---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:16276
- loss:MultipleNegativesRankingLoss
base_model: google/embeddinggemma-300m
widget:
- source_sentence: In late Victorian England, young Jude Fawley (Christopher Eccleston)
dreams of attending university. Following an unhappy first marriage to a country
girl, Arabella (Rachel Griffiths), who abruptly leaves him with a note, he becomes
a bricklayer and moves to Christminster to pursue his dream. There he meets his
beautiful cousin, Sue Bridehead (Kate Winslet), who is as intelligent and unconventional
as he is. They quickly fall in love, but will have to face the great difficulties
and scandal caused by their extramarital affair…
sentences:
- 'In 63 BC, Pompey conquered Jerusalem and the city was sacked. He entered the
Temple to seize the treasure of Solomon and massacred the priests there. He discovered
that the treasure is only a collection of scrolls of the Torah. These Pompey held
over a fire until an old priest reached for them imploringly. Pompey relented
and handed them to the old man and left to carry out massacres of enemy villages
and towns. Many years later, a series of rebellions break out against the authority
of Rome, so the Romans crucify many of the leaders and place Herod the Great on
Judea''s throne. A carpenter named Joseph and his wife Mary, who is about to give
birth, arrive in Bethlehem for the census. Not having found accommodation for
the night, they take refuge in a stable, where the child, Jesus, is born. The
shepherds, who have followed the Magi from the East, gather to worship him. However,
Herod, informed of the birth of a child-king, orders the centurion Lucius to take
his men to Bethlehem and kill all the newborn male children. Mary and Joseph flee
to Egypt with the child. The Massacre of the Innocents occurs, Herod dies, killed
in his death throes by his son Herod Antipas, who then takes power. In Nazareth,
Jesus, who is now twelve years old, is working with Joseph when soldiers arrive
under the command of Lucius, who knows now that Jesus escaped the massacre of
the infants. But Lucius does nothing and only asks that Mary and Joseph register
their son''s birth before the year''s end. Years pass and Jewish rebels led by
Barabbas and Judas Iscariot prepare to attack a caravan carrying the next governor
of Judea, Pontius Pilate and his wife Claudia. The ambush fails, partly due to
the diligence of Lucius, and Barabbas and Judas flee for their lives. Pilate and
Herod Antipas meet on the banks of the River Jordan, where John the Baptist preaches
to the crowds. Jesus arrives here, now 30 years of age. He is baptized by John,
who recognizes that he is the Messiah. Jesus goes into the desert, where he is
tempted by Satan. After forty days, Jesus travels to Galilee, where he recruits
his Apostles. In Jerusalem, Herod Antipas arrests John the Baptist, who is visited
by Jesus in prison. Judas leaves the rebel Barabbas and joins the Apostles. Jesus
begins to preach and gather crowds, among which are Claudia, Pilate''s wife, and
Lucius. Herod reluctantly beheads John on a whim of his stepdaughter, Salome,
who despises him. Herod, Pilate and the High Priest Caiaphas are terrorized by
the works and miracles of Jesus. Barabbas plots a revolt in Jerusalem during Passover,
during which time Jesus enters the holy city in triumph and goes to the Temple
to preach. The rebels storm the Antonia Fortress, but the legions of Pilate, having
learned of the plot, ambush and crush the revolt, massacring the rebels, leaving
Barabbas as the sole survivor who ends up getting arrested. Jesus meets the disciples
on the evening of Thursday, having supper one last time with them and afterwards
goes to pray at Gethsemane. In the meantime, Judas wants Jesus to free Judea from
the Romans, and, to force his hand, Judas delivers him to the Jewish authorities.
Jesus is brought before Caiaphas and then brought before Pilate. Pilate starts
the trial, but sensing that the issue is one of Jewish sensibilities, sends him
to Herod Antipas, who, in turn, sends him back. Pilate is infuriated by Antipas''
returning of Jesus and commands his soldiers to scourge Jesus. The people demand
the release of Barabbas, and Pilate bows to their pressure and sentences Jesus
to be crucified. Jesus, wearing a crown of thorns on his head, carries his cross
to Golgotha where he is crucified with two thieves, one of them being the penitent
thief Dismas and the other, the Impenitent thief, Gestas. Desperate because he
has betrayed Jesus to his death, Judas hangs himself and his body is found by
Barabbas. Jesus dies in front of his mother, the apostle John, a few soldiers,
Claudia (Pilate''s wife), and Lucius (who utters the fateful words: He is truly
the Christ). His body is taken down from the cross and is carried to a rock tomb.
Two days later, Mary Magdalene finds the tomb empty, and encounters the Risen
Jesus.'
- 'In the Victorian period, Jude Fawley is a bright young lower-class man who dreams
of a university education. Circumstances conspire against him, and he is forced
into a job as a stonemason and an unhappy marriage to a country girl, Arabella.
He remains true to his dream and, months later, after his wife''s sudden departure,
he heads for the city. He thinks education is available for any man who is willing
to work hard. However, he is rejected by the university based primarily on his
lower-class status. During this period, he encounters his cousin, Sue Bridehead,
who is beautiful and intelligent, and shares his disdain for convention. Whilst
Jude is enraptured by Sue, and vice versa, she marries Jude''s former school teacher,
Phillotson, after Jude tells her he is married to Arabella. The marriage of Sue
and Phillotson is not a success, as she refuses to give herself sexually or romantically
to her husband. She leaves Phillotson to join Jude in what turns out to be a rough
life, moving from place to place as Jude picks up occasional work as a stonemason.
Jude learns that Arabella bore a son, whom she named Jude (Juey) soon after she
left Jude. The boy comes to live with his father Jude, and Sue. Sue gives birth
to two children. Agnostic and independent, she refuses to legalise their arrangement
by marriage. Sue and Jude are forbidden a permanent rental lodging because their
living arrangement without marriage is considered scandalous. Sue tells Juey that
the family cannot stay long at their present lodging because there are too many
of them. The next day Sue and Jude return to their lodging to find that Juey has
killed his half-siblings and committed suicide, hanging himself. His suicide note
says the reason: Becos we were to menny. Each of the couple falls into a deep
depression after the deaths of their children. Turning to the religion she previously
rejected, Sue comes to believe that God has judged and punished the couple for
not having married. She decides to return to Phillotson, although she finds him
sexually repugnant, as he is her true husband in the eyes of God. A year after
the death of their children, Jude and Sue happen to meet when separately visiting
the tombstones of their children. They both look worse for wear. Jude demands
that Sue tell him whether she still loves him, to which she replies, You''ve always
known. After a passionate kiss, she walks away from Jude to return to Phillotson.
