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| 1 | +# EXAMPLE: query_geo |
| 2 | +# HIDE_START |
| 3 | +import json |
| 4 | +import sys |
| 5 | +import redis |
| 6 | +from redis.commands.json.path import Path |
| 7 | +from redis.commands.search.field import GeoField, GeoShapeField |
| 8 | +from redis.commands.search.indexDefinition import IndexDefinition, IndexType |
| 9 | +from redis.commands.search.query import Query |
| 10 | + |
| 11 | +r = redis.Redis(decode_responses=True) |
| 12 | + |
| 13 | +# create index |
| 14 | +schema = ( |
| 15 | + GeoField("$.store_location", as_name="store_location"), |
| 16 | + GeoShapeField("$.pickup_zone", coord_system=GeoShapeField.FLAT, as_name="pickup_zone") |
| 17 | +) |
| 18 | + |
| 19 | +index = r.ft("idx:bicycle") |
| 20 | +index.create_index( |
| 21 | + schema, |
| 22 | + definition=IndexDefinition(prefix=["bicycle:"], index_type=IndexType.JSON), |
| 23 | +) |
| 24 | + |
| 25 | +# load data |
| 26 | +with open("data/query_em.json") as f: |
| 27 | + bicycles = json.load(f) |
| 28 | + |
| 29 | +pipeline = r.pipeline(transaction=False) |
| 30 | +for bid, bicycle in enumerate(bicycles): |
| 31 | + pipeline.json().set(f'bicycle:{bid}', Path.root_path(), bicycle) |
| 32 | +pipeline.execute() |
| 33 | +# HIDE_END |
| 34 | + |
| 35 | +# STEP_START geo1 |
| 36 | +params_dict = {"lon": -0.1778, "lat": 51.5524, "radius": 20, "units": "mi"} |
| 37 | +q = Query("@store_location:[$lon $lat $radius $units]").dialect(2) |
| 38 | +res = index.search(q, query_params=params_dict) |
| 39 | +print(res) |
| 40 | +# >>> Result{1 total, docs: [Document {'id': 'bicycle:5', ... |
| 41 | +# REMOVE_START |
| 42 | +assert res.total == 1 |
| 43 | +# REMOVE_END |
| 44 | +# STEP_END |
| 45 | + |
| 46 | +# STEP_START geo2 |
| 47 | +params_dict = {"bike": "POINT(-0.1278 51.5074)"} |
| 48 | +q = Query("@pickup_zone:[CONTAINS $bike]").dialect(3) |
| 49 | +res = index.search(q, query_params=params_dict) |
| 50 | +print(res.total) # >>> 1 |
| 51 | +# REMOVE_START |
| 52 | +assert res.total == 1 |
| 53 | +# REMOVE_END |
| 54 | +# STEP_END |
| 55 | + |
| 56 | +# STEP_START geo3 |
| 57 | +params_dict = {"europe": "POLYGON((-25 35, 40 35, 40 70, -25 70, -25 35))"} |
| 58 | +q = Query("@pickup_zone:[WITHIN $europe]").dialect(3) |
| 59 | +res = index.search(q, query_params=params_dict) |
| 60 | +print(res.total) # >>> 5 |
| 61 | +# REMOVE_START |
| 62 | +assert res.total == 5 |
| 63 | +# REMOVE_END |
| 64 | +# STEP_END |
| 65 | + |
| 66 | +# REMOVE_START |
| 67 | +# destroy index and data |
| 68 | +r.ft("idx:bicycle").dropindex(delete_documents=True) |
| 69 | +# REMOVE_END |
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