0
0
Fork 0
mirror of https://github.com/netdata/netdata.git synced 2025-04-21 20:23:00 +00:00
netdata_netdata/web/api/formatters/rrd2json.c
vkalintiris 69ea17d6ec
Track anomaly rates with DBEngine. ()
* Track anomaly rates with DBEngine.

This commit adds support for tracking anomaly rates with DBEngine. We
do so by creating a single chart with id "anomaly_detection.anomaly_rates" for
each trainable/predictable host, which is responsible for tracking the anomaly
rate of each dimension that we train/predict for that host.

The rrdset->state->is_ar_chart boolean flag is set to true only for anomaly
rates charts. We use this flag to:

    - Disable exposing the anomaly rates charts through the functionality
      in backends/, exporting/ and streaming/.
    - Skip generation of configuration options for the name, algorithm,
      multiplier, divisor of each dimension in an anomaly rates chart.
    - Skip the creation of health variables for anomaly rates dimensions.
    - Skip the chart/dim queue of ACLK.
    - Post-process the RRDR result of an anomaly rates chart, so that we can
      return a sorted, trimmed number of anomalous dimensions.

In a child/parent configuration where both the child and the parent run
ML for the child, we want to be able to stream the rest of the ML-related
charts to the parent. To be able to do this without any chart name collisions,
the charts are now created on localhost and their IDs and titles have the node's
machine_guid and hostname as a suffix, respectively.

* Fix exporting_engine tests.

* Restore default ML configuration.

The reverted changes where meant for local testing only. This commit
restores the default values that we want to have when someone runs
anomaly detection on their node.

* Set context for anomaly_detection.* charts.

* Check for anomaly rates chart only with a valid pointer.

* Remove duplicate code.

* Use a more descriptive name for id/title pair variable
2022-02-24 10:57:30 +02:00

