sentence-transformers How to use knguyennguyen/mpnet_jacket4k_adjustedv3 with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("knguyennguyen/mpnet_jacket4k_adjustedv3")
sentences = [
"a jacket for protection in cold environments for male or female users",
"Title: Snugpak Sj9 Jacket Multicam Lg Descripion: The SJ Series of jackets were developed by Snugpak with the intention of providing a versatile, insulated jacket for seasonal weather conditions. With a water-resistant main zip, and a moisture wicking inner liner, the SJ-9 jacket works to keep moisture away from your skin, so you stay warm, comfortable, and dry. The SJ-9 jacket offers protection from cold environments and features Softie Premier insulation, which is finer, softer, and more durable than other insulations. The randomized fine filament fibers of Softie insulation trap warm air to retain heat even when wet. The SJ Series also feature Paratex lightweight fabric and an elasticated hood. Paratex is incredibly durable and remains soft to the touch even after wear. It offers heavy duty, close weave construction that is completely windproof, extremely water resistant and water wicking, and highly breathable. The SJ-9 jacket is comfort rated to 14 degrees Fahrenheit, with a low temperature rating of 5 degrees Fahrenheit. This design is tailored to fit the contours of your body and includes a high neck to retain heat and protect you from high winds. The Snugpak SJ Series provide you with weather-resistant comfort for a diverse range of seasonal conditions. Zipper closure Hand Wash Only Paratex lightweight fabric is durable, windproof, breathable, and delivers extreme water resistance and water wicking Softie insulation traps warm air to retain heat even when thoroughly wet; designed to keep moisture away from your skin so you stay warm Provides protection from cold climates and seasons; comfort temperature rating is 14 degrees Fahrenheit, low is 5 degrees Fahrenheit Designed with hem and neck adjusters, thumb loops, and elastic cuffs for a customized fit; features a two-way water-resistant main zip Equipped with an elasticated hood, internal left chest pocket with a zipper, and two external concealed side pockets; shaped fit maximizes heat retention",
"Title: Solid 925 Sterling Silver 5mm Blue Topaz Studs Dangle Earring Jackets Descripion: Material: Primary - Purity: 925 Material: Primary - Purity: 925 Finish: Polished Finish: Polished Material: Primary: Sterling Silver Material: Primary: Sterling Silver Product Type: Jewelry Product Type: Jewelry Jewelry Type: Earrings Jewelry Type: Earrings Sold By Unit: Pair Sold By Unit: Pair Gender: Women's Gender: Women's Material: Primary - Color: White Material: Primary - Color: White Sonia Jewels Internal Category \\ Jewelry \\ Earrings \\ Childrens Earrings; \\ Jewelry \\ Earrings \\ Birthstone Earrings \\ Birthstone Studs Sonia Jewels Internal Category \\ Jewelry \\ Earrings \\ Childrens Earrings; \\ Jewelry \\ Earrings \\ Birthstone Earrings \\ Birthstone Studs Elegant Earrings Box Included 925 Sterling Silver GUARANTEED, Authenticated with a 925 Stamp Jewelry Gifts For Women And Gifts For Men Including Gift For Mom; Wife; Mother; Father; Daddy; Daughter; Son; Sister; Brother; Friend; Coworker; Employee; Teacher; Neice or Nephew Christmas Gift; Stocking Stuffers; Sonia Jewels Has The Highest Quality Jewelry Gifts For Her and Him for Christmas; Valentines Day; Mothers Day; Fathers Day; Graduation; Birthday; Weddings or Anniversary Your satisfaction is our top priority at Sonia Jewels - Solid 925 Sterling Silver 5mm Blue Topaz Studs Dangle Earring Jackets",
"Title: adidas womens Tiro 21 Track Jacket Team Maroon/White X-Large Descripion: Too good to limit to the pitch. The adidas Tiro jacket debuted as football training wear, but it's now a streetwear staple. We made it using recycled materials as part of our commitment to help end plastic waste. From the moisture-absorbing AEROREADY to the zip pockets, the details are just as useful off the pitch. 100% Polyester Imported Zipper closure Machine Wash Slim fit Full zip with ribbed stand-up collar A track jacket made with recycled materials. Front zip pockets"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
