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DOC-4194: add TCEs to the range query page (#3374)
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# EXAMPLE: query_range | ||
# HIDE_START | ||
import json | ||
import sys | ||
import redis | ||
from redis.commands.json.path import Path | ||
from redis.commands.search.field import TextField, NumericField, TagField | ||
from redis.commands.search.indexDefinition import IndexDefinition, IndexType | ||
from redis.commands.search.query import NumericFilter, Query | ||
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||
r = redis.Redis(decode_responses=True) | ||
|
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# create index | ||
schema = ( | ||
TextField("$.description", as_name="description"), | ||
NumericField("$.price", as_name="price"), | ||
TagField("$.condition", as_name="condition"), | ||
) | ||
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||
index = r.ft("idx:bicycle") | ||
index.create_index( | ||
schema, | ||
definition=IndexDefinition(prefix=["bicycle:"], index_type=IndexType.JSON), | ||
) | ||
|
||
# load data | ||
with open("data/query_em.json") as f: | ||
bicycles = json.load(f) | ||
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||
pipeline = r.pipeline(transaction=False) | ||
for bid, bicycle in enumerate(bicycles): | ||
pipeline.json().set(f'bicycle:{bid}', Path.root_path(), bicycle) | ||
pipeline.execute() | ||
# HIDE_END | ||
|
||
# STEP_START range1 | ||
res = index.search(Query("@price:[500 1000]")) | ||
print(res.total) | ||
# >>> 3 | ||
# REMOVE_START | ||
assert res.total == 3 | ||
# REMOVE_END | ||
# STEP_END | ||
|
||
# STEP_START range2 | ||
query = Query("*").add_filter(NumericFilter("price", 500, 1000)) | ||
res = index.search(query) | ||
print(res.total) | ||
# >>> 3 | ||
# REMOVE_START | ||
assert res.total == 3 | ||
# REMOVE_END | ||
# STEP_END | ||
|
||
# STEP_START range3 | ||
query = Query("*").add_filter(NumericFilter("price", "(1000", "+inf")) | ||
res = index.search(query) | ||
print(res.total) | ||
# >>> 5 | ||
# REMOVE_START | ||
assert res.total == 5 | ||
# REMOVE_END | ||
# STEP_END | ||
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# STEP_START range4 | ||
query = Query('@price:[-inf 2000]').sort_by('price').paging(0, 5) | ||
res = index.search(query) | ||
print(res.total) | ||
print(res) | ||
# >>> Result{7 total, docs: [Document {'id': 'bicycle:0', ... }, Document {'id': 'bicycle:7', ... }, Document {'id': 'bicycle:5', ... }, ...] | ||
# REMOVE_START | ||
assert res.total == 7 | ||
# REMOVE_END | ||
# STEP_END | ||
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||
# REMOVE_START | ||
# destroy index and data | ||
r.ft("idx:bicycle").dropindex(delete_documents=True) | ||
# REMOVE_END |