Add SetFit model

README.md

@@ -43,132 +43,131 @@ widget:
     people that we might think are not the right character to be here and they have
     done things in their past,” Kraft said. “That’s the only time we’ve really weighed
     in.”'
-- text: 'WESTFIELD - The St. Mary’s High School boys basketball team may have just
-    found their secret weapon or at least one of them.
-
-
-    St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-pointers
-    to help the Saints stop a two-game slide and turn back Pioneer Valley Christian
-    Academy, 55-32, Wednesday night at Westfield Intermediate School.'
-- text: 'WE’VE SEEN ACROSS OUR REGION. ONE AMBULANCE WE HAVE PROBABLY SIX VICTIMS
-    DOWN HERE. THE 911 CALLS COMING IN AROUND 220 THIS MORNING. BLACK SUV CAME UP,
-    FIRED ROUNDS, TOOK OFF A SHOOTING ON ESSEX STREET WHERE PEOPLE WERE CELEBRATING.
-    A FRIEND HEADING OFF TO COLLEGE. NOW, THIS STUFF IS UNFORTUNATE. I DIDN’T EXPECT
-    IT TO HAPPEN. I NEVER THOUGHT I WOULD GET THAT CALL. HIS BROTHER SAYING ABRAHAM
-    DIAZ IS ONE OF THE SEVEN PEOPLE SHOT. THE 25 YEAR OLD DIDN’T SURVIVE. HE’LL GO
-    TO THINGS LIKE THIS TO SHOW SUPPORT AND LOVE AND THAT’S WHAT THAT’S WHAT HE’S
-    ALL ABOUT. THE SIX OTHERS WERE RUSHED TO THE HOSPITAL. TWO IN CRITICAL CONDITION.
-    THERE’S MULTIPLE PEOPLE THAT WE KNOW PERSONALLY THAT WE HANG OUT WITH AND LAUGH
-    WITH THAT ARE RIGHT NOW IN THE HOSPITAL FIGHTING FOR THEIR LIVES. NOW INVESTIGATORS
-    ARE WORKING TO TRACK DOWN WHOEVER PULLED THE TRIGGER, SAYING VIOLENCE LIKE THIS
-    ISN’T UNIQUE TO. LYNN. IT’S NOT ONLY A PROBLEM IN OUR COMMUNITY, BUT IT’S BEEN
-    A PROBLEM IN MANY URBAN COMMUNITIES LAST WEEKEND IN BOSTON, TWO LARGE BRAWLS INVOLVING
-    TEENS AND KIDS AND A SHOOTING AT THE CARIBBEAN FESTIVAL THAT LEFT EIGHT HURT ENDED
-    WITH 17 PEOPLE ARRESTED, 14 OF WHOM ARE MINORS. NOW, AS LYNN POLICE INVESTIGATE,
-    SOME WHO LIVE HERE ARE QUESTIONING HOW SAFE ARE OUR COMMUNITIES. I HAVE A TWO
-    AND A HALF YEAR OLD BROTHER. I’M STARTING TO THINK LIKE AS A IS THIS A GOOD PLACE
-    TO RAISE HIM HERE? YOU KNOW, IT’S GETTING A LITTLE VIOLENT. LYNN POLICE SAY THEY
-    BELIEVE THIS SHOOTING WAS TARGETED. THEY SAY IT’LL TAKE THE WORK OF POLICE AS
-    WELL AS THE HELP OF THE COMMUNITY TO SOLVE THI
-
-
-    Advertisement 2 of 7 victims in Lynn shooting now dead, district attorney says
-    Share Copy Link Copy
-
-
-    Another man is dead in connection with a shooting that happened early Saturday
-    morning in Lynn, Massachusetts.Authorities announced Sunday that 21-year-old Jandriel
-    Heredia, of Revere, died of the injuries he suffered in the Essex Street shooting
-    that had already claimed the life of 25-year-old Abraham Diaz.The shooting, which
-    injured a total of seven people, was first reported to Lynn police at about 2:20
-    a.m. Saturday.The Essex County District Attorney''s Office said that as of Sunday
-    night, there is no new information as to the condition of the five other shooting
-    victims. "This is a terrible act of violence," Essex County District Attorney
-    Paul Tucker said. "We do not believe this was a random act of violence."Tucker
-    said shots were fired from a vehicle."They were having some type of a social gathering,"
-    the district attorney said. "This violence was put upon them in a terrible way.""The
-    people who did this are not in custody, and we want to make sure we do get them
-    into custody," Tucker added. "I just can''t believe it happened," said Brian Diaz,
-    brother of Abraham Diaz. "I''m still trying to process it.""My brother was a good
-    kid," Brian Diaz added. "He was just like me, giving back to kids, looking out
-    for kids, and ... just wanted to make sure everyone was all right."Brian said
-    Abraham was from Lynn. He said his brother was with a group celebrating a friend
-    who was heading off to college. "This is absolutely outrageous to have this level
-    of violence happen on our streets and in our neighborhood," Lynn Mayor Jared Nicholson
-    said at a news conference on Saturday morning. "It''s horrifying.""What everyone
-    experienced in this street and neighborhood, shouldn''t happen," Nicholson said.Several
-    multi-unit residential homes were located in the area of the shooting. "We believe
-    this incident was a targeted attack," Lynn police Chief Christopher Reddy said.