As Sue walks away, Jude shouts to her, We are man and wife, if ever two people
were on this earth!'
- Wealthy socialite Lois Frazer, divorcing her fortune-hunter husband, Howard, finds
a gun he had bought. She kills him with it in front of the new man in her life,
Lt. Ed Cullen, a homicide detective with the San Francisco police. Cullen takes
control, discarding the weapon and moving the body. Cullen ends up assigned to
investigate the case, assisted by kid brother Andy, who is new to the homicide
division and delays his honeymoon to keep working on his first big case. The gun
is found and used in another killing by a young punk, Nito Capa, and Cullen—with
few options to save himself and his paramour Lois—tries to pin both crimes on
him. However, Andy keeps connecting Ed to the first murder, catching him in a
number of evasions and lies. In desperation, Ed knocks Andy out, ties and gags
him, and calls Lois and tells her they need to flee. Police roadblocks seal off
the city, but Andy has a hunch where Ed took Lois to hide, at the abandoned ruins
of Fort Point under the Golden Gate Bridge where Andy and his brother played together
when they were children. Their escape plan almost works, but they are ultimately
arrested. Outside the courtroom, Ed sees Lois affectionately offering to do anything
for her lawyer if he can keep her from being convicted. Defeated, Ed offers her
a cigarette and they share a final goodbye gaze.
- source_sentence: A young girl travels to Chicago to fulfill her dream of becoming
a dancer by joining the prestigious Chicago School of Music and Dance. But the
audition goes badly, and after a series of setbacks, she ends up dancing in a
bar...
sentences:
- Lauryn Kirk is an aspiring dancer. As there are no dance schools in her hometown
of Glenwood, Indiana, Lauryn says goodbye to her brother Joel and departs for
Chicago to audition for a famous dance school. Joel works as a mechanic in the
family garage, and is wary of Lauryn's decision to leave but eventually gives
her his blessing. When Lauryn dances at the audition, her mostly a hip hop dance
routine, is rejected by the judge, who says that they need to see something more
sensual and feminine. Dejected, Lauryn goes to a diner to down her sorrows, but
soon finds her car towed off. Upon seeing her misfortunes, Dana, a friendly waitress
from the diner invites Lauryn to her apartment and out of the pouring rain. Dana
subsequently offers Lauryn a place to stay, considering Lauryn could not go back
home and face her brother. The next day, Dana brings Lauryn to a club called Ruby's
(whose dances are rooted in burlesque), where she meets with Russ, the slick-talking
disc jockey, and Brenda, the club owner. Brenda hires Lauryn as a bookkeeper,
in light of her skills with numbers. Lauryn watches as a dancer, Carmen, performs
impressively on the stage. Before locking up late one night, Lauryn goes on the
stage and silently and elegantly dances, while unbeknownest to her, Russ watches
from a distance. The next night, Brenda finds herself short of dancers. Russ asks
Lauryn to dance, after having seen her graceful performance the previous night.
Lauryn reluctantly agrees, and goes on stage. At first, new to the sexy routine,
Lauryn looks foolish, but when Russ starts playing hip-hop music, Lauryn does
a sexy hip-hop routine, and finds herself to be Ruby's new star. As Lauryn and
Russ' relationship progresses, Lauryn continues performing stunningly on stage,
much to Carmen and Brooke's chagrin, who try to sabotage and intimidate the newcomer.
One night, Joel catches Lauryn at the club during a dance; After an argument,
in which Lauryn realizes that Joel is losing the family garage due to stacking
mortgages and bills, she decides to ditch the stage and return to Indiana to save
the garage. Soon after though, Joel catches a peek of Lauryn joyfully dancing
in the garage one day, and asks Lauryn to give the audition another shot. Lauryn
returns to Chicago for a second audition. She nails it, and happily embraces Russ,
who has come to encourage her. Lauryn goes back to Ruby's to apologize to Brenda,
but finds a surprise congratulatory party awaiting for her, and the party breaks
into dance.
- In the Great Depression, Dove Linkhorn and Kitty Tristram meet on the road in
Texas as each travels separately to New Orleans. They decide to travel together,
hitchhiking and hopping freight trains. Dove is hoping to find his lost love Hallie
Gerard, and he is uninterested when Kitty comes on to him. After Kitty steals
from the New Orleans-area café where she and Dove stop for a meal, he leaves her
and makes things right with the owner Teresina Vidaverri. She gives Dove a job
at the café and a place to stay while he searches for Hallie. He finds her working
at the Doll House, an upscale French Quarter bordello, where Jo Courtney is the
madam. Later it is revealed that, after Jo's husband lost his legs in an accident,
she lost interest in him. A lesbian relationship is suggested between Jo and Hallie,
who is supported by the owner in pursuing her interest in sculpting on the side.
However, Hallie still works for Jo as a prostitute like the other women. Hallie
is unhappy with her life at Jo's, but she does not want to give up her comforts
to risk married life when Dove proposes. Meanwhile, Kitty starts working at the
bordello after Jo bails her out of jail, where she had been confined for vagrancy.
Because Kitty and Dove appear to know each other, Jo questions Kitty about her
past and learns that she traveled with Dove from Texas to Louisiana. Jo threatens
Dove with arrest for transporting the underage Kitty across state lines for immoral
purposes and for statutory rape unless he leaves New Orleans without Hallie. As
Dove leaves the bordello, the bouncer, another employee, and Jo's husband beat
him viciously. Kitty watches from upstairs. Kitty helps Dove return to the café,
where Teresina cares for him. Kitty returns to the bordello to get Hallie, helping
her reach the café. When Hallie can't be found at the bordello, Kitty is suspected
and put under pressure; frightened, she brings Jo and her three henchmen to the
café. During the ensuing struggle among the men, Hallie is shot and killed by
a stray bullet. On the front-page of a newspaper about Kitty's testimony, Jo and
several others are arrested.
- In 1990s England, a witch leaves her child, Earwig, at St. Morwald's Home for
Children. The matron head of the home thinks that the name is unfit for a child
and changes it to Erica Wigg. Years later, Earwig is a rambunctious 10-year-old
who is very comfortable in an orphanage where everyone does what she wants. She
likes living there with her friend Custard and does not want to get adopted. One
day, a strange couple, Bella Yaga and Mandrake, adopt Earwig against her wishes.