409 lines
13 KiB
C

// SPDX-License-Identifier: GPL-3.0-or-later
#include "web/api/web_api_v1.h"
static inline void free_single_rrdrim(RRDDIM *temp_rd, int archive_mode)
{
if (unlikely(!temp_rd))
return;
freez((char *)temp_rd->id);
freez((char *)temp_rd->name);
if (unlikely(archive_mode)) {
temp_rd->rrdset->counter--;
if (!temp_rd->rrdset->counter) {
freez((char *)temp_rd->rrdset->name);
freez(temp_rd->rrdset->context);
freez(temp_rd->rrdset);
}
}
freez(temp_rd->state);
freez(temp_rd);
}
static inline void free_rrddim_list(RRDDIM *temp_rd, int archive_mode)
{
if (unlikely(!temp_rd))
return;
RRDDIM *t;
while (temp_rd) {
t = temp_rd->next;
free_single_rrdrim(temp_rd, archive_mode);
temp_rd = t;
}
}
void free_context_param_list(struct context_param **param_list)
{
if (unlikely(!param_list || !*param_list))
return;
free_rrddim_list(((*param_list)->rd), (*param_list)->flags & CONTEXT_FLAGS_ARCHIVE);
freez((*param_list));
*param_list = NULL;
}
void rebuild_context_param_list(struct context_param *context_param_list, time_t after_requested)
{
RRDDIM *temp_rd = context_param_list->rd;
RRDDIM *new_rd_list = NULL, *t;
int is_archived = (context_param_list->flags & CONTEXT_FLAGS_ARCHIVE);
while (temp_rd) {
t = temp_rd->next;
RRDSET *st = temp_rd->rrdset;
time_t last_entry_t = is_archived ? st->last_entry_t : rrdset_last_entry_t(st);
if (last_entry_t >= after_requested) {
temp_rd->next = new_rd_list;
new_rd_list = temp_rd;
} else
free_single_rrdrim(temp_rd, is_archived);
temp_rd = t;
}
context_param_list->rd = new_rd_list;
};
void build_context_param_list(struct context_param **param_list, RRDSET *st)
{
if (unlikely(!param_list || !st))
return;
if (unlikely(!(*param_list))) {
*param_list = mallocz(sizeof(struct context_param));
(*param_list)->first_entry_t = LONG_MAX;
(*param_list)->last_entry_t = 0;
(*param_list)->flags = CONTEXT_FLAGS_CONTEXT;
(*param_list)->rd = NULL;
}
RRDDIM *rd1;
st->last_accessed_time = now_realtime_sec();
rrdset_rdlock(st);
(*param_list)->first_entry_t = MIN((*param_list)->first_entry_t, rrdset_first_entry_t_nolock(st));
(*param_list)->last_entry_t = MAX((*param_list)->last_entry_t, rrdset_last_entry_t_nolock(st));
rrddim_foreach_read(rd1, st) {
RRDDIM *rd = mallocz(rd1->memsize);
memcpy(rd, rd1, rd1->memsize);
rd->id = strdupz(rd1->id);
rd->name = strdupz(rd1->name);
rd->state = mallocz(sizeof(*rd->state));
memcpy(rd->state, rd1->state, sizeof(*rd->state));
memcpy(&rd->state->collect_ops, &rd1->state->collect_ops, sizeof(struct rrddim_collect_ops));
memcpy(&rd->state->query_ops, &rd1->state->query_ops, sizeof(struct rrddim_query_ops));
rd->next = (*param_list)->rd;
(*param_list)->rd = rd;
}
rrdset_unlock(st);
}
void rrd_stats_api_v1_chart(RRDSET *st, BUFFER *wb) {
rrdset2json(st, wb, NULL, NULL, 0);
}
void rrdr_buffer_print_format(BUFFER *wb, uint32_t format) {
switch(format) {
case DATASOURCE_JSON:
buffer_strcat(wb, DATASOURCE_FORMAT_JSON);
break;
case DATASOURCE_DATATABLE_JSON:
buffer_strcat(wb, DATASOURCE_FORMAT_DATATABLE_JSON);
break;
case DATASOURCE_DATATABLE_JSONP:
buffer_strcat(wb, DATASOURCE_FORMAT_DATATABLE_JSONP);
break;
case DATASOURCE_JSONP:
buffer_strcat(wb, DATASOURCE_FORMAT_JSONP);
break;
case DATASOURCE_SSV:
buffer_strcat(wb, DATASOURCE_FORMAT_SSV);
break;
case DATASOURCE_CSV:
buffer_strcat(wb, DATASOURCE_FORMAT_CSV);
break;
case DATASOURCE_TSV:
buffer_strcat(wb, DATASOURCE_FORMAT_TSV);
break;
case DATASOURCE_HTML:
buffer_strcat(wb, DATASOURCE_FORMAT_HTML);
break;
case DATASOURCE_JS_ARRAY:
buffer_strcat(wb, DATASOURCE_FORMAT_JS_ARRAY);
break;
case DATASOURCE_SSV_COMMA:
buffer_strcat(wb, DATASOURCE_FORMAT_SSV_COMMA);
break;
default:
buffer_strcat(wb, "unknown");
break;
}
}
