sentence-transformers How to use austinpatrickm/multilingual-e5-small-finetuned with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("austinpatrickm/multilingual-e5-small-finetuned")
sentences = [
"Can I use Fruity Bass Boost on sounds other than bass and kick drums?",
"Document_title: Locating FL Studio Installation Files\nFile_name: app_flstudioinstallationfiles.htm\nHeading_hierarchy: [Locating FL Studio Installation Files -> Multiple Installations]\nAnchor_id: [none]\nTo avoid installing a Beta, or any new version, over an existing installation, you can rename the existing FL Studio application prior to installation of the beta or new release. • Close FL Studio. • Open Finder and select the ' Applications ' folder in the Sidebar. • Locate and right-click the ' FL\nStudio N ' application. Where N is the version number. • Select ' Rename '. • Rename the application to something other than ' FL Studio N ', such as 'FL Studio N Stable'. • Install the beta, or new release, as normal. It will become the default FL Studio installation. • To maintain quick access to\nthe various installations, make Alias shortcuts . • Open Finder and select the ' Applications ' folder in the Sidebar. • Right-click the application you would like to create a shortcut for and select ' Make alias '. • Relocate the alias to your Desktop. Alternatively, you can drag the application from\nthe Applications directory to your Dock to create a shortcut.",
"Document_title: Fruity Bass Boost\nFile_name: plugins/Fruity Bass Boost.htm\nHeading_hierarchy: [Fruity Bass Boost]\nAnchor_id: [none]\nFruity Bass Boost is a bass enhancing effect (specialized EQ). You may need to adjust the track volume to avoid clipping since this FX works by boosting frequencies. Try it on bass\n and kick drum sounds. Yes it's just a fancy 'bass' knob :) [Image: Knob controls with frequency display | Ref: img_plug/Fruity_bass_boost.png]",
"Document_title: \n Image-Line Remote \nFile_name: il_remote.htm\nHeading_hierarchy: [Image-Line Remote -> Layouts]\nAnchor_id: [none]\nA Layout (*.ilr format) is a collection of tabs in an IL\n Remote project. The Layout menu is located to the top-left of the\n display while in Edit mode. Presets (*.ilrp format) are a\n collection of controls saved in a [Container](https://www.image-line.com/fl-studio-learning/fl-studio-online-manual/html/il_remote.htm#IL_Remote_Container) that can\n be loaded on a tab. This is the fastest way to build new Layouts. [Image: Document icon with layout options menu | Ref: img_shot/ILRemote_menu_layoutsettings.jpg]"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
