【发布时间】:2019-05-22 03:31:20
【问题描述】:
我已经花了整整一周的时间来解决这个问题。我正在关注这个(相当老的)article on e-commerce search and faceted filtering 等,到目前为止它运行良好(搜索结果很好,当在查询中应用过滤器时聚合工作很好。我使用的是 ElasticSearch 6.1.1。
但是因为我想让我的用户在构面上执行多项选择,所以我将过滤器移到了 post_filter 部分。这仍然运行良好,它可以正确过滤结果并准确显示整个文档集的聚合计数。
阅读this question on StackOverflow 后,我意识到我必须使用“过滤”聚合和“特殊”聚合来执行一些疯狂的杂技,以相互修剪聚合以显示正确的计数并允许多个过滤器在同时。我已经要求对这个问题进行一些澄清,但还没有回应(这是一个老问题)。
我长期以来一直在努力解决的问题是在 嵌套字段 上获得一组过滤聚合,其中所有方面都使用所有过滤器进行过滤。
我的计划是使用常规聚合(未过滤)并保持所选方面聚合不过滤(以便我可以选择多个条目)但使用当前选定的方面过滤所有其他聚合,以便我只能显示过滤器我仍然可以申请。
但是,如果我在文档上使用相同的过滤器(效果很好),并将过滤器放在过滤后的聚合中,它们就不会按预期工作。计数都是错误的。我知道聚合是在过滤器之前计算的,这就是我在我想要的聚合上复制过滤器的原因。
这是我的查询:
"query": {
"bool": {
"must": [
{
"multi_match": {
"fields": [
"search_data.full_text_boosted^7",
"search_data.full_text^2"
],
"type": "cross_fields",
"analyzer": "full_text_search_analyzer",
"query": "some book"
}
}
]
}
}
这里没什么特别的,它运行良好并返回相关结果。
这是我的过滤器(在 post_filter 中):
"post_filter" : {
"bool" : {
"must" : [
{
"nested": {
"path": "string_facets",
"query": {
"bool" : {
"filter" :
[
{ "term" : { "string_facets.facet_name" : "Cover colour" } },
{ "terms" : { "string_facets.facet_value" : [ "Green" ] } }
]
}
}
}
}
]
}
}
让我强调一下:这很好用。我看到了正确的结果(在这种情况下,显示了 '13' 结果,所有结果都匹配正确的字段 - 'Cover colour' = 'Green')。
这是我的一般(未过滤的聚合),它返回所有产品的所有方面以及正确的计数:
"agg_string_facets": {
"nested": {
"path": "string_facets"
},
"aggregations": {
"facet_name": {
"terms": {
"field": "string_facets.facet_name"
},
"aggregations": {
"facet_value": {
"terms": {
"field": "string_facets.facet_value"
}
}
}
}
}
}
这也很完美!对于与我的查询匹配的所有文档,我看到了具有准确构面计数的所有聚合。
现在,检查一下:我正在为相同的嵌套字段创建一个聚合,但经过过滤,以便我可以获得“存活”我的过滤器的聚合 + 方面:
"agg_all_facets_filtered" : {
"filter" : {
"bool" : {
"must" : [
{
"nested": {
"path": "string_facets",
"query": {
"bool" : {
"filter" : [
{ "term" : { "string_facets.facet_name" : "Cover colour" } },
{ "terms" : { "string_facets.facet_value" : [ "Green" ] } }
]
}
}
}
}]
}
},
"aggs" : {
"agg_all_facets_filtered" : {
"nested": { "path": "string_facets" },
"aggregations": {
"facet_name": {
"terms": { "field": "string_facets.facet_name" },
"aggregations": {
"facet_value": {
"terms": { "field": "string_facets.facet_value" }
}
}
}
}
}
}
请注意,我在此聚合中使用的过滤器与首先过滤我的结果的过滤器相同(在帖子中)。
但是由于某种原因,返回的聚合都是错误的,即构面计数。例如,在我在这里的搜索中,我得到了 13 个结果,但从 'agg_all_facets_filtered' 返回的聚合只有一个计数:'Cover colour' = 4。
{
"key": "Cover colour",
"doc_count": 4,
"facet_value": {
"doc_count_error_upper_bound": 0,
"sum_other_doc_count": 0,
"buckets": [
{
"key": "Green",
"doc_count": 4
}
]
}
}
在检查了为什么 4 之后,我注意到其中 3 个文档包含两个方面“封面颜色”:一次是“绿色”,一次是“其他颜色”......所以看起来我的聚合仅计算具有该构面名称 TWICE 的条目 - 或与其他文档有共同之处。这就是为什么我认为我对聚合的过滤器是错误的。我对匹配/过滤器的 AND 与 OR 进行了大量阅读,我尝试使用“过滤器”、“应该”等。没有什么可以解决这个问题。
很抱歉,这是一个很长的问题,但是:
我如何编写聚合过滤器,以便返回的构面具有正确的计数,因为我的过滤器本身就可以完美运行?
