image_info_202103041430表结构: { "name": "image_info_202103041430", "partition_num": 15, "replica_num": 3, "engine": { "name": "gamma", "index_size": 1000, "id_type": "string", "retrieval_type": "HNSW", "retrieval_param": { "metric_type": "InnerProduct", "nlinks": 32, "efConstruction": 40 } }, "properties": { "album_id": { "type": "string", "index": true }, "movie_id": { "type": "string", "index": true }, "filter_key": { "type":"string" }, "vec": { "type": "vector", "dimension": 512, "format": "normalization", "store_type": "MemoryOnly", "store_param": { "cache_size": 512 } } } } image_info_202103041722表结构: { "name": "image_info_202103041722", "partition_num": 1, "replica_num": 3, "engine": { "name": "gamma", "index_size": 1000, "id_type": "string", "retrieval_type": "HNSW", "retrieval_param": { "metric_type": "InnerProduct", "nlinks": 32, "efConstruction": 40 } }, "properties": { "album_id": { "type": "string", "index": true }, "movie_id": { "type": "string", "index": true }, "filter_key": { "type":"string" }, "vec": { "type": "vector", "dimension": 512, "format": "normalization", "store_type": "MemoryOnly", "store_param": { "cache_size": 512 } } } } 测试方式： 1）检索image_info_202103041430表【15个分区，3个副本】 CASE1、用一个向量进行批量检索， 请求参数： http://*****/vearch_test/image_info_202103041430/_bulk_search [{ "query": { "sum": [{ "field": "vec", "feature": [0.026244670152664185, 0.06753980368375778, 0.06410842388868332, 0.009202597662806511, 0.059326477348804474, 0.0039045398589223623, 0.021595928817987442, 0.0271541029214859, 0.016812363639473915, 0.019754180684685707, 0.07057357579469681, 0.003966852091252804, 0.0023315094877034426, 0.09489846974611282, 0.02893955260515213, 0.06488818675279617, 0.0033618786837905645, 0.02231084369122982, 0.019353020936250687, 0.004530223086476326, 0.037561241537332535, 0.05947550758719444, 0.06540903449058533, 0.17362573742866516, 0.0024052606895565987, 0.013833532109856606, 0.05237944424152374, 0.07845064252614975, 0.011913067661225796, 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"score": 0.945872 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01122.jpg", "movie_id": "3772" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-8854684491022126555", "_score": 0.9456561803817749, "_extra": { "vector_result": [ { "source": "", "score": 0.945656, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01121.jpg", "movie_id": "3771" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-5942203992127972060", "_score": 0.8914264440536499, "_extra": { "vector_result": [ { "score": 0.891426, "field": "vec", "source": "" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01101.jpg", "movie_id": "3751" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "2724692704995228562", "_score": 0.8815599679946899, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.88156 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01098.jpg", "movie_id": "3748" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "4676530982699612442", "_score": 0.881458044052124, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.881458 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01099.jpg", "movie_id": "3749" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-4315146285062143726", "_score": 0.8793010711669922, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.879301 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01093.jpg", "movie_id": "3743" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "4676405336553882595", "_score": 0.8738752603530884, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.873875 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01100.jpg", "movie_id": "3750" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-6745457358484977099", "_score": 0.8612774014472961, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.861277 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01092.jpg", "movie_id": "3742" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "8103946095964603075", "_score": 0.8247960805892944, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.824796 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00778.jpg", "movie_id": "3428" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-6437348979435840469", "_score": 0.8095707297325134, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.809571 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00476.jpg", "movie_id": "3126" } } ] } } ] } CASE2、用100个向量进行批量检索 请求参数：http://*****/vearch_test/image_info_202103041430/_bulk_search 【第1个向量值与CASE1的查询条件相同，但是结果明显不同】 [{ "query": { "sum": [{ "field": "vec", "feature": [0.026244670152664185, 0.06753980368375778, 0.06410842388868332, 0.009202597662806511, 0.059326477348804474, 0.0039045398589223623, 0.021595928817987442, 0.0271541029214859, 0.016812363639473915, 0.019754180684685707, 0.07057357579469681, 0.003966852091252804, 0.0023315094877034426, 0.09489846974611282, 0.02893955260515213, 0.06488818675279617, 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[ { "took": 441, "timed_out": false, "_shards": { "total": 15, "successful": 15 }, "hits": { "total": 10, "max_score": 0.94587242603302, "hits": [ { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "1736851416538474144", "_score": 0.7944397330284119, "_extra": { "vector_result": [ { "source": "", "score": 0.79444, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01763.jpg", "movie_id": "4413" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-7673242242149654452", "_score": 0.796241819858551, "_extra": { "vector_result": [ { "source": "", "score": 0.796242, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00776.jpg", "movie_id": "3426" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-4315146285062143726", "_score": 0.8793010711669922, "_extra": { "vector_result": [ { "score": 0.879301, "field": "vec", "source": "" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01093.jpg", "movie_id": "3743" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-1297929443932897724", "_score": 0.8038251399993896, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.803825 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00773.jpg", "movie_id": "3423" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "8191298123203876447", "_score": 0.7909513711929321, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.790951 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00774.jpg", "movie_id": "3424" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "80780390646252864", "_score": 0.790083646774292, "_extra": { "vector_result": [ { "score": 0.790084, "field": "vec", "source": "" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01152.jpg", "movie_id": "3802" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "8103946095964603075", "_score": 0.8247960805892944, "_extra": { "vector_result": [ { "source": "", "score": 0.824796, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00778.jpg", "movie_id": "3428" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-3963143539207211748", "_score": 0.7947593927383423, "_extra": { "vector_result": [ { "source": "", "score": 0.794759, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00775.jpg", "movie_id": "3425" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "-7785928018557145241", "_score": 0.7778195738792419, "_extra": { "vector_result": [ { "source": "", "score": 0.77782, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00482.jpg", "movie_id": "3132" } }, { "_index": "vearch_test", "_type": "image_info_202103041430", "_id": "6955008963167681791", "_score": 0.7811728715896606, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.781173 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01137.jpg", "movie_id": "3787" } } ] } }, ....