When they get home, Bella Yaga tells Earwig that she is a witch, and that she
only adopted Earwig for an extra pair of hands to help around the house. Earwig
agrees to help, only if Bella Yaga teaches her magic in return. Earwig prepares
ingredients for spells and cleans the workroom. Tired of working, she attempts
to leave of the house, only to find that all the exits have been magically sealed
by Mandrake. She becomes further frustrated because Bella Yaga never teaches her
any magic. Earwig begins to listen to tapes from an old band called Earwig and
discovers that Bella Yaga's cat familiar Thomas can talk. The two of them enter
the workroom at night to create a spell that will make them resistant to magic,
becoming immune to Bella Yaga's punishments. They also work on a spell to give
Bella Yaga a literal extra pair of hands on her body so Earwig would be dismissed
from her work. The spell is a success and Bella Yaga is furious at her extra pair
of hands, and casts magical worms that appear in Earwig's room. Because of Earwig's
magical resistance, the worms are harmless. Earwig sends the worms through a hole
in the wall, which angers Mandrake. In the ensuing chaos, Earwig breaks into Mandrake's
room and discovers he and Bella Yaga were members of the band Earwig. Through
her new power, Earwig is able to take over the house and have the others do what
she wants. She even manages to invite her friend Custard over for Christmas. When
he arrives, Earwig's mother, another member of the band, drops in for a surprise
visit.
- source_sentence: 'Kenai is a boisterous young man. Carefree and adventurous, he
eagerly awaits the day of his coming-of-age ceremony, when the shaman of his village
will present him with his totem, a symbol of a virtue he must embody and follow
throughout his life. But instead of imagining it as representing a powerful animal,
a symbol of strength or wisdom like his older brothers Sitka and Denahi, he receives
a different one. Furious at his older brother''s mockery and the reproaches about
a bear stealing the fish meant for the banquet—a theft Kenai''s carelessness had
facilitated—he decides to chase the grizzly bear into the forest. He eventually
finds and confronts the animal at the top of a rocky peak, but overestimating
his strength, he is quickly overwhelmed. His two brothers intervene to avert the
danger, but the bear is far too strong for them: it knocks Denahi off balance,
causing him to slip into a crevasse, and knocks Sitka unconscious with a swipe
of its paw. Determined to finish him off, the bear notices that Kenai and Denahi
are also in a vulnerable position and turns on them. To save his brothers, Sitka
plunges his spear into a crevice in the glacier, causing a gigantic fissure in
the rock. A huge chunk of rock and ice breaks away from the cliff, sending Sitka
and the bear plummeting down. The fall is tragically fatal for the young man,
while the bear escapes unharmed. Only a piece of the spear and Sitka''s coat are
found floating in the river below at the foot of the cliff. That evening, after
his brother''s funeral, Kenai, consumed by despair and rage, hunts down the bear
and finally kills it atop a rocky spire. At that moment, spirits appear, including
Sitka''s spirit, and transform him into a bear. Denahi, who had meanwhile set
off in pursuit of Kenai, arrives just then. Seeing a huge bear atop the rocky
peak and Kenai''s rags scattered across the rock, he mistakenly believes the bear
standing before him has killed Kenai. He immediately sets off in pursuit, unaware
that it is actually his own brother. At first, Kenai struggles to accept this
transformation, especially after meeting a talkative little bear cub named Koda.
During their conversation, Koda tells him he knows the summit where... Kenai must
reach this summit if he wants the spirit of Sitka to restore his human form, information
given to him by the shaman and witch of his village, and Koda is the only one
who knows the way... or at least, only vaguely remembers it, as he was very young
when he went there. Kenai is forced to accompany him, despite his excessive and
irritating chatter. Gradually, Kenai softens and befriends the bear cub. However,
they must escape Denahi, who relentlessly pursues them. They climb mountains,
cross plains on the backs of mammoths, and traverse a lava field, accompanied
by two brother moose, Truc and Muche, whom they meet along the way. Once they
reach the foot of the mountain, they discover a lake where a multitude of bears
are gathered, fishing and playing all day long. One of their games is to tell
a thrilling story. Bear stories are generally not very exciting. Kenai recounts
how he met the most unbearable cub, but that now they are like brothers. Then
Koda recounts how one day, hidden in a bush, he saw a hunter tracking his mother,
never knowing what became of her afterward… Kenai, horrified, realizes that the
bear he killed when he was still human was none other than Koda''s mother. Ashamed,
he leaves the group and tries to reach the summit alone, but Koda catches up with
him, still yearning for his mother''s return. Kenai tells him that his mother
will never come back, and Koda leaves in tears, refusing to accept this reality.
While he is alone, Truc and Muche arrive and try to comfort him, but Truc, angry
with his brother, lashes out at him. However, he makes up with Muche when the
latter reminds him that, as a brother, he will always be there to help him, which
makes Koda realize that Kenai needs him. Kenai reaches the mountaintop where he
is attacked by his brother Denahi, the sole survivor of the hunt (or so Denahi
believes, for upon reaching the summit and discovering a bear in Kenai''s place,
he is convinced that the animal, which he believes to be the bear Kenai was hunting,
is his brother''s killer). A fight ensues. Koda tries to intervene until a majestic
eagle appears, abruptly ending the confrontation. The Great Spirits then appear
before a stunned Denahi and Koda, and Kenai transforms into his human form. Denahi
discovers his brother, whom he was about to kill, standing before him, and Koda
realizes that his friend is actually human. The young bear cub also sees the spirit
of his mother materialize before him. Before the astonished eyes of the three
protagonists, the majestic eagle transforms into the human form of Sitka''s spirit.
Kenai then makes a request of the spirits: he wishes to become a bear again and
understands that his purpose is to watch over Koda, now alone in the world. Sitka''s
spirit grants him this favor. After this, Sitka and Koda''s mother are able to
join the Great Spirits in peace. It is in this form that Kenai returns to the
village, accompanied by Denahi and Koda, where he is quickly accepted by the human
population. Kenai has thus fulfilled the virtue assigned by his totem.'
sentences:
- Steve Taylor and his girlfriend Jenny Greengrass set off for a romantic weekend
away at a remote lake in the English countryside, where he plans to propose. Steve
complains about the behavior of the local children and criticizes the parenting
of the adults. In the woods, they meet a young boy named Adam, who is reluctant
to speak to them. The couple's idyllic getaway is disrupted by a gang of rowdy
teenagers. The next morning, Steve and Jenny find their food supplies infested
with insects. At a local restaurant, Steve describes the teens to the waitress,
who defensively insists her kids would never harass anyone. Steve sneaks into
a house he believes belongs to the teens. He snoops around but escapes upon the
return of Jon, the surly homeowner. Back at the lake, the couple discovers their
car keys, Steve's phone, and wallet missing. Their car is also gone. Returning
to town on foot, they avoid a collision with their own car, driven recklessly
by the gang's psychopathic leader, Brett. Finding the gang in the woods after
nightfall, Steve demands the return of his belongings. The teens pull out knives,
and in the scuffle, Brett's dog is stabbed, sending Brett into a maniacal rage.
