Reputation: 9937
I can not figure out how to look up words with special characters.
For example, I have two documents:
1) We are looking for C++ and C# developers
2) We are looking for C developers
I want only to find a document which contains C++
.
Code for creating an index, documents and searching:
from elasticsearch import Elasticsearch
from elasticsearch.helpers import scan
ELASTIC_SEARCH_NODES = ['http://localhost:9200']
INDEX = 'my_index'
DOC_TYPE = 'material'
def create_index():
data = {
"settings": {
"analysis": {
"analyzer": {
"my_analyzer": {
"type": "custom",
"filter": [
"lowercase"
],
"tokenizer": "whitespace",
}
}
}
}
}
print es_client.indices.create(index=INDEX, body=data)
def create_doc(body):
if es_client.exists(INDEX, DOC_TYPE, body['docid']):
es_client.delete(INDEX, DOC_TYPE, body['docid'])
print es_client.create(index=INDEX, doc_type=DOC_TYPE, body=body, id=body['docid'])
def find_doc(value):
results_generator = scan(es_client,
query={"query": {
"match_phrase" : {
"text" : value
}
}},
index=INDEX
)
return results_generator
if __name__ == '__main__':
es_client = Elasticsearch(ELASTIC_SEARCH_NODES, verify_certs=True)
# create_index()
doc1 = {"docid": 1, 'text': u"We are looking for C developers"}
doc2 = {"docid": 2, 'text': u"We are looking for C++ and C# developers"}
# create_doc(doc1)
# create_doc(doc2)
for r in find_doc("C++"):
print r
Search result(if I escape +
("C\+\+"
), the result will be the same):
{u'_score': 0.0, u'_type': u'material', u'_id': u'2', u'_source': {u'text': u'We are looking for C++ and C# developers', u'docid': 2}, u'_index': u'my_index'}
{u'_score': 0.0, u'_type': u'material', u'_id': u'1', u'_source': {u'text': u'We are looking for C developers', u'docid': 1}, u'_index': u'my_index'}
It seems that such a result is obtained because in the division into tokens symbols like +
and #
not indexed, and in fact, it looks for documents in which there is the symbol C
:
curl 'http://localhost:9200/my_index/material/_search?pretty=true' -d '{
"query" : {
"match_all" : { }
},
"script_fields": {
"terms" : {
"script": "doc[field].values",
"params": {
"field": "text"
}
}
}
}'
Result:
{
"took" : 3,
"timed_out" : false,
"_shards" : {
"total" : 5,
"successful" : 5,
"failed" : 0
},
"hits" : {
"total" : 2,
"max_score" : 1.0,
"hits" : [ {
"_index" : "my_index",
"_type" : "material",
"_id" : "2",
"_score" : 1.0,
"fields" : {
"terms" : [ "and", "are", "c", "developers", "for", "looking", "we" ]
}
}, {
"_index" : "my_index",
"_type" : "material",
"_id" : "1",
"_score" : 1.0,
"fields" : {
"terms" : [ "are", "c", "developers", "for", "looking", "we" ]
}
}]
}
}
How can this problem be solved? The second question related to the previous: is it possible to search only non-alphanumeric characters such as %
or +
?
P.S. I am using Elastic 2.3.2 and elasticsearch=2.3.0.
Upvotes: 0
Views: 1705
Reputation: 9937
Thanks Andrew, I solved the problem. The problem was that the standard analyzer was used for indexing, and not my_analyzer. Thus, I forgot to use the mapping. The correct version:
data = {
"settings": {
"analysis": {
"analyzer": {
"my_analyzer": {
"type": "custom",
"filter": [
"lowercase"
],
"tokenizer": "whitespace",
}
}
}
},
"mappings": {
"material": {
"properties": {
"docid": {
"type": "integer"
},
"text": {
"type": "string",
"analyzer": "my_analyzer"
}
}
}
}
}
In addition, it was necessary to recreate the index and add documents.
To search for special characters, you I am using the query_string. Code of find_doc
function:
def find_doc(value):
results_generator = scan(es_client,
query=
{
"query": {
"filtered" : {
"query" : {
"query_string" : {
"query": value,
"fields" : ["text"],
"analyzer": ANALYZER,
"default_operator": "AND"
},
}
}
}
},
index=INDEX
)
return results_generator
Examples of queries (now the wildcard-characters can be used):
for r in find_doc("*#"):
print r
for r in find_doc(u"%"):
print r
for r in find_doc("looking fo*"):
print r
Request for verification of the analyzer (on which token string is broken):
curl -XPOST "http://localhost:9200/my_index/_analyze?analyzer=my_analyzer&pretty=true" -d 'We are looking for C++ and C# developers'
Upvotes: 1