非常感谢。
更新:例如以下请求,这是我的完整查询(请注意 post_filter 中的过滤器以及过滤聚合中的相同过滤器):
{
"size" : 0,
"query": {
"bool": {
"must": [
{
"multi_match": {
"fields": [
"search_data.full_text_boosted^7",
"search_data.full_text^2"
],
"type": "cross_fields",
"analyzer": "full_text_search_analyzer",
"query": "bible"
}
}
]
}
},
"post_filter" : {
"bool" : {
"must" : [
{
"nested": {
"path": "string_facets",
"query": {
"bool" : {
"filter" :
[
{ "term" : { "string_facets.facet_name" : "Cover colour" } },
{ "terms" : { "string_facets.facet_value" : [ "Green" ] } }
]
}
}
}
}
]
}
},
"aggregations": {
"agg_string_facets": {
"nested": {
"path": "string_facets"
},
"aggregations": {
"facet_name": {
"terms": {
"field": "string_facets.facet_name"
},
"aggregations": {
"facet_value": {
"terms": {
"field": "string_facets.facet_value"
}
}
}
}
}
},
"agg_all_facets_filtered" : {
"filter" : {
"bool" : {
"must" : [
{
"nested": {
"path": "string_facets",
"query": {
"bool" : {
"filter" : [
{ "term" : { "string_facets.facet_name" : "Cover colour" } },
{ "terms" : { "string_facets.facet_value" : [ "Green" ] } }
]
}
}
}
}]
}
},
"aggs" : {
"agg_all_facets_filtered" : {
"nested": { "path": "string_facets" },
"aggregations": {
"facet_name": {
"terms": { "field": "string_facets.facet_name" },
"aggregations": {
"facet_value": {
"terms": { "field": "string_facets.facet_value" }
}
}
}
}
}
}
}
}
}
返回的结果是正确的(就文档而言),这里是聚合(未过滤,从结果中,对于 'agg_string_facets' - 注意 'Green' 显示 13 个文档 - 这是正确的):
{
"key": "Cover colour",
"doc_count": 483,
"facet_value": {
"doc_count_error_upper_bound": 0,
"sum_other_doc_count": 111,
"buckets": [
{
"key": "Black",
"doc_count": 87
},
{
"key": "Brown",
"doc_count": 75
},
{
"key": "Blue",
"doc_count": 45
},
{
"key": "Burgundy",
"doc_count": 43
},
{
"key": "Pink",
"doc_count": 30
},
{
"key": "Teal",
"doc_count": 27
},
{
"key": "Tan",
"doc_count": 20
},
{
"key": "White",
"doc_count": 18
},
{
"key": "Chocolate",
"doc_count": 14
},
{
"key": "Green",
"doc_count": 13
}
]
}
}
这里是聚合(用相同的过滤器过滤,同时来自'agg_all_facets_filtered'),只显示4个'Green':
{
"key": "Cover colour",
"doc_count": 4,
"facet_value": {
"doc_count_error_upper_bound": 0,
"sum_other_doc_count": 0,
"buckets": [
{
"key": "Green",
"doc_count": 4
}
]
}
}
更新 2:以下是查询返回的一些示例文档:
"hits": {
"total": 13,
"max_score": 17.478987,
"hits": [
{
"_index": "redacted",
"_type": "product",
"_id": "33107",
"_score": 17.478987,
"_source": {
"type": "product",
"document_id": 33107,
"search_data": {
"full_text": "hcsb compact ultrathin bible mint green leathertouch holman bible staff leather binding 9781433617751 ",
"full_text_boosted": "HCSB Compact Ultrathin Bible Mint Green Leathertouch Holman Bible Staff "
},
"search_result_data": {
"name": "HCSB Compact Ultrathin Bible, Mint Green Leathertouch (Leather)",
"preview_image": "/images/products/medium/0.jpg",
"url": "/Products/ViewOne.aspx?ProductId=33107"
},
"string_facets": [
{
"facet_name": "Binding",
"facet_value": "Leather"
},
{
"facet_name": "Bible size",
"facet_value": "Compact"
},
{
"facet_name": "Bible size",
"facet_value": "Ultrathin"
},
{
"facet_name": "Bible version",
"facet_value": "HCSB"
},
{
"facet_name": "Cover colour",
"facet_value": "Green"
}
]
}
},
{
"_index": "redacted",
"_type": "product",
"_id": "17240",
"_score": 17.416323,
"_source": {
"type": "product",
"document_id": 17240,
"search_data": {
"full_text": "kjv thinline bible compact leather binding 9780310439189 ",
"full_text_boosted": "KJV Thinline Bible Compact "
},
"search_result_data": {
"name": "KJV Thinline Bible, Compact (Leather)",
"preview_image": "/images/products/medium/17240.jpg",