剩下99组结果 ] } 2）检索image_info_202103041430表【15个分区，3个副本】 CASE3、用一个向量进行批量检索，【请求参数与CASE1的请求参数完全相同，返回结果除了耗时有微妙差别外，返回结果集及score都相同】 请求参数： 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"image_info_202103041722", "_id": "3449743152497973992", "_score": 0.9456561803817749, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.945656 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01121.jpg", "movie_id": "3771" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "810984429276415300", "_score": 0.8914264440536499, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.891426 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01101.jpg", "movie_id": "3751" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "2197181412718229405", "_score": 0.8815599679946899, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.88156 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01098.jpg", "movie_id": "3748" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "-161831738108627374", "_score": 0.881458044052124, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.881458 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01099.jpg", "movie_id": "3749" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "2598724114247394085", "_score": 0.8793010711669922, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.879301 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01093.jpg", "movie_id": "3743" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "4764583921708300505", "_score": 0.8738752603530884, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.873875 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01100.jpg", "movie_id": "3750" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "8917135398340365140", "_score": 0.8612774014472961, "_extra": { "vector_result": [ { "source": "", "score": 0.861277, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01092.jpg", "movie_id": "3742" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "-3417791204846984364", "_score": 0.8247960805892944, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.824796 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00778.jpg", "movie_id": "3428" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "-8222384122400757117", "_score": 0.8095707297325134, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.809571 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00476.jpg", "movie_id": "3126" } } ] } } ] } CASE4、用100个向量进行批量检索 请求参数：http://**********/vearch_test/image_info_202103041722/_bulk_search 【查询条件完全和CASE2相同，第一个向量和CASE1,CASE3的向量相同】 [{ "query": { "sum": [{ "field": "vec", "feature": [0.026244670152664185, 0.06753980368375778, 0.06410842388868332, 0.009202597662806511, 0.059326477348804474, 0.0039045398589223623, 0.021595928817987442, 0.0271541029214859, 0.016812363639473915, 0.019754180684685707, 0.07057357579469681, 0.003966852091252804, 0.0023315094877034426, 0.09489846974611282, 0.02893955260515213, 0.06488818675279617, 0.0033618786837905645, 0.02231084369122982, 0.019353020936250687, 0.004530223086476326, 0.037561241537332535, 0.05947550758719444, 0.06540903449058533, 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"_type": "image_info_202103041722", "_id": "3669291766911397630", "_score": 0.94587242603302, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.945872 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01122.jpg", "movie_id": "3772" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "3449743152497973992", "_score": 0.9456561803817749, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.945656 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01121.jpg", "movie_id": "3771" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "810984429276415300", "_score": 0.8914264440536499, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.891426 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01101.jpg", "movie_id": "3751" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "2197181412718229405", "_score": 0.8815599679946899, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.88156 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01098.jpg", "movie_id": "3748" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "-161831738108627374", "_score": 0.881458044052124, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.881458 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01099.jpg", "movie_id": "3749" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "2598724114247394085", "_score": 0.8793010711669922, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.879301 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01093.jpg", "movie_id": "3743" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "4764583921708300505", "_score": 0.8738752603530884, "_extra": { "vector_result": [ { "score": 0.873875, "field": "vec", "source": "" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01100.jpg", "movie_id": "3750" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "8917135398340365140", "_score": 0.8612774014472961, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.861277 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/01092.jpg", "movie_id": "3742" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "-3417791204846984364", "_score": 0.8247960805892944, "_extra": { "vector_result": [ { "field": "vec", "source": "", "score": 0.824796 } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00778.jpg", "movie_id": "3428" } }, { "_index": "vearch_test", "_type": "image_info_202103041722", "_id": "-8222384122400757117", "_score": 0.8095707297325134, "_extra": { "vector_result": [ { "source": "", "score": 0.809571, "field": "vec" } ] }, "_source": { "album_id": "10000", "filter_key": "/data/dibiao/videos/videodetectv1/data/我是余欢水/gallery/14727441100/00476.jpg", "movie_id": "3126" } } ] } }, ....剩余99个结果集 ] }