keras search engine
1.0.0
ケラスに実装された簡単なドキュメントと画像検索エンジン
goto keras_search_engine_webディレクトリと次のコマンドを実行します。
python flaskr.pyブラウザをhttp:// localhost:5000に移動し、試してみることができます
Web APIサーバーを実行すると、次のWeb APIを呼び出すことで新しいドキュメントにインデックスを付けます。
http://localhost:5000/index_textたとえば、以下はWeb APIを呼び出していくつかのドキュメントをインデックスするためのCurlコマンドです。
curl -H ' Content-Type application/json ' -X POST -d ' {"doc":"Whether you think that you can, or that you can ' t, you are usually right. " }' http://localhost:5000/index_text
curl -H 'Content-Type application/json' -X POST -d '{ " doc " : " Try to learn something about everything and everything about something. " }' http://localhost:5000/index_text
curl -H 'Content-Type application/json' -X POST -d '{ " doc " : " You can avoid reality, but you cannot avoid the consequences of avoiding reality. " }' http://localhost:5000/index_text
curl -H 'Content-Type application/json' -X POST -d '{ " doc " : " A mathematician is a device for turning coffee into theorems. " }' http://localhost:5000/index_text
curl -H 'Content-Type application/json' -X POST -d '{ " doc " : " In theory, there is no difference between theory and practice. But in practice, there is. " }' http://localhost:5000/index_text
curl -H 'Content-Type application/json' -X POST -d '{ " doc " : " I find that the harder I work, the more luck I seem to have. " }' http://localhost:5000/index_textWeb APIを使用してクエリするには、次のWeb APIを呼び出すことができます。
curl -H ' Content-Type application/json ' -X POST -d ' {"query":"mathematician and coffee", "limit": 3, "model": "glove"} ' http://localhost:5000/search_textWeb APIサーバーを実行すると、POSTリクエストを介して次のWeb APIを呼び出すことで、新しい画像をインデックス化できます。
http://localhost:5000/index_image次のWeb API POSTリクエストを呼び出すと、同様の画像をクエリできます。
http://localhost:5000/search_image/10ここで、10が返される画像の数の制限です
keras_search_engine_clientには、searchEngineClientクラスもあります。サンプルコードは次のようになります。
from keras_search_engine_client . search_engine_client import SearchEngineClient
client = SearchEngineClient ()
# text indexing and search
doc_count = client . doc_count ()
if doc_count < 4 :
client . index_text ( 'Whether you think that you can, or that you can.' )
client . index_text ( 'Try to learn something about everything and everything about something.' )
client . index_text ( 'You can avoid reality, but you cannot avoid the consequences of avoiding reality.' )
client . index_text ( 'A mathematician is a device for turning coffee into theorems.' )
client . index_text ( 'In theory, there is no difference between theory and practice. But in practice, there is.' )
client . index_text ( 'I find that the harder I work, the more luck I seem to have.' )
client . search_text ( query = 'mathematician and coffee' , limit = 3 , model = 'glove' )
client . search_text ( query = 'mathematician and coffee' , limit = 3 , model = 'doc-encoder' )
# image indexing and search
client . index_image ( './images/Pokemon7.png' )
client . search_image ( './images/Pokemon1.jpg' , 6 )