int rrdset2value_api_v1(
RRDSET *st
, BUFFER *wb
, calculated_number *n
, const char *dimensions
, long points
, long long after
, long long before
, int group_method
, long group_time
, uint32_t options
, time_t *db_after
, time_t *db_before
, int *value_is_null
) {
RRDR *r = rrd2rrdr(st, points, after, before, group_method, group_time, options, dimensions, NULL);
if(!r) {
if(value_is_null) *value_is_null = 1;
return HTTP_RESP_INTERNAL_SERVER_ERROR;
}
if(rrdr_rows(r) == 0) {
rrdr_free(r);
if(db_after) *db_after = 0;
if(db_before) *db_before = 0;
if(value_is_null) *value_is_null = 1;
return HTTP_RESP_BAD_REQUEST;
}
if(wb) {
if (r->result_options & RRDR_RESULT_OPTION_RELATIVE)
buffer_no_cacheable(wb);
else if (r->result_options & RRDR_RESULT_OPTION_ABSOLUTE)
buffer_cacheable(wb);
}
if(db_after) *db_after = r->after;
if(db_before) *db_before = r->before;
long i = (!(options & RRDR_OPTION_REVERSED))?rrdr_rows(r) - 1:0;
*n = rrdr2value(r, i, options, value_is_null, NULL);
rrdr_free(r);
return HTTP_RESP_OK;
}
int rrdset2anything_api_v1(
RRDSET *st
, BUFFER *wb
, BUFFER *dimensions
, uint32_t format
, long points
, long long after
, long long before
, int group_method
, long group_time
, uint32_t options
, time_t *latest_timestamp
, struct context_param *context_param_list
, char *chart_label_key
, int max_anomaly_rates
) {
if (context_param_list && !(context_param_list->flags & CONTEXT_FLAGS_ARCHIVE))
st->last_accessed_time = now_realtime_sec();
RRDR *r = rrd2rrdr(st, points, after, before, group_method, group_time, options, dimensions?buffer_tostring(dimensions):NULL, context_param_list);
if(!r) {
buffer_strcat(wb, "Cannot generate output with these parameters on this chart.");
return HTTP_RESP_INTERNAL_SERVER_ERROR;
}
if (st && st->state->is_ar_chart)
ml_process_rrdr(r, max_anomaly_rates);
RRDDIM *temp_rd = context_param_list ? context_param_list->rd : NULL;
if(r->result_options & RRDR_RESULT_OPTION_RELATIVE)
buffer_no_cacheable(wb);
else if(r->result_options & RRDR_RESULT_OPTION_ABSOLUTE)
buffer_cacheable(wb);
if(latest_timestamp && rrdr_rows(r) > 0)
*latest_timestamp = r->before;
switch(format) {
case DATASOURCE_SSV:
if(options & RRDR_OPTION_JSON_WRAP) {
wb->contenttype = CT_APPLICATION_JSON;
rrdr_json_wrapper_begin(r, wb, format, options, 1, context_param_list, chart_label_key);
rrdr2ssv(r, wb, options, "", " ", "", temp_rd);
rrdr_json_wrapper_end(r, wb, format, options, 1);
}
else {
wb->contenttype = CT_TEXT_PLAIN;
rrdr2ssv(r, wb, options, "", " ", "", temp_rd);
}
break;
case DATASOURCE_SSV_COMMA:
if(options & RRDR_OPTION_JSON_WRAP) {
wb->contenttype = CT_APPLICATION_JSON;
rrdr_json_wrapper_begin(r, wb, format, options, 1, context_param_list, chart_label_key);
rrdr2ssv(r, wb, options, "", ",", "", temp_rd);
rrdr_json_wrapper_end(r, wb, format, options, 1);
}
else {
wb->contenttype = CT_TEXT_PLAIN;
rrdr2ssv(r, wb, options, "", ",", "", temp_rd);
}
break;
case DATASOURCE_JS_ARRAY:
if(options & RRDR_OPTION_JSON_WRAP) {
wb->contenttype = CT_APPLICATION_JSON;
rrdr_json_wrapper_begin(r, wb, format, options, 0, context_param_list, chart_label_key);
rrdr2ssv(r, wb, options, "[", ",", "]", temp_rd);
rrdr_json_wrapper_end(r, wb, format, options, 0);
}
else {
wb->contenttype = CT_APPLICATION_JSON;
rrdr2ssv(r, wb, options, "[", ",", "]", temp_rd);
}
break;
case DATASOURCE_CSV:
if(options & RRDR_OPTION_JSON_WRAP) {
wb->contenttype = CT_APPLICATION_JSON;
rrdr_json_wrapper_begin(r, wb, format, options, 1, context_param_list, chart_label_key);
rrdr2csv(r, wb, format, options, "", ",", "\\n", "", temp_rd);
rrdr_json_wrapper_end(r, wb, format, options, 1);
}
else {
wb->contenttype = CT_TEXT_PLAIN;