The couple tries to flee, but the gang causes Steve to crash his car. With Steve
trapped, Jenny is forced to run for help. At daybreak, Jenny stumbles upon the
group. To her horror, they have tied Steve to a rock with barbed wire. Brett orders
each reluctant teen to stab him so they will all be implicated, making it less
likely for members to report the incident to police. Paige, the female gang member,
records Steve's torture on her phone. Jenny distracts the gang so Steve can free
himself but she is unable to nurse his fatal wounds. She finds the engagement
ring in his pocket and wears it before hiding him and running for help. Jenny
runs into Adam, who informs the gang of her location. They tie her, along with
Steve's dead body, to a pile of wood; Brett forces Adam to light a bonfire while
Paige films it. Jenny escapes and Brett necklaces Adam in retaliation. Jenny accidentally
kills a younger gang member, Cooper, who was actually attempting to help her.
After finding Cooper's body, Brett is thrown into further rage and beats another
gang member to death. Paige flees in fear. Jenny steals a van, running over Paige
in anger. She makes it back to town and crashes into a backyard party. She awakes
being comforted by a woman and her husband Jon, and realises she is in Brett's
house. The other parents are informed of the dead gang members, who are all the
children of the adults at the house. Jenny locks herself in the bathroom for protection
but Jon kicks the door in. As she begs them to call police, Brett convinces the
adults that Jenny and Steve murdered the gang members. Jon takes Jenny back into
the bathroom with two other men. Brett shuts the door of his room, blocking out
the sound of Jenny's screams. He deletes the videos of the gang's crimes from
Paige's phone, puts on Steve's sunglasses, and stares blankly into a mirror.
- 'In a post-ice age Alaska, the local tribes believe all creatures are created
through the Great Spirits, who are said to appear in the form of an aurora. A
trio of brothers, Kenai, the youngest; Denahi, the middle; and Sitka, the eldest,
return to their tribe in order for Kenai to receive his totem, necklaces in the
shapes of different animals. The particular animals they represent symbolize what
they must achieve to call themselves men. Unlike Sitka, who gained the eagle of
guidance, and Denahi, who gained the wolf of wisdom, Kenai receives the bear of
love. He objects to his totem, stating that bears are thieves, and believes his
point is made a fact when a brown bear steals their basket of salmon. Kenai and
his brothers pursue the bear, but a fight ends on top of a glacier, during which
Sitka gives his life to save his brothers by dislodging the glacier, although
the bear survives the fall. After Sitka''s funeral, an enraged Kenai blames the
bear for Sitka''s death. He hunts down and chases the bear up onto a rocky cliff,
fighting and eventually slaying it. The Spirits, represented by Sitka''s spirit
in the form of a bald eagle, arrive and transform Kenai into a bear after the
dead bear''s body evaporates and joins them. Denahi arrives and, falsely believing
that Kenai was killed by the bear from earlier, vows to avenge Kenai by hunting
it down. Kenai falls down some rapids, survives, and is healed by Tanana, the
shaman of his tribe. She does not speak the bear language, but advises him to
return to the mountain to find Sitka and be turned back to a human, but only when
he atones for his actions; she vanishes without an explanation. Kenai quickly
discovers that the wildlife can now speak to him, meeting a pair of moose brothers
named Rutt and Tuke. He gets caught in a trap, but is freed by an outgoing bear
cub named Koda. They make a deal: Kenai will escort Koda to an annual salmon run
and then the cub will lead Kenai to the mountain. Along the way the two eventually
form a brother-like relationship. While riding on the backs of a mammoth herd,
Koda reveals that his mother is missing. The two are hunted by Denahi, who is
still determined to avenge Kenai, unaware that the bear he is pursuing is actually
Kenai himself. Eventually, Kenai and Koda reach the salmon run, where a large
number of bears live as a family, including the leader Tug. Kenai accepts his
new surroundings and is comfortable living with the other bears. During a discussion
among the bears, Koda tells a story about his mother recently fighting human hunters
on a glacier, reminding Kenai of his and his brothers'' fight with the bear that
led to Sitka''s death, making him realize that the entire time, the bear he killed
was Koda''s mother. Horrified of what he has done, Kenai runs away in a fit of
guilt, but Koda soon follows him. Downhearted, Kenai confesses the truth to Koda,
who runs away, grief-stricken that Kenai was responsible for his mother''s death
out of avenging Sitka. An apologetic Kenai leaves to reach the mountain. Meanwhile,
Rutt and Tuke, having had a falling-out, reconcile in front of Koda, prompting
him to forgive Kenai. On the mountain, Kenai is cornered by Denahi, but their
battle is interrupted by Koda, who steals Denahi''s spear. Kenai sacrifices himself
for Koda, out of love, prompting Sitka to appear and turn him back into a human,
much to Denahi and Koda''s surprise. However, upon realizing that Koda needs him
because of his own mistake, Kenai asks Sitka to transform him back into a bear
with Denahi''s support. Sitka complies, and Kenai is transformed back into a bear.
Koda is reunited briefly with the spirit of his mother before she and Sitka return
to the spirit world. In the end, Kenai lives with the rest of the bears and gains
his title as a man, through being a bear.'
- At a racetrack, aging drag racing star Lonnie Lucky Man Johnson makes engine refinements
to his car, which is sponsored by the international oil company Fast Company (FastCo).
On its first test run it blows up, but Lonnie escapes unhurt. FastCo team boss
Phil Adamson is not impressed, telling the head mechanic, Elder, that the team
can't afford to win if it breaks the budget. In the Funny Car class, Lonnie's
protégé Billy The Kid Brooker gives top dog Gary The Blacksmith Black a close
run. At the Big Sky meet, Adamson takes a backhander from the organizer. He says
that the fans come to see Lonnie, so while the dragster is being repaired he will
replace Billy in the Funny Car. Lonnie doesn't like the idea. Billy likes it less,
blaming Lonnie's ego. Lonnie's first ever Funny Car run is against Black, who
is angry at the driver switch, especially when he loses the race. En route to
a next race in Spokane, Lonnie calls the dragster mechanic with a few ideas, but
is told that Adamson cancelled the repair work. At the meet, Lonnie is less than
complimentary on his FastCo TV spot. Adamson is incensed and calls the company
to say he's bringing in Gary Black. Candy the FastCo ad girl refuses to have sex
with the TV interviewer as damage control, so Adamson fires her. He offers Black
the job as FastCo driver. Candy and Billy have sex inside Lonnie's trailer. Lonnie’s
girlfriend Sammy shows up and interrupts them, assuming at first it’s Lonnie in
bed. Reunited, Lonnie and Sammy kick out Billy and Candy, and they make love.
