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November 24, 2022 05:55
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Azure Search Python SDK
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# azure-search-documents==11.3.0 | |
# faker=15.3.3 | |
import os | |
from azure.core.credentials import AzureKeyCredential | |
from azure.search.documents import SearchClient | |
from azure.search.documents.indexes import SearchIndexClient | |
from azure.search.documents.indexes.models import ( | |
CorsOptions, | |
ComplexField, | |
SearchIndex, | |
ScoringProfile, | |
SearchFieldDataType, | |
SimpleField, | |
SearchableField | |
) | |
endpoint = os.environ["AZURE_SEARCH_ENDPOINT"] | |
key = os.environ["AZURE_SEARCH_API_KEY"] | |
# index name - for organizing the search fields, indices and the documents. | |
index_name = "profiles" | |
# Python client for managing index in Azure Search | |
search_index_client = SearchIndexClient(endpoint, AzureKeyCredential(key)) | |
# Python client for performing search | |
search_client = SearchClient(endpoint, index_name, AzureKeyCredential(key)) | |
# Search Fields | |
fields = [ | |
SimpleField(name="username", | |
type=SearchFieldDataType.String, key=True), | |
SearchableField(name="name", type=SearchFieldDataType.String), | |
SearchableField(name="mail", type=SearchFieldDataType.String), | |
ComplexField(name="address", fields=[ | |
SearchableField(name="address1", type=SearchFieldDataType.String), | |
SearchableField(name="address2", type=SearchFieldDataType.String), | |
]) | |
] | |
# Search index object | |
index = SearchIndex( | |
name=index_name, | |
fields=fields, | |
scoring_profiles=[], | |
cors_options=CorsOptions(allowed_origins=["*"], max_age_in_seconds=60)) | |
def add_documents(count: int) -> list[str]: | |
"""Add documents to the search index | |
Args: | |
count (int): number of document to add. Essentially, using Faker to | |
generate the number of profiles. | |
Returns: | |
list[str]: list of user names. | |
""" | |
import faker | |
faker_inst = faker.Faker() | |
def create_profile(profile): | |
del profile["sex"] | |
del profile["birthdate"] | |
addresses = profile["address"].split("\n") | |
profile["address"] = { | |
"address1": addresses[0], | |
"address2": addresses[1], | |
} | |
return profile | |
profiles = [create_profile(faker_inst.simple_profile()) | |
for _ in range(count)] | |
search_client.upload_documents(documents=profiles) | |
return [p["name"] for p in profiles] | |
if __name__ == "__main__": | |
# 0. remove index if it exists | |
# search_index_client.delete_index(index) | |
# 1. create index and data | |
search_index_client.create_index(index) | |
names = add_documents(100) | |
print(names) # for search reference | |
# 2. search | |
# enter a search text, can use the names as reference | |
# results = list(search_client.search("some text")) | |
# print(results) |
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