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Copy pathelastic_product_vector_v2.data
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103 lines (101 loc) · 2.05 KB
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#### https://www.elastic.co/search-labs/blog/vector-search-set-up-elasticsearch
#### MAPPING PHRASE SUGGESTER
PUT products
{
"settings": {
"analysis": {
"analyzer": {
"shingle_analyzer": {
"type": "custom",
"tokenizer": "standard",
"filter": [
"lowercase",
"shingle_filter"
]
}
},
"filter": {
"shingle_filter": {
"type": "shingle",
"min_shingle_size": 2,
"max_shingle_size": 3
}
}
}
},
"mappings": {
"properties": {
"productName": {
"type": "text",
"fields": {
"suggest": {
"type": "text",
"analyzer": "shingle_analyzer"
}
}
},
"imageVector": {
"type": "dense_vector",
"dims": 512,
"index": true,
"similarity": "cosine",
"index_options": {
"type": "int8_hnsw",
"ef_construction": 128,
"m": 24
}
},
"aboutProduct": {
"type": "text",
"fields": {
"suggest": {
"type": "text",
"analyzer": "shingle_analyzer"
}
}
},
"productSpecification": {
"type": "text",
"fields": {
"suggest": {
"type": "text",
"analyzer": "shingle_analyzer"
}
}
},
"categories": {
"type": "text",
"fields": {
"suggest": {
"type": "text",
"analyzer": "shingle_analyzer"
}
}
},
"sellingPrice": {
"type": "text"
},
"image": {
"type": "text"
},
"variant": {
"type": "text"
},
"productUrl": {
"type": "text"
}
}
}
}
#### SEARCH WITH VECTOR
POST products/_search
{
"_source": false,
"fields": [ "productName" , "image"],
"knn": {
"field": "imageVector",
"query_vector": [-0.5788947939872742, 0.15045863389968872],
"k": 2,
"num_candidates": 100
}
}