Lonnie talks about quitting racing. Adamson walks in without knocking, causing
Lonnie to punch him to the floor. He says they're finished, but Lonnie assures
him the car will race. Outside the trailer, Adamson gives Black and his mechanic
Meatball a job. While on another test run, the Funny Car's engine blows, but Lonnie
controls the situation using the cockpit safety gear. Billy angrily accuses Black
of sabotage, but Lonnie intervenes on Black's behalf. In the pit, Adamson announces
that Black is the new Fast Co driver and the whole team is fired. Lonnie goes
for him but is slugged with a tire iron by Meatball. Billy is despondent, but
Lonnie insists they'll still race at Edmonton next weekend and plans to steal
the car. Billy and P.J. visit the local motor show and are amazed that Adamson
has the car on display. That night, Billy and Candy create a diversion while Lonnie
steals the car back. Working overtime, Lonnie, Billy, P.J. get it in shape for
the race. At the Edmonton racetrack, Lonnie's surprise independent entry is announced.
Adamson is worried that Black will be beaten, but Meatball says he will win as
long as he is in the left lane. Lonnie gives an ecstatic Billy the chance to drive
in the race. At the toss up for the lane choice, Billy wins and chooses left.
Adamson ensures a last minute change, much to Billy's annoyance. Meatball pours
oil on Billy’s lane. As the race gets underway Billy gets a fast start, but Black
tries to run him off the road. Black takes the lead, then cuts into Billy's lane
and hits the oil, causing his car to explode in a giant fireball. Billy attacks
Meatball at the side of the track and in the struggle, Meatball's overalls catch
fire. Billy uses his cockpit extinguisher to save his life. Adamson panics and
flees to his plane. As it taxis down the runway, Lonnie jumps in the Funny Car.
He catches up just as the plane takes off, clipping the end off a wing. Adamson
fights for control but the plane dives into a parked FastCo oil truck, exploding
on impact. The next morning, the team members discuss the future. Lonnie promises
he'll have new funding in place soon, but first he and Sammy are going to share
some quality time.
- source_sentence: 'In 1986, a young girl named Naina (Urmila Matondkar) lost her
sight and her parents in a car accident.
A few years later, Naina received a corneal transplant that restored her sight.
However, she began to experience visions.'
sentences:
- During a solar eclipse in 1986, young Naina Shah, while traveling in the backseat
of her England-based dad's car, is struck by glass from the shattered windshield
during an accident, and loses her eyesight. Her parents do not survive, and she
is brought up by her paternal grandmother. Years later, Naina gets a successful
corneal transplant, and is able to see. She complains of vision problems, seeing
hooded persons, and people dying, which a psychiatrist, Samir Patel, diagnoses
as hallucinations. But when Naina reports seeing someone else in her mirror reflection,
Sameer decides to investigate who the original cornea actually belonged to. This
investigation will lead them to an impoverished village in New Bhuj, Gujarat,
where she will find her life endangered by hostile villagers who believe that
the donor of her cornea was cursed. Naina learns the story of her donor, Khemi.
Khemi was born with the ability to see a person's imminent death, and was ostracised
by the society. One night, she tried to save the village from a great fire, but
nobody believed her. After the fire broke out, those same villagers blamed Khemi
for the disaster. Khemi committed suicide out of despair. Naina returns to England,
where she unsuccessfully tries to save people from a fire. In the accident, Naina
once again loses her eyesight, but she does not regret it because she has the
love of Samir and her grandmother.
- Mick O'Brien is a 16-year-old Irish-American hoodlum from Chicago. Mick's crimes
include snatching purses, shoplifting, vandalism, and fighting, but he aspires
to bigger things. Mick's attempt to rip off his Puerto Rican rival, Paco Moreno,
goes awry, leading to Mick's best friend Carl being fatally shot and Mick accidentally
running over and killing Paco's eight-year-old brother. Mick is sent to the Rainford
Juvenile Correctional Facility. Most of the supervisors there have lowered themselves
to the role of zookeepers. One exception is Ramon Herrera, a former gang member
who talks tough to the inmates, but holds out hope for some of them, especially
Mick. Mick's cellmate is Barry Horowitz, a small, wiry, brainy Jewish kid who
firebombed a bowling alley after some boys there assaulted him for flirting with
their girlfriends. Their cell block is dominated by a pair of brawny sadists named
Viking Lofgren and Warren Tweety Jerome, who take an immediate dislike to Mick.
Mick puts up with them at first, but after witnessing Tweety kill another inmate
(who tried to stab Tweety as revenge for raping him), he refuses to be intimidated.
Suspecting that Mick may have revealed Tweety's guilt to the authorities, Tweety
and Viking go to Mick's cell to confront him. Mick beats them up with a pillowcase
full of unopened soda cans. His victory earns him the respect of the block and
recognition as the new barn boss. Tweety is released soon afterwards and is later
killed during a liquor store robbery. In order to avenge his brother's death,
Paco attacks and rapes Mick's girlfriend, J.C. After learning of this, Mick and
Horowitz escape. While running through the woods, Horowitz falls on some barbed
wire and is caught by two supervisors who were on their trail. This gives Mick
time to get away. Ramon rightfully believes that Mick will go to J.C.'s house
and soon picks him up there. Before returning to Rainford, Ramon takes Mick to
visit a maximum-security prison to show him where he could end up if he continues
down the same path. Paco is arrested and winds up in the same dormitory as Mick.
Rainford staff are fully aware of the potential danger, but no other reform school
has a vacancy. Paco attempts to provoke Mick into a fight, but Mick avoids the
confrontation, since he may qualify for early release if he stays out of trouble.
However, he also loses the respect of many of the inmates, who now want to see
Paco put Mick away. In an attempt to retaliate on Mick's behalf, Horowitz creates
a bomb by planting fertilizer in a radio that he places in the cell Paco and Viking
share. The charge explodes prematurely and only injures Viking. Horowitz is condemned
to solitary confinement for the remainder of his sentence, a fate he fears more
than any other. When Paco accidentally learns he is being transferred to another
facility the next day, he decides to kill Mick that night. While Ramon is on night
watch, Paco fakes a ruptured appendix, knocks Ramon unconscious, and locks him
in the office. Paco then goes to Mick's cell to stab him with a shiv. Mick gets
the jump on Paco, however, and they start fighting. The other inmates are awakened
by the brawl and some barricade the door to the dormitory. Eventually, Mick gets
on top of Paco and prepares to deliver a fatal stab wound with the shiv while
being encouraged by the others to kill. But Mick resists at the last second and
stabs the floor mat instead. He then drags a beaten Paco to the supervisors and
heads back to his cell, crying in remorse.
