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d23a90cb16
- GstAnalyticRelationMeta is a base class for analytics meta. It's able to store analytics results (GstAnalyticRelatableMtd) and describe the relation between each analysis results. - GstAnalysisRelationMeta also contain an algorithm able to explore analysis results relation using a bfs. - Relation(edge) between analysis results (vertice) are stored in an adjacency-matrix that allow to quickly identify if two analysis results are related and by which relation they related. It also work for indirect relation and can provide the path of analysis results by which two analysis results are related. - One allocation per buffer to store analysis results. Here we rely on the application to guess how much space will be required to store all analysis results. This is something that could be improved significantly but it's a starting point. - Define common analysis results, classification, object-detection, tracking that are subclass of GstAnalyticRelatableMtd. The also provide exemple of how to extend GstAnalyticRelatableMtd to have them benefit for the mechanim to express relation with other analysis results. Part-of: <https://gitlab.freedesktop.org/gstreamer/gstreamer/-/merge_requests/4962>
978 lines
31 KiB
C
978 lines
31 KiB
C
/* GStreamer
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* Copyright (C) 2022 Collabora Ltd
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*
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* analyticmeta.c
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*
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* This library is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Library General Public
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* License as published by the Free Software Foundation; either
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* version 2 of the License, or (at your option) any later version.
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*
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* This library is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Library General Public License for more details.
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*
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* You should have received a copy of the GNU Library General Public
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* License along with this library; if not, write to the
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* Free Software Foundation, Inc., 51 Franklin St, Fifth Floor,
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* Boston, MA 02110-1301, USA.
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*/
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#include <gst/check/gstcheck.h>
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#include <gst/analytics/analytics.h>
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GST_START_TEST (test_add_classification_meta)
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{
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/* Verify we can create a relation metadata
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* and attach it classification mtd
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*/
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GstBuffer *buf;
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GstAnalyticsRelationMeta *rmeta;
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GstAnalyticsClsMtd cls_mtd;
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gfloat conf_lvl[] = { 0.5f, 0.5f };
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GQuark class_quarks[2];
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gboolean ret;
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class_quarks[0] = g_quark_from_string ("dog");
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class_quarks[1] = g_quark_from_string ("cat");
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buf = gst_buffer_new ();
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rmeta = gst_buffer_add_analytics_relation_meta (buf);
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ret = gst_analytics_relation_meta_add_cls_mtd (rmeta, 2, conf_lvl,
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class_quarks, &cls_mtd);
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fail_unless (ret == TRUE);
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gst_buffer_unref (buf);
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}
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GST_END_TEST;
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GST_START_TEST (test_meta_pooled)
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{
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GstBufferPool *pool;
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GstStructure *config;
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GstBuffer *buf;
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GstAnalyticsRelationMeta *rmeta1, *rmeta2;
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pool = gst_buffer_pool_new ();
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config = gst_buffer_pool_get_config (pool);
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gst_buffer_pool_config_set_params (config, NULL, 1, 1, 1);
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gst_buffer_pool_set_config (pool, config);
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gst_buffer_pool_set_active (pool, TRUE);
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gst_buffer_pool_acquire_buffer (pool, &buf, NULL);
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rmeta1 = gst_buffer_add_analytics_relation_meta (buf);
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gst_buffer_unref (buf);
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gst_buffer_pool_acquire_buffer (pool, &buf, NULL);
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rmeta2 = gst_buffer_add_analytics_relation_meta (buf);
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fail_unless (rmeta1 == rmeta2);
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gst_buffer_unref (buf);
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gst_object_unref (pool);
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}
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GST_END_TEST;
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GST_START_TEST (test_classification_meta_classes)
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{
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/* Verify we can retrieve classification data
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* from the relation metadata
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*/
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GstBuffer *buf;
