sentence-transformers How to use ahmedHamdi/IR-es-en-gemma_masked with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("ahmedHamdi/IR-es-en-gemma_masked")
sentences = [
"Self-esteem and insecurity are at the heart of this comedy about the relationship between a mother and her three daughters.",
" The story focuses on PERSON, her adult daughters PERSON and PERSON, and her pre-teen adopted African American daughter PERSON, each of whom allows her personal insecurities to affect her life. PERSON, longing to look younger and thinner, opts for liposuction, with near tragic results. When PERSON's artistic talents fail to produce any income for her family, much to her husband PERSON's dismay, she takes a job as a one-hour photo developer. There she finds herself falling for the attention of her teenaged co-worker GPE. Aspiring actress PERSON, who bestows upon stray dogs the affection she finds difficult to offer her boyfriend PERSON, questions her appeal when she's rejected for a role based on her looks. She seeks reassurance from film heartthrob PERSON. PERSON tries to fit in better with her white adopted family by having her hair straightened by black Big Sister volunteer PERSON, who PERSON hopes will put the young girl in touch with her heritage.",
"Min PERSON (PERSON) runs a dockside inn. She has been raising PERSON (PERSON) as her own since her prostitute mother, PERSON (PERSON), left her at the inn as an infant. Min frequently argues with fisherman PERSON (PERSON). Despite PERSON's near-constant drinking, Min and he care for each other. PERSON and she are the only ones who know the identity of PERSON's real, still living, mother. Min does her best to raise PERSON and keep her from learning about the real activities of the people who live and work on the docks. Despite not having much extra money or a home outside her inn, Min does her best to raise PERSON into a young lady. She does everything she can to make sure PERSON is never around when PERSON arrives for a visit. Nancy loves Min as her own mother and frequently skips school to be with her. After repeatedly dealing with the truant officer, Min uses the money she had hidden in her room to send PERSON to a fancy boarding school. She hopes the school will teach PERSON better manners than those she had been picking up from PERSON and the others on the docks. The schooling works, and PERSON returns to Min with good manners, an education, and the news that she is now engaged to a very wealthy man named PERSON. She wants Min to attend the wedding. Min is thrilled, until she finds out that PERSON has returned. Seeing how happy PERSON is to be getting married (and the wedding will be taking place in a few days), Min deliberately argues with PERSON and says terrible things she does not mean for PERSON to immediately leave. She is mad at herself for hurting PERSON, but is relieved that she is gone by the time PERSON arrives. Min stalls PERSON, hoping the wedding will take place and the couple can leave for their honeymoon before PERSON can interfere. PERSON arrives as the ceremony takes place. She confronts Min in an upstairs room in her inn. She has discovered her daughter's identity, and that of her very wealthy new husband. She taunts Min with the information and pledges to torment PERSON and her new husband until they give her money and take her into their new home. Min thinks about the wedding and PERSON's happiness, and tries to prevent PERSON from leaving. When PERSON attacks Min with a hot curling iron and attempts to leave, Min takes a hidden gun and shoots her dead. Min drops the gun and flees the room. PERSON, knowing what was going on, tries to help Min by pleading with her to drive down to GPE on his boat. Once Min and PERSON leave the inn for the boat, an eavesdropping sailor enters PERSON's room and discovers PERSON's corpse. Just as Min and PERSON are about to board PERSON's boat, however, Min sees PERSON and PERSON about to board a boat to their honeymoon, and is drawn silently to the happy couple. She wants to see PERSON one last time. Min watches, but decides not to let PERSON know she is there, and stays hidden in the crowd. Two police officers quietly confront Min about the shooting at the GPE. Min does not say much. She takes one final look at a smiling PERSON as she leaves with her husband. Min turns back and smiles as she quietly walks away with the officers. She is sad that it may be the last time she ever sees PERSON, but at the same time, she is happy that PERSON managed to escape a dead-end life by the docks. PERSON watches helplessly.",
"PERSON (PERSON), a wealthy but bored businessman and candymaker, issues the code word PERSON to his fellow automobile enthusiasts, who gather in a garage in GPE to embark on a coast-to-coast race with no catalytic converter and no 55-mile-per-hour speed limit in the shortest amount of time. There is only one rule: There are no rules. Their longtime nemesis, ORG (PERSON), who has been trying for years to arrest PERSON and his group, has flown in specially to attempt to shut down the race. He is unsuccessful, and the race begins early the next morning in spite of his momentary interference. Most of the film is devoted to the adventures of the various driving teams and GPE's ineffectual attempts to apprehend them. A number of running gags ensue – the ORG that will not start (and never even makes it off the starting line); the silent (and somewhat-psychotic) motorcyclist PERSON's (PERSON) numerous mishaps; Italian race driver PERSON (PERSON) frequent detours to seduce beautiful women – as well as some stunts and driving sequences, including the first moving car into moving tractor-trailer stunt later to become a trademark of PERSON, the typical sequence of workers carrying a large glass window only to have it shattered by a speeding vehicle, and a race in the GPE at the same location where Greased Lightning would defeat the Scorpions' Mercury in GPE. The race ends at the Queen Mary in GPE, GPE where the finishers celebrate their arrival and the defeated Roscoe sulks off to one side – until a fleet of police cars and tow trucks, summoned by GPE, arrive to impound the ORG vehicles. Roscoe had contrived a plan to see to it that all of them were guaranteed to be illegally parked once the post-race party in the parking lot ran past 11 p.m. PERSON congratulates Roscoe on his final victory (final because Roscoe, who has been after Bannon and PERSON since they were in high school, has reached mandatory retirement age). Contemplating how they will all return home without cars, he again utters the word ORG to the assembled group to indicate a race back to GPE. Lapchik, the last contestant to finish the race, roars through the parking lot with a stuck throttle and is launched out into the water."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