rrdr2csv(r, wb, format, options, "", ",", "\r\n", "", temp_rd);
}
break;
case DATASOURCE_CSV_MARKDOWN:
if(options & RRDR_OPTION_JSON_WRAP) {
wb->contenttype = CT_APPLICATION_JSON;
rrdr_json_wrapper_begin(r, wb, format, options, 1, context_param_list, chart_label_key);
rrdr2csv(r, wb, format, options, "", "|", "\\n", "", temp_rd);
rrdr_json_wrapper_end(r, wb, format, options, 1);
}
else {
wb->contenttype = CT_TEXT_PLAIN;
rrdr2csv(r, wb, format, options, "", "|", "\r\n", "", temp_rd);
}
break;
case DATASOURCE_CSV_JSON_ARRAY:
wb->contenttype = CT_APPLICATION_JSON;
if(options & RRDR_OPTION_JSON_WRAP) {
rrdr_json_wrapper_begin(r, wb, format, options, 0, context_param_list, chart_label_key);
buffer_strcat(wb, "[\n");
rrdr2csv(r, wb, format, options + RRDR_OPTION_LABEL_QUOTES, "[", ",", "]", ",\n", temp_rd);
buffer_strcat(wb, "\n]");
rrdr_json_wrapper_end(r, wb, format, options, 0);
}
else {
wb->contenttype = CT_APPLICATION_JSON;
buffer_strcat(wb, "[\n");
rrdr2csv(r, wb, format, options + RRDR_OPTION_LABEL_QUOTES, "[", ",", "]", ",\n", temp_rd);
buffer_strcat(wb, "\n]");
}
break;
case DATASOURCE_TSV:
if(options & RRDR_OPTION_JSON_WRAP) {
wb->contenttype = CT_APPLICATION_JSON;
rrdr_json_wrapper_begin(r, wb, format, options, 1, context_param_list, chart_label_key);
rrdr2csv(r, wb, format, options, "", "\t", "\\n", "", temp_rd);
rrdr_json_wrapper_end(r, wb, format, options, 1);
}
else {
wb->contenttype = CT_TEXT_PLAIN;
rrdr2csv(r, wb, format, options, "", "\t", "\r\n", "", temp_rd);
}
break;
case DATASOURCE_HTML:
if(options & RRDR_OPTION_JSON_WRAP) {
wb->contenttype = CT_APPLICATION_JSON;
rrdr_json_wrapper_begin(r, wb, format, options, 1, context_param_list, chart_label_key);
buffer_strcat(wb, "<html>\\n<center>\\n<table border=\\\"0\\\" cellpadding=\\\"5\\\" cellspacing=\\\"5\\\">\\n");
rrdr2csv(r, wb, format, options, "<tr><td>", "</td><td>", "</td></tr>\\n", "", temp_rd);
buffer_strcat(wb, "</table>\\n</center>\\n</html>\\n");
rrdr_json_wrapper_end(r, wb, format, options, 1);
}
else {
wb->contenttype = CT_TEXT_HTML;
buffer_strcat(wb, "<html>\n<center>\n<table border=\"0\" cellpadding=\"5\" cellspacing=\"5\">\n");
rrdr2csv(r, wb, format, options, "<tr><td>", "</td><td>", "</td></tr>\n", "", temp_rd);
buffer_strcat(wb, "</table>\n</center>\n</html>\n");
}
break;
case DATASOURCE_DATATABLE_JSONP:
wb->contenttype = CT_APPLICATION_X_JAVASCRIPT;
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_begin(r, wb, format, options, 0, context_param_list, chart_label_key);
rrdr2json(r, wb, options, 1, context_param_list);
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_end(r, wb, format, options, 0);
break;
case DATASOURCE_DATATABLE_JSON:
wb->contenttype = CT_APPLICATION_JSON;
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_begin(r, wb, format, options, 0, context_param_list, chart_label_key);
rrdr2json(r, wb, options, 1, context_param_list);
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_end(r, wb, format, options, 0);
break;
case DATASOURCE_JSONP:
wb->contenttype = CT_APPLICATION_X_JAVASCRIPT;
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_begin(r, wb, format, options, 0, context_param_list, chart_label_key);
rrdr2json(r, wb, options, 0, context_param_list);
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_end(r, wb, format, options, 0);
break;
case DATASOURCE_JSON:
default:
wb->contenttype = CT_APPLICATION_JSON;
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_begin(r, wb, format, options, 0, context_param_list, chart_label_key);
rrdr2json(r, wb, options, 0, context_param_list);
if(options & RRDR_OPTION_JSON_WRAP)
rrdr_json_wrapper_end(r, wb, format, options, 0);
break;
}
rrdr_free(r);
return HTTP_RESP_OK;
}