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GstAnalyticsRelationMeta *rmeta;
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gboolean ret;
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GQuark class_quarks[2];
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GstAnalyticsClsMtd cls_mtd, cls_mtd2;
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class_quarks[0] = g_quark_from_string ("dog");
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class_quarks[1] = g_quark_from_string ("cat");
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buf = gst_buffer_new ();
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rmeta = gst_buffer_add_analytics_relation_meta (buf);
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gfloat conf_lvl[] = { 0.6f, 0.4f };
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ret = gst_analytics_relation_meta_add_cls_mtd (rmeta, 2, conf_lvl,
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class_quarks, &cls_mtd);
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fail_unless (ret == TRUE);
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fail_unless (gst_analytics_relation_get_length (rmeta) == 1);
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gint dogIndex = gst_analytics_cls_mtd_get_index_by_quark (&cls_mtd,
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class_quarks[0]);
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fail_unless (dogIndex == 0);
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gfloat confLvl = gst_analytics_cls_mtd_get_level (&cls_mtd, dogIndex);
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GST_LOG ("dog:%f", confLvl);
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assert_equals_float (confLvl, 0.6f);
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gint catIndex = gst_analytics_cls_mtd_get_index_by_quark (&cls_mtd,
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g_quark_from_string ("cat"));
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confLvl = gst_analytics_cls_mtd_get_level (&cls_mtd, catIndex);
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GST_LOG ("Cat:%f", confLvl);
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assert_equals_float (confLvl, 0.4f);
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assert_equals_int (gst_analytics_mtd_get_id ((GstAnalyticsMtd *) & cls_mtd),
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0);
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conf_lvl[0] = 0.1f;
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conf_lvl[1] = 0.9f;
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ret =
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gst_analytics_relation_meta_add_cls_mtd (rmeta, 2, conf_lvl,
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class_quarks, &cls_mtd2);
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fail_unless (ret == TRUE);
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fail_unless (gst_analytics_relation_get_length (rmeta) == 2);
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dogIndex = gst_analytics_cls_mtd_get_index_by_quark (&cls_mtd2,
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class_quarks[0]);
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confLvl = gst_analytics_cls_mtd_get_level (&cls_mtd2, dogIndex);
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assert_equals_float (confLvl, 0.1f);
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catIndex = gst_analytics_cls_mtd_get_index_by_quark (&cls_mtd2,
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class_quarks[0]);
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confLvl = gst_analytics_cls_mtd_get_level (&cls_mtd2, catIndex);
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assert_equals_float (confLvl, 0.1f);
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/* Verify the relation meta contain the correct number of relatable metadata */
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fail_unless (gst_analytics_relation_get_length (rmeta) == 2);
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/* Verify first relatable metadata has the correct id. */
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assert_equals_int (gst_analytics_mtd_get_id ((GstAnalyticsMtd *) & cls_mtd),
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0);
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/* Verify second relatable metadata has the correct id. */
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assert_equals_int (gst_analytics_mtd_get_id (
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(GstAnalyticsMtd *) & cls_mtd2), 1);
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gst_buffer_unref (buf);
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}
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GST_END_TEST;
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GST_START_TEST (test_add_relation_meta)
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{
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/* Verify we set a relation between relatable metadata. */
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GstBuffer *buf;
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GstAnalyticsClsMtd cls_mtd[3];
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GstAnalyticsRelationMetaInitParams init_params = { 5, 150 };
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GstAnalyticsRelationMeta *relations;
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GQuark class_quarks[2];
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gboolean ret;
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buf = gst_buffer_new ();
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relations = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
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gfloat conf_lvl[] = { 0.6f, 0.4f };
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class_quarks[0] = g_quark_from_string ("dog");
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class_quarks[1] = g_quark_from_string ("cat");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[0]);
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fail_unless (ret == TRUE);
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gst_analytics_mtd_get_id ((GstAnalyticsMtd *)
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& cls_mtd[0]);
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conf_lvl[0] = 0.6f;
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conf_lvl[1] = 0.4f;
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class_quarks[0] = g_quark_from_string ("plant");
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class_quarks[1] = g_quark_from_string ("animal");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[1]);