-    "We are committed to holding those accountable responsible for this senseless
-    act of violence."On Sunday, Tucker and Reddy said that a man was fatally shot
-    on Lincoln Street shortly after 11 p.m. Saturday. Authorities said that based
-    on their initial investigation, the shooting is not believed to be a random act
-    of violence.Anyone with any information about the shootings is asked to contact
-    Lynn police at 781-595-2000 or by texting a tip to 847411 (TIP411).The shootings
-    were being investigated by the Essex County District Attorney’s Office State Police
-    Detective Unit and detectives from the Lynn Police Department. Previous coverage:'
-- text: 'Joan Acocella, a cultural critic whose elegant, erudite essays about dance
-    and literature appeared in The New Yorker and The New York Review of Books for
-    more than four decades, died on Sunday at her home in Manhattan. She was 78.
-
-
-    Her son, Bartholomew Acocella, said the cause was cancer.
-
-
-    Ms. Acocella (pronounced ack-ah-CHELL-uh) wrote deeply about dancers and choreographers,
-    including Mikhail Baryshnikov, Suzanne Farrell and George Balanchine. She scrutinized
-    the vicissitudes of the New York City Ballet as well as the feats of the ballroom-dancing
-    pros and celebrity oafs of the popular TV series “Dancing With the Stars.”
-
-
-    She was The New Yorker’s dance critic from 1998 to 2019 and freelanced for The
-    Review for 33 years. Her final articles for The Review were a two-part commentary
-    in May on the biography “Mr. B: George Balanchine’s 20th Century,” by Jennifer
-    Homans, her successor as The New Yorker’s dance critic.
-
-
-    “What she wrote for us,” Emily Greenhouse, the editor of The Review, said in an
-    email, “was often mischievous and always delicious — on crotch shots and cuss
-    words, on Neapolitan hand gestures and Isadora Duncan’s emphasis on the solar
-    plexus.”'
-- text: '“That’s what will determine the winners and losers as we get through the
-    rest of the holiday season,” Matthew Shay, chief executive of the National Retail
-    Federation, a trade group, said on a recent conference call. The N.R.F. kept its
-    forecast that holiday sales — from Nov. 1 to Dec. 31 — would grow 3 to 4 percent
-    this year.
-
-
-    That forecast isn’t adjusted for inflation. Neither are the early readings of
-    sales over the weekend. Mastercard, for example, said sales both in stores and
-    online rose 2.5 percent on Nov. 24, from a year earlier. But with consumer goods
-    — excluding food and fuel — rising at an annual rate of around 4 percent, that
-    suggests that retailers aren’t necessarily moving more merchandise.
-
-
-    “We think sales were not strong; they were so-so, to the point of being mediocre,”
-    said Craig Johnson, the founder of the retail consultancy Customer Growth Partners.
-    His firm estimated that sales for the four-day period starting on Black Friday
-    and ending on Cyber Monday was $94.2 billion, up about 2.5 percent from last year.
-    Like Mastercard’s estimate, the retail consultancy forecast that — adjusted for
-    inflation — sales slipped slightly, Mr. Johnson said.
-
-
-    Some large retailers seem to be prepared for the slowdown in demand. Companies
-    like Target and Macy’s have reported that they’ve cut inventory levels in recent
-    quarters, and that may put them in a better position to profit even if demand
-    is weaker, according to Edward Yruma, an analyst at the investment bank Piper
-    Sandler.
-
-
-
-
-    If stores have too much inventory on hand, they may have to cut prices more than
-    expected, which would erode their profits.
-
-
-    “Really for the first time in four quarters, we are seeing retailers get inventories
-    better aligned with sales,” Mr. Yruma said. “That’s allowing them to have on-plan
-    promotions.”'
+- text: 'My mom loved Christmas so much, she would sometimes leave the tree up until
+    April.
+
+
+    She dyed a sheet blue for the sky behind the crèche and made a star of tin foil.