- 'Sylvia Miller, a Seattle morning show weather television personality, after learning
her boyfriend Dale Waters and anchor for their show has cheated on her with his
co-anchor Sherry, shames him on air. Her live freak out includes quitting her
job. Sylvia is forced to move in with her younger brother, as she was living with
Dale. She must cope with being 35, single and unemployable in her chosen profession
as she''s committed professional suicide. To retrieve her things from her old
place she gets Byron and Walt, who are a number of years younger, to act as her
muscle. Dale and Sherry are napping when they arrive, and when she finds them
she loses it, climbing on the bed and slapping him. Before she goes, Dale says
he cheated because she didn''t love him and she was cold. After several unsuccessful
job interviews it becomes clear that Sylvia can''t get hired in broadcast journalism.
Now desperate to earn money, she eventually gets a low-paying job as a waitress.
That night, Sylvia agrees to go on a date with Charles, set up by her girlfriends.
Walt and Byron give them a hard time as the couple leaves the apartment. On the
date, Charles comes on very strong, talking about wanting to get married, and
even having chosen the names of their future children. Arriving back at the apartment,
Sylvia tells Byron that Charles was creepy. He proposes he be her rebound guy.
Initially resistant, after a moment she says yes. The conditions are: it''s just
physical; no strings; and don''t tell Walt. The fling is the only thing making
Sylvia''s life tolerable. But the secret is out when Walt walks in on the two
as they are getting physical. Byron fears what this discovery may do to his friendship
with Walt, but Sylvia insists that it is purely physical, with no strings. Restaurant
customers constantly bug Sylvia about her TV blow up and the kitchen staff harass
her in Spanish. She begins to bond with the staff when she finally shows them
she knows some Spanish. Byron shows up at the restaurant, coercing her into a
date, where they walk, share life stories, and seem to get closer. On the walk,
Sylvia tells Byron that her mom died when she was 14, and Walt was 10, so the
siblings raised each other. They bump into her friends, whom she hasn''t seen
since she and Byron started hooking up. The friends bring up the age difference.
At work, Sylvia performs the Heimlich maneuver on a choking customer, a video
of which goes viral. Simultaneously, Walt notices that Byron is truly interested
in her as her former boss calls, proposing she come back to co-anchor with Dale.
As Sylvia considers the new job offer, Dale invites her to dinner, and says she
can decide if it is just a professional meeting or also intimate. Walt admonishes
her for going. Byron stops by to let her know how much he likes her, but Sylvia
says she doesn''t reciprocate. At the dinner, Dale says he wants her back, but
she doesn''t allow him to kiss her.'
- source_sentence: Sheba Miller, a working-class girl, dreams of a life of luxury.
Her father owns a cigar shop, while she works as a stenographer. Jack, another
working man, is madly in love with her and has even asked her father for his consent
to their marriage. Although Pa Miller loves Jack and would like to see his daughter
marry him, Sheba refuses because of his current salary. One day, she convinces
him to take her to a chic and exclusive nightclub, the Pirates Den. Once they
arrive and are seated, he is shocked by the prices and suggests they go somewhere
else; this leads to an argument. As the couple is about to leave, an advertisement
is placed for a leg contest, and Sheba decides to enter. She wins first place
and is presented with her prize by Nickey Solomon, a gangster. Finally, Nickey
proposes to Sheba, but before they can get married, Solomon, short on cash, robs
a cigar shop and, in doing so, shoots the man behind the counter. Unbeknownst
to him, he has shot Sheba's father. As the two are about to head out for another
night on the town now that they have money, they stop at her father's cigar shop
to say hello. As they approach, they see the police stationed nearby, and Nickey
realizes what he has done. He convinces Sheba to stay in the car while he checks
what happened. He speaks briefly to the police and then tells them that her father
is fine and is now at the station helping the police identify a robber. In reality,
however, her father is in the hospital being treated for his gunshot wound. Nickey
convinces Sheba to continue their date, and they go to the club, but Jack, who
suspects Solomon of being behind the robbery, asks the police to help him with
his plan to frame him. They manage to get Nickey to unwittingly confess to the
crime and convince him to leave town, but they arrest him at the train station
before he has a chance to board. Solomon is taken to jail, and Sheba is informed
that her father is perfectly fine. Humiliated by the experience, Sheba agrees
to marry Jack with his $35-a-week salary.
sentences:
- Sakura Motomachi, Tokyo in the 1960s. Shin, a boy who lived happily, despite being
poor, loses his mother, his only family member, and falls into deep misfortune.
Itsuki, a boy who saves Shin, also lost his older sister. Those two boys are joined
by Tae, a girl who can see Yo-kai, and together with Shin's guardian spirit Sū-san,
and new Yo-kai such as Nekomata, they take on a mysterious incident in order to
retrieve the souls of their precious family! And what is the shocking truth that
awaits them...!? This is a story about the friendship formed between three children
and Yo-kai― The film also tells the origin of how Lord Enma became the ruler of
the Yo-kai.
- Alice White plays Sheba Miller, a working-class girl who dreams about living a
life of luxury. Her father runs a cigar store while she works as a stenographer.
Jack, a soda jerk, is madly in love with her and has even asked her father for
his consent to their marriage. Although Pa Miller likes Jack and would like to
see his daughter marry him, Sheba refuses him on the wage he currently earns.
One day, she convinces him to take her to a fancy exclusive nightclub, the Pirates
Den. Once they arrive and are seated, he is shocked at the prices and suggests
that they go elsewhere; this leads to an argument. As the couple is about to leave,
an announcement is made for a leg contest and Sheba decides to enter. She wins
first place and is awarded her prize by Nickey Solomon, a gangster. Dazzled by
his fancy clothes and car, Sheba accepts his attentions and give Jack the air.