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gst_analytics_mtd_get_id ((GstAnalyticsMtd *)
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& cls_mtd[1]);
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fail_unless (gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[0].id,
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cls_mtd[1].id) == TRUE);
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gst_buffer_unref (buf);
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}
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GST_END_TEST;
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GST_START_TEST (test_add_relation_inefficiency_reporting_cases)
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{
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/*
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* Verify inefficiency of relation order is reported.
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*/
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GstBuffer *buf;
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GstAnalyticsClsMtd cls_mtd[3];
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GstAnalyticsRelationMetaInitParams init_params = { 2, 10 };
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GstAnalyticsRelationMeta *relations;
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gboolean ret;
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GQuark class_quarks[2];
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buf = gst_buffer_new ();
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relations = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
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gfloat conf_lvl[] = { 0.6f, 0.4f };
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class_quarks[0] = g_quark_from_string ("dog");
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class_quarks[1] = g_quark_from_string ("cat");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[0]);
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fail_unless (gst_analytics_relation_get_length (relations) == 1);
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fail_unless (ret == TRUE);
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conf_lvl[0] = 0.6f;
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conf_lvl[1] = 0.4f;
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class_quarks[0] = g_quark_from_string ("plant");
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class_quarks[1] = g_quark_from_string ("animal");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[1]);
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fail_unless (gst_analytics_relation_get_length (relations) == 2);
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fail_unless (ret == TRUE);
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conf_lvl[0] = 0.6f;
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conf_lvl[1] = 0.4f;
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class_quarks[0] = g_quark_from_string ("male");
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class_quarks[1] = g_quark_from_string ("female");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[2]);
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fail_unless (gst_analytics_relation_get_length (relations) == 3);
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fail_unless (ret == TRUE);
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fail_unless (gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[0].id, cls_mtd[1].id)
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== TRUE);
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fail_unless (gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[0].id, cls_mtd[2].id)
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== TRUE);
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gst_buffer_unref (buf);
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}
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GST_END_TEST;
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GST_START_TEST (test_query_relation_meta_cases)
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{
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/* Verify we can query existence of direct and indirect relation */
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GstBuffer *buf;
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GstAnalyticsClsMtd cls_mtd[3];
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GstAnalyticsRelationMetaInitParams init_params = { 2, 150 };
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GstAnalyticsRelationMeta *relations;
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gboolean ret;
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GQuark class_quarks[2];
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buf = gst_buffer_new ();
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relations = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
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gfloat conf_lvl[] = { 0.6f, 0.4f };
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class_quarks[0] = g_quark_from_string ("dog");
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class_quarks[1] = g_quark_from_string ("cat");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[0]);
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fail_unless (ret == TRUE);
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conf_lvl[0] = 0.6f;
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conf_lvl[1] = 0.4f;
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class_quarks[0] = g_quark_from_string ("plant");
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class_quarks[1] = g_quark_from_string ("animal");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[1]);
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fail_unless (ret == TRUE);
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conf_lvl[0] = 0.6f;
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conf_lvl[1] = 0.4f;
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class_quarks[0] = g_quark_from_string ("male");
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class_quarks[1] = g_quark_from_string ("female");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[2]);
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fail_unless (ret == TRUE);
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// Pet is part of kingdom
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gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[0].id, cls_mtd[1].id);
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// Kingdom contain pet
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gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_CONTAIN, cls_mtd[1].id, cls_mtd[0].id);
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// Pet contain gender
