acc_states->pout = lhmsv_alloc();
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lhmsv_put(pgroup_to_acc_field, value_field_name, pacc_field_to_acc_states, NO_FREE);
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}
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lhmsv_t* acc_field_to_acc_state_in = pacc_field_to_acc_states->pin;
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lhmsv_t* acc_field_to_acc_state_out = pacc_field_to_acc_states->pout;
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// Look up presence of all accumulators at this level's hashmap.
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char* presence = lhmsv_get(acc_field_to_acc_state_in, fake_acc_name_for_setups);
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if (presence == NULL) {
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make_stats1_accs(value_field_name, pstate->paccumulator_names, pstate->allow_int_float,
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pstate->do_interpolated_percentiles, acc_field_to_acc_state_in, acc_field_to_acc_state_out);
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lhmsv_put(acc_field_to_acc_state_in, fake_acc_name_for_setups, fake_acc_name_for_setups, NO_FREE);
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}
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if (value_field_sval == NULL) // Key not present
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continue;
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if (*value_field_sval == 0) // Key present with null value
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continue;
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int have_dval = FALSE;
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int have_nval = FALSE;
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double value_field_dval = -999.0;
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mv_t value_field_nval = mv_absent();
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// There isn't a one-to-one mapping between user-specified stats1_names
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// and internal stats1_acc_t's. Here in the ingestor we feed each datum
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// into a stats1_acc_t. In the emitter, we loop over the stats1_names in
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// user-specified order. Example: they ask for p10,mean,p90. Then there
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// is only one percentiles accumulator to be told about each point. In
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// the emitter it will be asked to produce output twice: once for the
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// 10th percentile & once for the 90th.
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for (lhmsve_t* pc = acc_field_to_acc_state_in->phead; pc != NULL; pc = pc->pnext) {
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char* stats1_acc_name = pc->key;
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if (streq(stats1_acc_name, fake_acc_name_for_setups))
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continue;
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stats1_acc_t* pstats1_acc = pc->pvvalue;
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if (pstats1_acc->pdingest_func != NULL) {
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if (!have_dval) {
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value_field_dval = mlr_double_from_string_or_die(value_field_sval);
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have_dval = TRUE;
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}
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pstats1_acc->pdingest_func(pstats1_acc->pvstate, value_field_dval);
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}
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if (pstats1_acc->pningest_func != NULL) {
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if (!have_nval) {
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value_field_nval = pstate->allow_int_float
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? mv_scan_number_or_die(value_field_sval)
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: mv_from_float(mlr_double_from_string_or_die(value_field_sval));
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have_nval = TRUE;
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}
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pstats1_acc->pningest_func(pstats1_acc->pvstate, &value_field_nval);
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}
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if (pstats1_acc->psingest_func != NULL) {
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pstats1_acc->psingest_func(pstats1_acc->pvstate, value_field_sval);
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}
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}
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if (pstate->do_iterative_stats) {
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mapper_stats1_emit(pstate, pinrec, value_field_name, acc_field_to_acc_state_out);
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}
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}
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slls_free(pgroup_by_field_values);
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}
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// ----------------------------------------------------------------
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static sllv_t* mapper_stats1_emit_all(mapper_stats1_state_t* pstate) {
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sllv_t* poutrecs = sllv_alloc();
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for (lhmslve_t* pa = pstate->groups->phead; pa != NULL; pa = pa->pnext) {
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slls_t* pgroup_by_field_values = pa->key;
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lrec_t* poutrec = lrec_unbacked_alloc();
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// Add in a=s,b=t fields:
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sllse_t* pb = pstate->pgroup_by_field_names->phead;
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sllse_t* pc = pgroup_by_field_values->phead;
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for ( ; pb != NULL && pc != NULL; pb = pb->pnext, pc = pc->pnext) {
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lrec_put(poutrec, pb->value, pc->value, NO_FREE);
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}
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// Add in fields such as x_sum=#, y_count=#, etc.:
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lhmsv_t* pgroup_to_acc_field = pa->pvvalue;
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// for "x", "y"
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for (lhmsve_t* pd = pgroup_to_acc_field->phead; pd != NULL; pd = pd->pnext) {
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char* value_field_name = pd->key;
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acc_map_pair_t* pacc_field_to_acc_states = pd->pvvalue;
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lhmsv_t* acc_field_to_acc_state_out = pacc_field_to_acc_states->pout;
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mapper_stats1_emit(pstate, poutrec, value_field_name, acc_field_to_acc_state_out);
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}
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sllv_append(poutrecs, poutrec);
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}
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sllv_append(poutrecs, NULL);
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return poutrecs;
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}
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// ----------------------------------------------------------------
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static lrec_t* mapper_stats1_emit(mapper_stats1_state_t* pstate, lrec_t* poutrec,
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char* value_field_name, lhmsv_t* acc_field_to_acc_state_out)
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{
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// Add in fields such as x_sum=#, y_count=#, etc.:
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for (sllse_t* pe = pstate->paccumulator_names->phead; pe != NULL; pe = pe->pnext) {
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char* stats1_acc_name = pe->value;
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if (streq(stats1_acc_name, fake_acc_name_for_setups))
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continue;
|
|
stats1_acc_t* pstats1_acc = lhmsv_get(acc_field_to_acc_state_out, stats1_acc_name);
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|
MLR_INTERNAL_CODING_ERROR_IF(pstats1_acc == NULL);
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|
pstats1_acc->pemit_func(pstats1_acc->pvstate, value_field_name, stats1_acc_name, FALSE, poutrec);
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|
}
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|
return poutrec;
|
|
}
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