Eventually Nickey asks Sheba to marry him, but before they tie the knot, Solomon,
who is low on cash, robs a cigar store and in the process shoots the man behind
the counter. Without knowing it, he has shot Sheba's father. As the two are about
to head out for another night on the town now that they have money, they stop
at her father's cigar store to say hello. As they approach, they see police stationed
around and Nickey realizes what he has done. He convinces Sheba to stay in the
car while he checks out what happened. He talks a bit to the police and then tells
her that her father is all right and that he is now at the police station to help
the police identify a thief. In reality, however, her father is at the hospital
being treated for the gunshot wound. Nickey convinces Sheba to continue their
date and they drive to the club, but Jack, who suspects that Solomon was behind
the robbery, asks the police to help with his entrapment plan. They manage to
get Nickey to unwittingly confess to the crime and convince him to skip town,
but they arrest him at the train station before he has a chance to board. Solomon
is taken to jail and Sheba is informed that her father is perfectly fine. Sheba,
humbled by the experience, agrees to marry Jack on his $35 a week salary.
- Raj Sharma is a young playboy who meets three young women at different stages
in his life and learns important lessons about love along the way. As the story
opens in 2008, it leads to a series of flashbacks describing his growth both emotional
and ethical. 1996, Switzerland – Mahi On a trip to Switzerland with his friends,
Raj runs into Mahi Pasricha on the Eurail, who is on vacation with her friends
and family. Mahi is a sweet, dreamy girl who believes in true love and is hoping
to find her 'Raj' (a reference to Dilwale Dulhania Le Jayenge (1995)) i.e. her
true love. When she misses her train, Raj helps her reach the airport through
a different route. On the way, they share a kiss after Raj reads her a poem he
wrote about her. At the airport, when she opens the paper on which Raj had written
the poem, she finds it blank. Raj boasts to his friends about what happened between
the pair and how he took full advantage of the situation when she was alone. Mahi
overhears this and is shocked and heartbroken. Raj realizes that she has overheard
his conversation with his friends and shamefacedly leaves. 2002, Mumbai – Radhika 6
years after the Switzerland episode, Raj has moved to Mumbai and found a job with
Microsoft as a game designer with his best friend Sachin Kashyap. Pretty soon,
he enters into a live-in relationship with neighbor Radhika Kapoor, an aspiring
model. Having received an offer to move to Sydney for a Halo 3 game launch, he
expects to be able to leave Radhika and move on, assuming she is capable of handling
a break-up. This vision is shattered when Radhika declares that she intends to
sacrifice her career to marry Raj and join him in Australia. He makes up reasons
to Radhika so as to prevent them from getting married, but she remains firm. Raj,
unable to express his commitment phobia, boards his flight on the morning of his
wedding to Radhika. Radhika learns this while waiting for him at the registrar's
office dressed as a bride, and is left crestfallen and heartbroken. 2007, Sydney
– Gayatri 5 years down the line, Raj now enjoys a successful career along with
Sachin in Sydney. He meets Gayatri Divecha, a feisty and independent woman who
studies at business school during the day, and moonlights as a taxi-driver at
night. As they date, he gains feelings for her. He also realizes that his feelings
for her challenge his misgivings towards commitment. He proposes to her, but Gayatri
turns him down, saying that she is happy with her life as she is and she doesn't
believe in marriage and commitment. Rejection cuts Raj deep. He recalls when he
broke the hearts of Mahi and Radhika, realizing how they must have felt. He decides
to seek them out and ask for forgiveness.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---
# SentenceTransformer based on google/embeddinggemma-300m
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m)
- **Maximum Sequence Length:** 256 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Cosine Similarity
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 256, 'do_lower_case': False, 'architecture': 'Gemma3TextModel'})
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
)
```
## Usage
### Direct Usage (Sentence Transformers)
First install the Sentence Transformers library:
```bash
pip install -U sentence-transformers
```
Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("ahmedHamdi/IR-fr-en-gemma")
# Run inference
sentences = [
"Sheba Miller, a working-class girl, dreams of a life of luxury. Her father owns a cigar shop, while she works as a stenographer. Jack, another working man, is madly in love with her and has even asked her father for his consent to their marriage. Although Pa Miller loves Jack and would like to see his daughter marry him, Sheba refuses because of his current salary. One day, she convinces him to take her to a chic and exclusive nightclub, the Pirates Den. Once they arrive and are seated, he is shocked by the prices and suggests they go somewhere else; this leads to an argument. As the couple is about to leave, an advertisement is placed for a leg contest, and Sheba decides to enter. She wins first place and is presented with her prize by Nickey Solomon, a gangster. Finally, Nickey proposes to Sheba, but before they can get married, Solomon, short on cash, robs a cigar shop and, in doing so, shoots the man behind the counter. Unbeknownst to him, he has shot Sheba's father. As the two are about to head out for another night on the town now that they have money, they stop at her father's cigar shop to say hello. As they approach, they see the police stationed nearby, and Nickey realizes what he has done. He convinces Sheba to stay in the car while he checks what happened. He speaks briefly to the police and then tells them that her father is fine and is now at the station helping the police identify a robber. In reality, however, her father is in the hospital being treated for his gunshot wound. Nickey convinces Sheba to continue their date, and they go to the club, but Jack, who suspects Solomon of being behind the robbery, asks the police to help him with his plan to frame him. They manage to get Nickey to unwittingly confess to the crime and convince him to leave town, but they arrest him at the train station before he has a chance to board. Solomon is taken to jail, and Sheba is informed that her father is perfectly fine. Humiliated by the experience, Sheba agrees to marry Jack with his $35-a-week salary.",
"Alice White plays Sheba Miller, a working-class girl who dreams about living a life of luxury. Her father runs a cigar store while she works as a stenographer. Jack, a soda jerk, is madly in love with her and has even asked her father for his consent to their marriage. Although Pa Miller likes Jack and would like to see his daughter marry him, Sheba refuses him on the wage he currently earns. One day, she convinces him to take her to a fancy exclusive nightclub, the Pirates Den. Once they arrive and are seated, he is shocked at the prices and suggests that they go elsewhere; this leads to an argument. As the couple is about to leave, an announcement is made for a leg contest and Sheba decides to enter. She wins first place and is awarded her prize by Nickey Solomon, a gangster. Dazzled by his fancy clothes and car, Sheba accepts his attentions and give Jack the air. Eventually Nickey asks Sheba to marry him, but before they tie the knot, Solomon, who is low on cash, robs a cigar store and in the process shoots the man behind the counter. Without knowing it, he has shot Sheba's father. As the two are about to head out for another night on the town now that they have money, they stop at her father's cigar store to say hello. As they approach, they see police stationed around and Nickey realizes what he has done. He convinces Sheba to stay in the car while he checks out what happened. He talks a bit to the police and then tells her that her father is all right and that he is now at the police station to help the police identify a thief. In reality, however, her father is at the hospital being treated for the gunshot wound. Nickey convinces Sheba to continue their date and they drive to the club, but Jack, who suspects that Solomon was behind the robbery, asks the police to help with his entrapment plan. They manage to get Nickey to unwittingly confess to the crime and convince him to skip town, but they arrest him at the train station before he has a chance to board. Solomon is taken to jail and Sheba is informed that her father is perfectly fine. Sheba, humbled by the experience, agrees to marry Jack on his $35 a week salary.",