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gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_CONTAIN, cls_mtd[0].id, cls_mtd[2].id);
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/* Query if pet relate kingdom through a IS_PART relation with a maximum
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* relation span of 1. Max relation span of 1 mean they directly related.*/
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gboolean exist = gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
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cls_mtd[1].id, 1, GST_ANALYTICS_REL_TYPE_IS_PART_OF, NULL);
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fail_unless (exist == TRUE);
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/* Query if pet relate to gender through a IS_PART relation. */
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exist = gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
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cls_mtd[2].id, 1, GST_ANALYTICS_REL_TYPE_IS_PART_OF, NULL);
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fail_unless (exist == FALSE);
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/* Query if pet relate to kingdom through a CONTAIN relation. */
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exist = gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
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cls_mtd[1].id, 1, GST_ANALYTICS_REL_TYPE_CONTAIN, NULL);
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fail_unless (exist == FALSE);
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GstAnalyticsRelTypes cond =
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GST_ANALYTICS_REL_TYPE_IS_PART_OF | GST_ANALYTICS_REL_TYPE_CONTAIN |
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GST_ANALYTICS_REL_TYPE_RELATE_TO;
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/* Query if pet relate to gender through IS_PART or CONTAIN or
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* RELATE_TO relation. */
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exist = gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
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cls_mtd[2].id, 1, cond, NULL);
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fail_unless (exist == TRUE);
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/* Query if pet relate to kindom through CONTAIN or RELATE_TO relation */
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cond = GST_ANALYTICS_REL_TYPE_CONTAIN | GST_ANALYTICS_REL_TYPE_RELATE_TO;
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exist = gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
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cls_mtd[1].id, 1, cond, NULL);
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fail_unless (exist == FALSE);
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/* Query if kingdom relate to gender through a CONTAIN relation with a maximum
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* relation span of 1. */
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exist = gst_analytics_relation_meta_exist (relations, cls_mtd[1].id,
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cls_mtd[2].id, 1, GST_ANALYTICS_REL_TYPE_CONTAIN, NULL);
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/* We expect this to fail because kingdom relate to gender CONTAIN relations
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* but indirectly (via pet) and we set the max relation span to 1*/
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fail_unless (exist == FALSE);
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/* Same has previous check but using INFINIT relation span */
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exist = gst_analytics_relation_meta_exist (relations, cls_mtd[1].id,
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cls_mtd[2].id, GST_INF_RELATION_SPAN, GST_ANALYTICS_REL_TYPE_CONTAIN,
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NULL);
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fail_unless (exist == TRUE);
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exist = gst_analytics_relation_meta_exist (relations, cls_mtd[2].id,
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cls_mtd[1].id, GST_INF_RELATION_SPAN, GST_ANALYTICS_REL_TYPE_CONTAIN,
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NULL);
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fail_unless (exist == FALSE);
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gst_buffer_unref (buf);
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}
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GST_END_TEST;
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GST_START_TEST (test_path_relation_meta)
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{
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/* Verify we can retrieve relation path */
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GstBuffer *buf;
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GstAnalyticsClsMtd cls_mtd[3];
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GstAnalyticsRelationMetaInitParams init_params = { 2, 150 };
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GstAnalyticsRelationMeta *relations;
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gboolean ret;
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GQuark class_quarks[2];
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buf = gst_buffer_new ();
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relations = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
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gfloat conf_lvl[] = { 0.6f, 0.4f };
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class_quarks[0] = g_quark_from_string ("dog");
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class_quarks[1] = g_quark_from_string ("cat");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[0]);
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fail_unless (ret == TRUE);
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fail_unless (cls_mtd[0].id == 0);
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conf_lvl[0] = 0.6f;
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conf_lvl[1] = 0.4f;
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class_quarks[0] = g_quark_from_string ("plant");
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class_quarks[1] = g_quark_from_string ("animal");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[1]);
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fail_unless (ret == TRUE);
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fail_unless (cls_mtd[1].id == 1);
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conf_lvl[0] = 0.6f;
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conf_lvl[1] = 0.4f;