+    The cradle would stay empty until Christmas morning; when we tumbled downstairs,
+    the baby would be in his place, and the house would smell of roasting turkey.
+
+
+    Mom always took it personally if you didn’t wear red or green on Christmas, and
+    she signed all the presents “Love, Baby Jesus,” “Love, Virgin Mary” or “Love,
+    St. Joseph.”
+
+
+    (My brother Kevin was always upset that Joseph got short shrift, disappearing
+    from the Bible; why wasn’t he around to boast about Jesus turning water into wine?)
+
+
+    We went to midnight Mass back then, and it was magical, despite some boys wearing
+    Washington Redskins bathrobes as they carried presents down the aisle for Baby
+    Jesus.'
+- text: 'It is the first time that this food-dunking behavior has been documented
+    in parrots — it has also been observed in grackles and crows. And it was a serendipitous
+    discovery for the lab, which typically relies on meticulously planned experiments
+    to test the cockatoos’ renowned problem-solving skills. “But sometimes we get
+    gifted with accidental things that just happen,” Dr. Auersperg said.
+
+
+    Goffin’s cockatoos are known for their ability to use and manipulate objects.
+    In earlier studies, Dr. Auersperg and her colleagues found, for instance, that
+    the birds could open locked puzzle boxes and make their own tools to obtain out-of-reach
+    food.
+
+
+    But the researchers at the Goffin Lab did not typically pay close attention to
+    the birds’ behavior at lunch, said Jeroen Zewald, a doctoral student in the lab
+    and another author of the study. Until, one day last summer, they noticed something
+    curious. An affectionate male bird named Pipin — “the gentleman of the group,”
+    Mr. Zewald said — was dunking his food into the tub of water typically used for
+    drinking and bathing. Two other birds in the lab, Kiwi and Muki, turned out to
+    be dunkers, too, the researchers noticed.
+
+
+    To study the behavior more systematically, Mr. Zewald and Dr. Auersperg spent
+    12 days observing the birds’ lunchtime behaviors. In total, seven of the 18 birds
+    were observed dunking food at least once, they found. (Still, Pipin, Kiwi and
+    Muki were the undisputed dunkmasters, racking up many more “dunking events” than
+    the other birds.)'
+- text: 'SAN FRANCISCO — Celtics fans held their breath midway through Tuesday’s game
+    against the Warriors. C’s star Jayson Tatum appeared to roll his left ankle as
+    he hobbled back to the locker room with 7:45 left in the first quarter.
+
+
+    On the bright side, Tatum retreated to the Celtics locker room under his own power.
+    Tatum appeared to step on the Warriors’ Brandin Podziemski shoe midway through
+    play. Fortunately, it didn’t look like there was too much force on the play as
+    Tatum went to the locker room after twisting his ankle. Here’s a look at the play.
+
+
+    BET ANYTHING GET $250 BONUS ESPN BET CLAIM OFFER MASS 21+ and present in MA, NJ,
+    PA, VA, MD, WV, TN, LA, KS, KY, CO, AZ, IL, IA, IN, OH, MI. Gambling problem?
+    Call 1-800-Gambler.
+
+
+    Up to that point, Tatum had put up four points, two rebounds and one assist on
+    2-for-3 shooting in four minutes.
+
+
+    The injury didn’t appear serious initially, and that was indeed the case. Tatum
+    returned to the Celtics bench with 2:19 left in the first quarter, walking under
+    his own power and without a limp. Tatum made his return to the game to start the
+    second quarter.
+
+
+    This story will be updated.'
+- text: 'A new episode of “Love After Lockup” will air on Friday, Jan. 12 on WE Tv
+    at 9 p.m. ET.
+
+
+    The new episode can also be streamed live on Philo, DirecTV Stream and fuboTV.
+    All platforms offer a free trial for those interested in signing up for an account.
+
+
+    “Love After Lockup” is said to be a spin off from WE Tv’s “Love During Lockup”
+    as couples navigate their love lives through prison. The show will show inmates
+    struggle to keep their love through video dates, letters and phone calls. But
+    there’s no telling who can and can’t handle the cell wall that separates the couples.
+
+
+    In the new episode, “Tayler confronts Chance; Melissa reveals secret surgery plans.
+    Tensions flare as Kerok seeks Bri’s family’s acceptance. Shavel’s shower explodes
+    as the mothers-in-law face off again. Mike comes clean; Blaine’s confession sends
+    Lindsay spiraling.”
+
+
+    How can I watch if I don’t have cable?
+
+
+    If you don’t have access to cable television, you can stream “Love After Lockup”
+    on streaming platforms Philo, DirecTV Stream and fuboTV.
