Python elasticsearch-py 扫描并滚动以返回所有文档
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elasticsearch-py scan and scroll to return all documents
提问by drowningincode
I am using elasticsearch-py to connect to my ES database which contains over 3 million documents. I want to return all the documents so I can abstract data and write it to a csv. I was able to accomplish this easily for 10 documents (the default return) using the following code.
我正在使用 elasticsearch-py 连接到包含超过 300 万个文档的 ES 数据库。我想返回所有文档,以便我可以抽象数据并将其写入 csv。我能够使用以下代码轻松完成 10 个文档(默认返回)。
es=Elasticsearch("glycerin")
query={"query" : {"match_all" : {}}}
response= es.search(index="_all", doc_type="patent", body=query)
for hit in response["hits"]["hits"]:
print hit
Unfortunately, when I attempted to implement the scan & scroll so I could get all the documents I ran into issues. I tried it two different ways with no success.
不幸的是,当我尝试实施扫描和滚动时,我可以获取遇到问题的所有文档。我尝试了两种不同的方法,但没有成功。
Method 1:
方法一:
scanResp= es.search(index="_all", doc_type="patent", body=query, search_type="scan", scroll="10m")
scrollId= scanResp['_scroll_id']
response= es.scroll(scroll_id=scrollId, scroll= "10m")
print response
After
scroll/
it gives the scroll id and then ends with ?scroll=10m (Caused by <class 'httplib.BadStatusLine'>: ''))
在
scroll/
它给出滚动 id 之后,然后以?scroll=10m (Caused by <class 'httplib.BadStatusLine'>: ''))
Method 2:
方法二:
query={"query" : {"match_all" : {}}}
scanResp= helpers.scan(client= es, query=query, scroll= "10m", index="", doc_type="patent", timeout="10m")
for resp in scanResp:
print "Hiya"
If I print out scanResp before the for loop I get <generator object scan at 0x108723dc0>
. Because of this I'm relatively certain that I'm messing up my scroll somehow, but I'm not sure where or how to fix it.
如果我在 for 循环之前打印出 scanResp,我会得到<generator object scan at 0x108723dc0>
. 因此,我相对确定我以某种方式弄乱了我的卷轴,但我不确定在哪里或如何修复它。
Results:
Again, after
scroll/
it gives the scroll id and then ends with ?scroll=10m (Caused by <class 'httplib.BadStatusLine'>: ''))
结果:
再次,在
scroll/
它给出滚动 id 之后,然后以?scroll=10m (Caused by <class 'httplib.BadStatusLine'>: ''))
I tried increasing the Max retries for the transport class, but that didn't make a difference.I would very much appreciate any insight into how to fix this.
我尝试增加传输类的最大重试次数,但这并没有什么不同。我非常感谢您对如何解决此问题的任何见解。
Note:My ES is located on a remote desktop on the same network.
注意:我的 ES 位于同一网络上的远程桌面上。
采纳答案by chrstahl89
The python scan method is generating a GET call to the rest api. It is trying to send over your scroll_id over http. The most likely case here is that your scroll_id is too large to be sent over http and so you are seeing this error because it returns no response.
python scan 方法正在生成对其余 api 的 GET 调用。它试图通过 http 发送您的 scroll_id。这里最可能的情况是您的 scroll_id 太大而无法通过 http 发送,因此您看到此错误是因为它没有返回任何响应。
Because the scroll_id grows based on the number of shards you have it is better to use a POST and send the scroll_id in JSON as part of the request. This way you get around the limitation of it being too large for an http call.
因为 scroll_id 根据您拥有的分片数量增长,所以最好使用 POST 并在 JSON 中将 scroll_id 作为请求的一部分发送。通过这种方式,您可以绕过它对于 http 调用来说太大的限制。
回答by zhaochl
Do you issue got resolved ?
你的问题解决了吗?
I have got one simple solution, you must change the scroll_id
every time after you call scroll method like below :
我有一个简单的解决方案,scroll_id
每次调用滚动方法后都必须更改,如下所示:
response_tmp = es.scroll(scroll_id=scrollId, scroll= "1m")
scrollId = response_tmp['_scroll_id']