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class_quarks[0] = g_quark_from_string ("male");
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class_quarks[1] = g_quark_from_string ("female");
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ret = gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
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class_quarks, &cls_mtd[2]);
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fail_unless (ret == TRUE);
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fail_unless (cls_mtd[2].id == 2);
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// Pet is part of kingdom
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gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[0].id, cls_mtd[1].id);
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// Kingdom contain pet
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gst_analytics_relation_meta_set_relation (relations,
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GST_ANALYTICS_REL_TYPE_CONTAIN, cls_mtd[1].id, cls_mtd[0].id);
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// Pet contain gender
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gst_analytics_relation_meta_set_relation (relations,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, cls_mtd[0].id, cls_mtd[2].id);
|
|
|
|
GArray *path = NULL;
|
|
GstAnalyticsRelTypes cond = GST_ANALYTICS_REL_TYPE_CONTAIN;
|
|
gboolean exist = gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
|
|
cls_mtd[2].id, GST_INF_RELATION_SPAN, cond, &path);
|
|
if (exist) {
|
|
fail_unless (path != NULL);
|
|
gint i;
|
|
gint path_check_ids[] = { 0, 2 };
|
|
fail_unless (path->len == 2);
|
|
for (i = 0; i < path->len; i++) {
|
|
fail_unless (path_check_ids[i] == g_array_index (path, gint, i));
|
|
}
|
|
g_array_free (g_steal_pointer (&path), TRUE);
|
|
fail_unless (i == 2);
|
|
}
|
|
|
|
cond = GST_ANALYTICS_REL_TYPE_CONTAIN;
|
|
exist = gst_analytics_relation_meta_exist (relations, cls_mtd[1].id,
|
|
cls_mtd[2].id, GST_INF_RELATION_SPAN, cond, &path);
|
|
if (exist) {
|
|
gint i;
|
|
gint path_check_ids[] = { 1, 0, 2 };
|
|
fail_unless (path != NULL);
|
|
fail_unless (path->len == 3);
|
|
for (i = 0; i < path->len; i++) {
|
|
fail_unless (path_check_ids[i] == g_array_index (path, gint, i));
|
|
}
|
|
g_array_free (g_steal_pointer (&path), TRUE);
|
|
fail_unless (i == 3);
|
|
}
|
|
gst_buffer_unref (buf);
|
|
}
|
|
|
|
GST_END_TEST;
|
|
|
|
GST_START_TEST (test_cyclic_relation_meta)
|
|
{
|
|
/* Verify we can discover cycle in relation and not report multiple time
|
|
* the same node and get into an infinit exploration */
|
|
|
|
GstBuffer *buf;
|
|
GstAnalyticsClsMtd cls_mtd[3];
|
|
GstAnalyticsRelationMetaInitParams init_params = { 2, 150 };
|
|
GstAnalyticsRelationMeta *relations;
|
|
gfloat conf_lvl[2];
|
|
GQuark class_quarks[2];
|
|
|
|
class_quarks[0] = g_quark_from_string ("attr1");
|
|
class_quarks[1] = g_quark_from_string ("attr2");
|
|
|
|
buf = gst_buffer_new ();
|
|
relations = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
|
|
|
|
conf_lvl[0] = 0.5f;
|
|
conf_lvl[1] = 0.5f;
|
|
gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
|
|
class_quarks, &cls_mtd[0]);
|
|
|
|
gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
|
|
class_quarks, &cls_mtd[1]);
|
|
|
|
gst_analytics_relation_meta_add_cls_mtd (relations, 2, conf_lvl,
|
|
class_quarks, &cls_mtd[2]);
|
|
|
|
// (0) -> (1)
|
|
gst_analytics_relation_meta_set_relation (relations,
|
|
GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[0].id, cls_mtd[1].id);
|
|
|
|
// (1)->(2)
|
|
gst_analytics_relation_meta_set_relation (relations,
|
|
GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[1].id, cls_mtd[2].id);
|
|
|
|
// (2) -> (0)
|
|
gst_analytics_relation_meta_set_relation (relations,
|
|
GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd[2].id, cls_mtd[0].id);
|
|
|
|
GArray *path = NULL;
|
|
GstAnalyticsRelTypes cond = GST_ANALYTICS_REL_TYPE_CONTAIN;
|
|
gboolean exist = gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
|
|
cls_mtd[2].id, GST_INF_RELATION_SPAN, cond, &path);
|
|
fail_unless (exist == FALSE);
|
|
|
|
cond = GST_ANALYTICS_REL_TYPE_IS_PART_OF;
|
|
exist =
|
|
gst_analytics_relation_meta_exist (relations, cls_mtd[0].id,
|
|
cls_mtd[2].id, GST_INF_RELATION_SPAN, cond, &path);
|
|
fail_unless (exist == TRUE);
|
|
if (exist) {
|
|
gint i;
|
|
gint path_ids[] = { 0, 1, 2 };
|
|
fail_unless (path->len == 3);
|
|
for (i = 0; i < path->len; i++) {
|
|
fail_unless (path_ids[i] == g_array_index (path, gint, i));
|
|
}
|
|
g_array_free (g_steal_pointer (&path), TRUE);
|
|
fail_unless (i == 3);
|
|
}
|
|
|
|
gst_buffer_unref (buf);
|
|
}
|
|
|
|
GST_END_TEST;
|
|
|
|
GST_START_TEST (test_add_od_meta)
|
|
{
|
|
/* Verity we can add Object Detection relatable metadata to a relation
|
|
* metadata */
|
|
GstBuffer *buf;
|
|
GstAnalyticsRelationMetaInitParams init_params = { 5, 150 };
|
|
GstAnalyticsRelationMeta *rmeta;
|
|
GstAnalyticsODMtd od_mtd;
|
|
gboolean ret;
|
|
buf = gst_buffer_new ();
|
|
|
|
rmeta = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
|
|
|
|
GQuark type = g_quark_from_string ("dog");
|
|
gint x = 20;
|
|
gint y = 20;
|
|
gint w = 10;
|
|
gint h = 15;
|
|
gfloat loc_conf_lvl = 0.6f;
|
|
ret = gst_analytics_relation_meta_add_od_mtd (rmeta, type, x, y,
|
|
w, h, loc_conf_lvl, &od_mtd);
|
|
fail_unless (ret == TRUE);
|
|
gst_buffer_unref (buf);
|
|
}
|
|
|
|
GST_END_TEST;
|
|
|
|
GST_START_TEST (test_od_meta_fields)
|
|
{
|
|
/* Verify we can readback fields of object detection metadata */
|
|
GstBuffer *buf;
|
|
GstAnalyticsRelationMetaInitParams init_params = { 5, 150 };
|
|
GstAnalyticsRelationMeta *rmeta;
|
|
GstAnalyticsODMtd od_mtd;
|
|
gboolean ret;
|
|
buf = gst_buffer_new ();
|
|
|
|
rmeta = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
|
|
|
|
GQuark type = g_quark_from_string ("dog");
|
|
gint x = 21;
|
|
gint y = 20;
|
|
gint w = 10;
|
|
gint h = 15;
|
|
gfloat loc_conf_lvl = 0.6f;
|
|
ret = gst_analytics_relation_meta_add_od_mtd (rmeta, type, x, y,
|
|
w, h, loc_conf_lvl, &od_mtd);
|
|
|
|
fail_unless (ret == TRUE);
|
|
|
|
gint _x, _y, _w, _h;
|
|
gfloat _loc_conf_lvl;
|
|
gst_analytics_od_mtd_get_location (&od_mtd, &_x, &_y, &_w, &_h,
|
|
&_loc_conf_lvl);
|
|
|
|
fail_unless (_x == x);
|
|
fail_unless (_y == y);
|
|
fail_unless (_w == w);
|
|
fail_unless (_h == h);
|
|
fail_unless (_loc_conf_lvl == loc_conf_lvl);
|
|
|
|
gst_buffer_unref (buf);
|
|
}
|
|
|
|
GST_END_TEST;
|
|
|
|
GST_START_TEST (test_od_cls_relation)
|
|
{
|
|
/* Verify we can add a object detection and classification metadata to
|
|
* a relation metadata */
|
|
|
|
GstBuffer *buf;
|
|
GstAnalyticsClsMtd cls_mtd;
|
|
GstAnalyticsODMtd od_mtd;
|
|
/* We intentionally set buffer small than required to verify sanity
|
|
* with re-allocation */