+
+
+    What is Philo?
+
+
+    Philo is an over-the-top internet live TV streaming service that offers 60+ entertainment
+    and lifestyle channels for the budget-friendly price of $25/month.
+
+
+    If you purchase a product or register for an account through one of the links
+    on our site, we may receive compensation.
+
+
+    What is FuboTV?
+
+
+    FuboTV is an over-the-top internet live TV streaming service that offers more
+    than 100 channels, such as sports, news, entertainment and local channels.
+
+
+    What is DirecTV Stream?
+
+
+    The streaming platform offers a plethora of content including streaming the best
+    of live and On Demand, starting with more than 75 live TV channels.'
 pipeline_tag: text-classification
 inference: false
 base_model: sentence-transformers/paraphrase-mpnet-base-v2
@@ -184,7 +183,7 @@ model-index:
       split: test
     metrics:
     - type: accuracy
-      value: 0.5138755980861244
+      value: 0.5086206896551724
       name: Accuracy
 ---
 
@@ -220,7 +219,7 @@ The model has been trained using an efficient few-shot learning technique that i
 ### Metrics
 | Label   | Accuracy |
 |:--------|:---------|
-| **all** | 0.5139   |
+| **all** | 0.5086   |
 
 ## Uses
 
@@ -240,9 +239,15 @@ from setfit import SetFitModel
 # Download from the 🤗 Hub
 model = SetFitModel.from_pretrained("Kevinger/setfit-hub-multilabel-example")
 # Run inference
-preds = model("WESTFIELD - The St. Mary’s High School boys basketball team may have just found their secret weapon or at least one of them.
+preds = model("My mom loved Christmas so much, she would sometimes leave the tree up until April.
+
+She dyed a sheet blue for the sky behind the crèche and made a star of tin foil. The cradle would stay empty until Christmas morning; when we tumbled downstairs, the baby would be in his place, and the house would smell of roasting turkey.
+
+Mom always took it personally if you didn’t wear red or green on Christmas, and she signed all the presents “Love, Baby Jesus,” “Love, Virgin Mary” or “Love, St. Joseph.”
+
+(My brother Kevin was always upset that Joseph got short shrift, disappearing from the Bible; why wasn’t he around to boast about Jesus turning water into wine?)
 
-St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-pointers to help the Saints stop a two-game slide and turn back Pioneer Valley Christian Academy, 55-32, Wednesday night at Westfield Intermediate School.")
+We went to midnight Mass back then, and it was magical, despite some boys wearing Washington Redskins bathrobes as they carried presents down the aisle for Baby Jesus.")
 ```
 
 <!--
@@ -274,7 +279,7 @@ St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-point
 ### Training Set Metrics
 | Training set | Min | Median   | Max  |
 |:-------------|:----|:---------|:-----|
-| Word count   | 22  | 396.7188 | 2161 |
+| Word count   | 12  | 526.0625 | 6633 |
 
 ### Training Hyperparameters
 - batch_size: (8, 8)
@@ -297,18 +302,18 @@ St. Mary’s guard-forward Patryk Lech scored 14 points, including three 3-point
 ### Training Results
 | Epoch  | Step | Training Loss | Validation Loss |
 |:------:|:----:|:-------------:|:---------------:|
-| 0.0031 | 1    | 0.1242        | -               |
-| 0.1562 | 50   | 0.1143        | -               |
-| 0.3125 | 100  | 0.1023        | -               |
-| 0.4688 | 150  | 0.0108        | -               |
-| 0.625  | 200  | 0.0021        | -               |
-| 0.7812 | 250  | 0.0005        | -               |
-| 0.9375 | 300  | 0.001         | -               |
+| 0.0031 | 1    | 0.1691        | -               |
+| 0.1562 | 50   | 0.0678        | -               |
+| 0.3125 | 100  | 0.0949        | -               |
+| 0.4688 | 150  | 0.0083        | -               |
+| 0.625  | 200  | 0.0048        | -               |
+| 0.7812 | 250  | 0.0011        | -               |
+| 0.9375 | 300  | 0.0005        | -               |
 
 ### Framework Versions
 - Python: 3.10.12
 - SetFit: 1.0.3
-- Sentence Transformers: 2.3.0
+- Sentence Transformers: 2.3.1
 - Transformers: 4.35.2
 - PyTorch: 2.1.0+cu121
 - Datasets: 2.16.1

model.safetensors

@@ -1,3 +1,3 @@
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 size 437967672

model_head.pkl

@@ -1,3 +1,3 @@
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 size 52836