"Raj Sharma is a young playboy who meets three young women at different stages in his life and learns important lessons about love along the way. As the story opens in 2008, it leads to a series of flashbacks describing his growth both emotional and ethical. 1996, Switzerland – Mahi On a trip to Switzerland with his friends, Raj runs into Mahi Pasricha on the Eurail, who is on vacation with her friends and family. Mahi is a sweet, dreamy girl who believes in true love and is hoping to find her 'Raj' (a reference to Dilwale Dulhania Le Jayenge (1995)) i.e. her true love. When she misses her train, Raj helps her reach the airport through a different route. On the way, they share a kiss after Raj reads her a poem he wrote about her. At the airport, when she opens the paper on which Raj had written the poem, she finds it blank. Raj boasts to his friends about what happened between the pair and how he took full advantage of the situation when she was alone. Mahi overhears this and is shocked and heartbroken. Raj realizes that she has overheard his conversation with his friends and shamefacedly leaves. 2002, Mumbai – Radhika 6 years after the Switzerland episode, Raj has moved to Mumbai and found a job with Microsoft as a game designer with his best friend Sachin Kashyap. Pretty soon, he enters into a live-in relationship with neighbor Radhika Kapoor, an aspiring model. Having received an offer to move to Sydney for a Halo 3 game launch, he expects to be able to leave Radhika and move on, assuming she is capable of handling a break-up. This vision is shattered when Radhika declares that she intends to sacrifice her career to marry Raj and join him in Australia. He makes up reasons to Radhika so as to prevent them from getting married, but she remains firm. Raj, unable to express his commitment phobia, boards his flight on the morning of his wedding to Radhika. Radhika learns this while waiting for him at the registrar's office dressed as a bride, and is left crestfallen and heartbroken. 2007, Sydney – Gayatri 5 years down the line, Raj now enjoys a successful career along with Sachin in Sydney. He meets Gayatri Divecha, a feisty and independent woman who studies at business school during the day, and moonlights as a taxi-driver at night. As they date, he gains feelings for her. He also realizes that his feelings for her challenge his misgivings towards commitment. He proposes to her, but Gayatri turns him down, saying that she is happy with her life as she is and she doesn't believe in marriage and commitment. Rejection cuts Raj deep. He recalls when he broke the hearts of Mahi and Radhika, realizing how they must have felt. He decides to seek them out and ask for forgiveness.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.9117, 0.0916],
# [0.9117, 1.0000, 0.0746],
# [0.0916, 0.0746, 1.0000]])
```
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 16,276 training samples
* Columns: sentence_0 and sentence_1
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 |
|:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string |
| details | - min: 11 tokens
- mean: 125.11 tokens
- max: 256 tokens
| - min: 21 tokens
- mean: 230.12 tokens
- max: 256 tokens
|
* Samples:
| sentence_0 | sentence_1 |
|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| An unbelievable heatwave hits the British island of Fara in the middle of winter. At the Swan Inn, tension rises along with the temperature. The mysterious guest, Hanson, will eventually reveal the cause of this strange microclimate: aliens are preparing to invade Earth, and the intense heat is essential for their survival… | Jeff and Frankie Callum run The Swan, an inn on the island of Fara, somewhere off the English coast. Jeff, a professional novelist, hires a secretary, but this turns out to be Angela Roberts, a younger woman with whom he had an affair some time before, and who has come to the island with the intent of luring Jeff away from his wife, or at least causing trouble in their marriage. The Callums moved to Fara so that Jeff could escape Angela's amorous advances, although as far as Frankie knows, it was only to escape the tedium of life on the mainland. Not helping matters is the fact that despite it being the middle of winter, Fara is experiencing a stifling and inexplicable heat wave, with temperatures rising rapidly. It has become so hot that cars stall, beer bottles shatter, televisions explode, and telephones have ceased to work. Into this tense situation comes Godfrey Hanson, a mysterious scientist from the mainland, who rents a room at The Swan. Hanson spends his time exploring the isl... |
| Rasputin made his healing powers known in Russia by curing a tavern keeper's wife. He then decided to go to the capital to become important. He hypnotized several people, which allowed him to gain access to the Tsar's court. | In the Russian countryside, Rasputin heals the sick wife of an innkeeper (Derek Francis). When he is later hauled before an Orthodox bishop for his sexual immorality and violence, the innkeeper springs to the monk's defence. Rasputin protests that he is sexually immoral because he likes to give God sins worth forgiving (loosely based on Rasputin's rumored connection to Khlysty, an obscure Christian sect which believed that those deliberately committing fornication, then repenting bitterly, would be closer to God). He also claims to have healing powers in his hands, and is unperturbed by the bishop's accusation that his power comes from Satan. Rasputin heads for Saint Petersburg, where he forces his way into the home of Dr Zargo (Pasco), from where he begins his campaign to gain influence over the Tsarina (Asherson). He manipulates one of the Tsarina's ladies-in-waiting, Sonia (Shelley), whom he uses to satisfy his voracious sexual appetite and gain access to the Tsarina. He places her ... |
| The film depicts the Willard family on a trip to Europe. The family crosses the Atlantic Ocean aboard the SS United States. | Harry Willard finally makes good his promise to take his bride of 20 years on a long-delayed trip by ship to Europe. They are accompanied by their 19-year-old son (Elliott), 18-year-old daughter (Amy), and 11-year-old son (Skipper). From the time they arrive at the dock, an unending series of comedy adventures and romantic encounters ensue until, exhausted but happy, they leave with memories that will stay with them all for years to come. |
* Loss: [MultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim",
"gather_across_devices": false
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `per_device_train_batch_size`: 4
- `per_device_eval_batch_size`: 4
- `multi_dataset_batch_sampler`: round_robin
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 4
- `per_device_eval_batch_size`: 4
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1
- `num_train_epochs`: 3
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: None
- `warmup_ratio`: 0.0
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `parallelism_config`: None
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch_fused
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `project`: huggingface
- `trackio_space_id`: trackio
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: None
- `hub_always_push`: False
- `hub_revision`: None
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: no
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `liger_kernel_config`: None
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: True
- `prompts`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin
- `router_mapping`: {}
- `learning_rate_mapping`: {}