|
|
GstAnalyticsRelationMetaInitParams init_params = { 5, 150 };
|
|
GstAnalyticsRelationMeta *rmeta;
|
|
gboolean ret;
|
|
GArray *path = NULL;
|
|
gboolean exist;
|
|
gint _x, _y, _w, _h;
|
|
gfloat _loc_conf_lvl;
|
|
GQuark class_quarks[2];
|
|
|
|
buf = gst_buffer_new ();
|
|
rmeta = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
|
|
|
|
gfloat conf_lvl[] = { 0.7f, 0.3f };
|
|
class_quarks[0] = g_quark_from_string ("dog");
|
|
class_quarks[1] = g_quark_from_string ("cat");
|
|
|
|
gst_analytics_relation_meta_add_cls_mtd (rmeta, 2, conf_lvl,
|
|
class_quarks, &cls_mtd);
|
|
|
|
GQuark type = g_quark_from_string ("dog");
|
|
gint x = 21;
|
|
gint y = 20;
|
|
gint w = 10;
|
|
gint h = 15;
|
|
gfloat loc_conf_lvl = 0.6f;
|
|
gst_analytics_relation_meta_add_od_mtd (rmeta, type, x, y, w, h,
|
|
loc_conf_lvl, &od_mtd);
|
|
|
|
ret = gst_analytics_relation_meta_set_relation (rmeta,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, od_mtd.id, cls_mtd.id);
|
|
fail_unless (ret == TRUE);
|
|
|
|
ret = gst_analytics_relation_meta_set_relation (rmeta,
|
|
GST_ANALYTICS_REL_TYPE_IS_PART_OF, cls_mtd.id, od_mtd.id);
|
|
fail_unless (ret == TRUE);
|
|
|
|
/* Verify OD relate to CLS only through a CONTAIN relation */
|
|
exist = gst_analytics_relation_meta_exist (rmeta,
|
|
od_mtd.id, cls_mtd.id, GST_INF_RELATION_SPAN,
|
|
GST_ANALYTICS_REL_TYPE_IS_PART_OF, NULL);
|
|
fail_unless (exist == FALSE);
|
|
|
|
exist = gst_analytics_relation_meta_exist (rmeta,
|
|
od_mtd.id, cls_mtd.id, GST_INF_RELATION_SPAN,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, &path);
|
|
fail_unless (exist == TRUE);
|
|
|
|
/* Query the relation path and verify it is correct */
|
|
gint ids[2];
|
|
gint i;
|
|
fail_unless (path->len == 2);
|
|
for (i = 0; i < path->len; i++) {
|
|
ids[i] = g_array_index (path, gint, i);
|
|
GST_LOG ("id=%u", ids[i]);
|
|
}
|
|
g_array_free (g_steal_pointer (&path), TRUE);
|
|
fail_unless (ids[0] == 1);
|
|
fail_unless (ids[1] == 0);
|
|
|
|
GstAnalyticsMtd rlt_mtd;
|
|
exist = gst_analytics_relation_meta_get_mtd (rmeta, ids[0], 0, &rlt_mtd);
|
|
fail_unless (exist == TRUE);
|
|
|
|
GQuark mtd_type = gst_analytics_mtd_get_type_quark (&rlt_mtd);
|
|
|
|
/* Verify relatable meta with id == 1 is of type Object Detection */
|
|
fail_unless (mtd_type == gst_analytics_od_mtd_get_type_quark ());
|
|
|
|
gst_analytics_od_mtd_get_location ((GstAnalyticsODMtd *) & rlt_mtd, &_x, &_y,
|
|
&_w, &_h, &_loc_conf_lvl);
|
|
fail_unless (_x == x);
|
|
fail_unless (_y == y);
|
|
fail_unless (_w == w);
|
|
fail_unless (_h == h);
|
|
fail_unless (_loc_conf_lvl == loc_conf_lvl);
|
|
|
|
GST_LOG ("mtd_type:%s", g_quark_to_string (mtd_type));
|
|
|
|
exist = gst_analytics_relation_meta_get_mtd (rmeta, ids[1], 0, &rlt_mtd);
|
|
fail_unless (exist == TRUE);
|
|
mtd_type = gst_analytics_mtd_get_type_quark (&rlt_mtd);
|
|
|
|
/* Verify relatable meta with id == 0 is of type classification */
|
|
fail_unless (mtd_type == gst_analytics_cls_mtd_get_type_quark ());
|
|
gint index =
|
|
gst_analytics_cls_mtd_get_index_by_quark ((GstAnalyticsClsMtd *) &
|
|
rlt_mtd,
|
|
g_quark_from_string ("dog"));
|
|
gfloat lvl =
|
|
gst_analytics_cls_mtd_get_level ((GstAnalyticsClsMtd *) & rlt_mtd, index);
|
|
GST_LOG ("dog %f [%d, %d %d, %d", lvl, _x, _y, _w, _h);
|
|
|
|
fail_unless (lvl == 0.7f);
|
|
index =
|
|
gst_analytics_cls_mtd_get_index_by_quark ((GstAnalyticsClsMtd *) &
|
|
rlt_mtd, g_quark_from_string ("cat"));
|
|
lvl =
|
|
gst_analytics_cls_mtd_get_level ((GstAnalyticsClsMtd *) & rlt_mtd, index);
|
|
fail_unless (lvl == 0.3f);
|
|
|
|
GST_LOG ("mtd_type:%s", g_quark_to_string (mtd_type));
|
|
GST_LOG ("cat %f [%d, %d %d, %d", lvl, _x, _y, _w, _h);
|
|
|
|
gst_buffer_unref (buf);
|
|
}
|
|
|
|
GST_END_TEST;
|
|
|
|
GST_START_TEST (test_multi_od_cls_relation)
|
|
{
|
|
GstBuffer *buf;
|
|
GstAnalyticsClsMtd cls_mtd[3];
|
|
GstAnalyticsODMtd od_mtd[2];
|
|
GstAnalyticsRelationMetaInitParams init_params = { 5, 150 };
|
|
GstAnalyticsRelationMeta *rmeta;
|
|
gint cls_id, ids[2], i;
|
|
gboolean ret;
|
|
const gint dog_cls_index = 0;
|
|
const gint cat_cls_index = 1;
|
|
gfloat cls_conf_lvl[2], lvl;
|
|
GArray *path = NULL;
|
|
gfloat _loc_conf_lvl;
|
|
gint x, _x, y, _y, w, _w, h, _h;
|
|
GQuark mtd_type, cls_type;
|
|
GstAnalyticsMtd mtd;
|
|
gpointer state = NULL;
|
|
GQuark class_quarks[2];
|
|
class_quarks[0] = g_quark_from_string ("dog");
|
|
class_quarks[1] = g_quark_from_string ("cat");
|
|
|
|
|
|
buf = gst_buffer_new ();
|
|
rmeta = gst_buffer_add_analytics_relation_meta_full (buf, &init_params);
|
|
|
|
/* Define first relation ObjectDetection -contain-> Classification */
|
|
cls_conf_lvl[dog_cls_index] = 0.7f;
|
|
cls_conf_lvl[cat_cls_index] = 0.3f;
|
|
|
|
gst_analytics_relation_meta_add_cls_mtd (rmeta, 2, cls_conf_lvl,
|
|
class_quarks, &cls_mtd[0]);
|
|
|
|
cls_type = g_quark_from_string ("dog");
|
|
x = 21;
|
|
y = 20;
|
|
w = 10;
|
|
h = 15;
|
|
gfloat loc_conf_lvl = 0.6f;
|
|
gst_analytics_relation_meta_add_od_mtd (rmeta, cls_type, x, y, w,
|
|
h, loc_conf_lvl, &od_mtd[0]);
|
|
|
|
ret = gst_analytics_relation_meta_set_relation (rmeta,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, od_mtd[0].id, cls_mtd[0].id);
|
|
fail_unless (ret == TRUE);
|
|
GST_LOG ("Set rel Obj:%d -c-> Cls:%d", od_mtd[0].id, cls_mtd[0].id);
|
|
|
|
/* Define second relation ObjectDetection -contain-> Classification */
|
|
cls_conf_lvl[dog_cls_index] = 0.1f;
|
|
cls_conf_lvl[cat_cls_index] = 0.9f;
|
|
gst_analytics_relation_meta_add_cls_mtd (rmeta, 2, cls_conf_lvl,
|
|
class_quarks, &cls_mtd[1]);
|
|
|
|
cls_type = g_quark_from_string ("cat");
|
|
x = 50;
|
|
y = 21;
|
|
w = 11;
|
|
h = 16;
|
|
loc_conf_lvl = 0.7f;
|
|
gst_analytics_relation_meta_add_od_mtd (rmeta, cls_type, x, y, w,
|
|
h, loc_conf_lvl, &od_mtd[1]);
|
|
|
|
ret = gst_analytics_relation_meta_set_relation (rmeta,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, od_mtd[1].id, cls_mtd[1].id);
|
|
|
|
GST_LOG ("Set rel Obj:%d -c-> Cls:%d", od_mtd[1].id, cls_mtd[1].id);
|
|
fail_unless (ret == TRUE);
|
|
|
|
/* Query relations */
|
|
|
|
/* Query relation between first object detection and first classification
|
|
* and verify they are only related by CONTAIN relation OD relate to
|
|
* CLASSIFICATION through a CONTAIN relation. */
|
|
gboolean exist =
|
|
gst_analytics_relation_meta_exist (rmeta, od_mtd[0].id, cls_mtd[0].id,
|
|
GST_INF_RELATION_SPAN,
|
|
GST_ANALYTICS_REL_TYPE_IS_PART_OF, NULL);
|
|
fail_unless (exist == FALSE);
|
|
|
|
exist =
|
|
gst_analytics_relation_meta_exist (rmeta, od_mtd[0].id, cls_mtd[0].id,
|
|
GST_INF_RELATION_SPAN, GST_ANALYTICS_REL_TYPE_CONTAIN, NULL);
|
|
fail_unless (exist == TRUE);
|
|
|
|
|
|
/* Query relation between second object detection and second classification
|
|
* and verify they are only related by CONTAIN relation OD relate to
|
|
* CLASSIFICATION through a CONTAIN relation.