"url": "/Products/ViewOne.aspx?ProductId=17240"
},
"string_facets": [
{
"facet_name": "Binding",
"facet_value": "Leather"
},
{
"facet_name": "Bible size",
"facet_value": "Compact"
},
{
"facet_name": "Bible size",
"facet_value": "Thinline"
},
{
"facet_name": "Bible version",
"facet_value": "KJV"
},
{
"facet_name": "Cover colour",
"facet_value": "Green"
}
]
}
},
{
"_index": "redacted",
"_type": "product",
"_id": "17243",
"_score": 17.416323,
"_source": {
"type": "product",
"document_id": 17243,
"search_data": {
"full_text": "kjv busy mom's bible leather binding 9780310439134 ",
"full_text_boosted": "KJV Busy Mom'S Bible "
},
"search_result_data": {
"name": "KJV Busy Mom's Bible (Leather)",
"preview_image": "/images/products/medium/17243.jpg",
"url": "/Products/ViewOne.aspx?ProductId=17243"
},
"string_facets": [
{
"facet_name": "Binding",
"facet_value": "Leather"
},
{
"facet_name": "Bible size",
"facet_value": "Pocket"
},
{
"facet_name": "Bible size",
"facet_value": "Thinline"
},
{
"facet_name": "Bible version",
"facet_value": "KJV"
},
{
"facet_name": "Cover colour",
"facet_value": "Pink"
},
{
"facet_name": "Cover colour",
"facet_value": "Green"
}
]
}
},
{
"_index": "redacted",
"_type": "product",
"_id": "33030",
"_score": 15.674053,
"_source": {
"type": "product",
"document_id": 33030,
"search_data": {
"full_text": "apologetics study bible for students grass green leathertou mcdowell sean; holman bible s leather binding 9781433617720 ",
"full_text_boosted": "Apologetics Study Bible For Students Grass Green Leathertou Mcdowell Sean; Holman Bible S"
},
"search_result_data": {
"name": "Apologetics Study Bible For Students, Grass Green Leathertou (Leather)",
"preview_image": "/images/products/medium/33030.jpg",
"url": "/Products/ViewOne.aspx?ProductId=33030"
},
"string_facets": [
{
"facet_name": "Binding",
"facet_value": "Leather"
},
{
"facet_name": "Bible designation",
"facet_value": "Study Bible"
},
{
"facet_name": "Bible designation",
"facet_value": "Students"
},
{
"facet_name": "Bible feature",
"facet_value": "Indexed"
},
{
"facet_name": "Cover colour",
"facet_value": "Green"
}
]
}
},
{
"_index": "redacted",
"_type": "product",
"_id": "33497",
"_score": 15.674053,
"_source": {
"type": "product",
"document_id": 33497,
"search_data": {
"full_text": "hcsb life essentials study bible brown / green getz gene a.; holman bible st imitation leather 9781586400446 ",
"full_text_boosted": "HCSB Life Essentials Study Bible Brown Green Getz Gene A ; Holman Bible St"
},
"search_result_data": {
"name": "HCSB Life Essentials Study Bible Brown / Green (Imitation Leather)",
"preview_image": "/images/products/medium/33497.jpg",
"url": "/Products/ViewOne.aspx?ProductId=33497"
},
"string_facets": [
{
"facet_name": "Binding",
"facet_value": "Imitation Leather"
},
{
"facet_name": "Bible designation",
"facet_value": "Study Bible"
},
{
"facet_name": "Bible version",
"facet_value": "HCSB"
},
{
"facet_name": "Binding",
"facet_value": "Imitation leather"
},
{
"facet_name": "Cover colour",
"facet_value": "Brown"
},
{
"facet_name": "Cover colour",
"facet_value": "Green"
}
]
}
}
}
【问题讨论】:
-
您能否使用示例文档详细解释当前结果与预期结果。
-
嗨,我已经用示例更新了这个问题。谢谢!
-
我希望您添加的是这 13 个文档中的一些文档。
-
抱歉,虽然您想查看聚合样本。我添加了一些返回的文件。
-
我使用您添加到问题中的五个文档创建了一个示例数据。我又添加了一份与后置过滤器不匹配的文档。在嵌套聚合中,我得到了正确的结果,即
{"key":"Cover colour","doc_count":7,"facet_value":{"doc_count_error_upper_bound":0,"sum_other_doc_count":0,"buckets":[{"key":"Green","doc_count":5},{"key":"Brown","doc_count":1},{"key":"Pink","doc_count":1}]}}
标签: elasticsearch search filter facet