|
|
*/
|
|
exist =
|
|
gst_analytics_relation_meta_exist (rmeta, od_mtd[1].id, cls_mtd[1].id,
|
|
GST_INF_RELATION_SPAN, GST_ANALYTICS_REL_TYPE_CONTAIN, &path);
|
|
fail_unless (exist == TRUE);
|
|
|
|
/* Verify relation path between OD second (id=3) and Cls second (id=2)
|
|
* is correct
|
|
*/
|
|
fail_unless (path->len == 2);
|
|
for (i = 0; i < path->len; i++) {
|
|
ids[i] = g_array_index (path, gint, i);
|
|
GST_LOG ("id=%u", ids[i]);
|
|
}
|
|
g_array_free (g_steal_pointer (&path), TRUE);
|
|
fail_unless (ids[0] == 3);
|
|
fail_unless (ids[1] == 2);
|
|
|
|
/* Verify the relatable metadata 3 is of correct type
|
|
* (ObjectDetection). Verify it describe the correct
|
|
* the correct data.
|
|
*/
|
|
gst_analytics_relation_meta_get_mtd (rmeta, ids[0], 0, &mtd);
|
|
mtd_type = gst_analytics_mtd_get_type_quark (&mtd);
|
|
fail_unless (mtd_type == gst_analytics_od_mtd_get_type_quark ());
|
|
|
|
gst_analytics_od_mtd_get_location ((GstAnalyticsODMtd *) & mtd, &_x, &_y, &_w,
|
|
&_h, &_loc_conf_lvl);
|
|
fail_unless (_x == 50);
|
|
fail_unless (_y == 21);
|
|
fail_unless (_w == 11);
|
|
fail_unless (_h == 16);
|
|
fail_unless (_loc_conf_lvl == 0.7f);
|
|
|
|
GST_LOG ("mtd_type:%s", g_quark_to_string (mtd_type));
|
|
|
|
/* Verify the relatable metadata 2 is of correct type
|
|
* (ObjectDetection).
|
|
*/
|
|
gst_analytics_relation_meta_get_mtd (rmeta, ids[1], 0, &mtd);
|
|
mtd_type = gst_analytics_mtd_get_type_quark (&mtd);
|
|
fail_unless (mtd_type == gst_analytics_cls_mtd_get_type_quark ());
|
|
|
|
/* Verify data of the CLASSIFICATION retrieved */
|
|
gint index =
|
|
gst_analytics_cls_mtd_get_index_by_quark ((GstAnalyticsClsMtd *) & mtd,
|
|
g_quark_from_string ("dog"));
|
|
lvl = gst_analytics_cls_mtd_get_level ((GstAnalyticsClsMtd *) & mtd, index);
|
|
GST_LOG ("dog %f [%d, %d %d, %d", lvl, _x, _y, _w, _h);
|
|
fail_unless (lvl == 0.1f);
|
|
|
|
/* Verify data of the CLASSIFICATION retrieved */
|
|
index =
|
|
gst_analytics_cls_mtd_get_index_by_quark ((GstAnalyticsClsMtd *) & mtd,
|
|
g_quark_from_string ("cat"));
|
|
lvl = gst_analytics_cls_mtd_get_level ((GstAnalyticsClsMtd *) & mtd, index);
|
|
GST_LOG ("mtd_type:%s", g_quark_to_string (mtd_type));
|
|
GST_LOG ("cat %f [%d, %d %d, %d", lvl, _x, _y, _w, _h);
|
|
fail_unless (lvl == 0.9f);
|
|
|
|
/* Retrieve relatable metadata related to the first object detection
|
|
* through a CONTAIN relation of type CLASSIFICATION
|
|
* Verify it's the first classification metadata
|
|
*/
|
|
gst_analytics_relation_meta_get_direct_related (rmeta, od_mtd[0].id,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, gst_analytics_cls_mtd_get_type_quark (),
|
|
&state, &mtd);
|
|
|
|
cls_id = gst_analytics_mtd_get_id (&mtd);
|
|
GST_LOG ("Obj:%d -> Cls:%d", od_mtd[0].id, cls_id);
|
|
fail_unless (cls_id == cls_mtd[0].id);
|
|
|
|
state = NULL;
|
|
/* Retrieve relatable metadata related to the second object detection
|
|
* through a CONTAIN relation of type CLASSIFICATION
|
|
* Verify it's the first classification metadata
|
|
*/
|
|
gst_analytics_relation_meta_get_direct_related (rmeta, od_mtd[1].id,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, gst_analytics_cls_mtd_get_type_quark (),
|
|
&state, &mtd);
|
|
cls_id = gst_analytics_mtd_get_id (&mtd);
|
|
|
|
GST_LOG ("Obj:%d -> Cls:%d", od_mtd[1].id, cls_id);
|
|
fail_unless (cls_id == cls_mtd[1].id);
|
|
|
|
cls_conf_lvl[dog_cls_index] = 0.2f;
|
|
cls_conf_lvl[cat_cls_index] = 0.8f;
|
|
class_quarks[0] = g_quark_from_string ("canine");
|
|
class_quarks[1] = g_quark_from_string ("feline");
|
|
gst_analytics_relation_meta_add_cls_mtd (rmeta, 2, cls_conf_lvl,
|
|
class_quarks, &cls_mtd[2]);
|
|
|
|
ret = gst_analytics_relation_meta_set_relation (rmeta,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, od_mtd[1].id, cls_mtd[2].id);
|
|
|
|
state = NULL;
|
|
ret = gst_analytics_relation_meta_get_direct_related (rmeta, od_mtd[1].id,
|
|
GST_ANALYTICS_REL_TYPE_CONTAIN, gst_analytics_od_mtd_get_type_quark (),
|
|
&state, &mtd);
|
|
|
|
fail_unless (ret == FALSE);
|
|
|
|
gst_buffer_unref (buf);
|
|
}
|
|
|
|
GST_END_TEST;
|
|
|
|
GST_START_TEST (test_add_tracking_meta)
|
|
{
|
|
/* Verify we can add tracking relatable meta to relation meta */
|
|
GstBuffer *buf1, *buf2;
|
|
GstAnalyticsRelationMetaInitParams init_params = { 5, 150 };
|
|
GstAnalyticsRelationMeta *rmeta;
|
|
GstAnalyticsTrackingMtd tracking_mtd;
|
|
guint tracking_id;
|
|
GstClockTime tracking_observation_time_1;
|
|
gboolean ret;
|
|
|
|
/* Verify we can add multiple trackings to relation metadata
|
|
*/
|
|
|
|
buf1 = gst_buffer_new ();
|
|
rmeta = gst_buffer_add_analytics_relation_meta_full (buf1, &init_params);
|
|
tracking_id = 1;
|
|
tracking_observation_time_1 = GST_BUFFER_TIMESTAMP (buf1);
|
|
ret = gst_analytics_relation_meta_add_tracking_mtd (rmeta, tracking_id,
|
|
tracking_observation_time_1, &tracking_mtd);
|
|
fail_unless (ret == TRUE);
|
|
|
|
gst_buffer_unref (buf1);
|
|
|
|
buf2 = gst_buffer_new ();
|
|
rmeta = gst_buffer_add_analytics_relation_meta_full (buf2, &init_params);
|
|
tracking_id = 1;
|
|
ret = gst_analytics_relation_meta_add_tracking_mtd (rmeta, tracking_id,
|
|
tracking_observation_time_1, &tracking_mtd);
|
|
fail_unless (ret == TRUE);
|
|
|
|
gst_buffer_unref (buf2);
|
|
}
|
|
|
|
GST_END_TEST;
|
|
|
|
static Suite *
|
|
analyticmeta_suite (void)
|
|
{
|
|
|
|
Suite *s;
|
|
TCase *tc_chain_cls;
|
|
TCase *tc_chain_relation;
|
|
TCase *tc_chain_od;
|
|
TCase *tc_chain_od_cls;
|
|
TCase *tc_chain_tracking;
|
|
|
|
s = suite_create ("Analytic Meta Library");
|
|
|
|
tc_chain_cls = tcase_create ("Classification Mtd");
|
|
suite_add_tcase (s, tc_chain_cls);
|
|
tcase_add_test (tc_chain_cls, test_add_classification_meta);
|
|
tcase_add_test (tc_chain_cls, test_classification_meta_classes);
|
|
|
|
tcase_add_test (tc_chain_cls, test_meta_pooled);
|
|
|
|
tc_chain_relation = tcase_create ("Relation Meta");
|
|
suite_add_tcase (s, tc_chain_relation);
|
|
tcase_add_test (tc_chain_relation, test_add_relation_meta);
|
|
tcase_add_test (tc_chain_relation,
|
|
test_add_relation_inefficiency_reporting_cases);
|
|
tcase_add_test (tc_chain_relation, test_query_relation_meta_cases);
|
|
tcase_add_test (tc_chain_relation, test_path_relation_meta);
|
|
tcase_add_test (tc_chain_relation, test_cyclic_relation_meta);
|
|
|
|
tc_chain_od = tcase_create ("Object Detection Mtd");
|
|
suite_add_tcase (s, tc_chain_od);
|
|
tcase_add_test (tc_chain_od, test_add_od_meta);
|
|
tcase_add_test (tc_chain_od, test_od_meta_fields);
|
|
|
|
tc_chain_od_cls = tcase_create ("Object Detection <-> Classification Mtd");
|
|
suite_add_tcase (s, tc_chain_od_cls);
|
|
tcase_add_test (tc_chain_od_cls, test_od_cls_relation);
|
|
tcase_add_test (tc_chain_od_cls, test_multi_od_cls_relation);
|
|
|
|
tc_chain_tracking = tcase_create ("Tracking Mtd");
|
|
suite_add_tcase (s, tc_chain_tracking);
|
|
tcase_add_test (tc_chain_tracking, test_add_tracking_meta);
|
|
return s;
|
|
}
|
|
|
|
GST_CHECK_MAIN (analyticmeta);
|