Add SetFit model

README.md

@@ -9,26 +9,16 @@ base_model: Omar-Nasr/setfitmodel
 metrics:
 - accuracy
 widget:
-- text: ' I''ve been socially anxious for so long that I don''t even know what to
-    say and what to do when I actually go outside and interact with people It''s just
-    a stream of question and uncertainties'
-- text: ' I feel like I sometimes go into my own bubble whenever I’m outside and
-    only notice things like my friends all of a sudden laughing, etc'
-- text: ' 18m i messed up at basketball practice today and some teammates yelled at
-    me and i started getting tears but barely visible due to sweat'
-- text: '  while potheads, sex addicts and bullies and all this shit get to live the
-    fun, free life without worry of what tbey do next The majority of people who lead
-    this sort of life will end up regretting it in the long run  This is because i
-    always feel like i walk weird, Have a very asymetrical face (ugly), underdeveloped
-    jaw, i run weird my whole body just doesnt look right'
-- text: ' In my own experience, I remember I would feel like I was riding high on
-    the crest of a wave of confidence often for days, weeks or even months at a time
-    But it wasn’t until I started to take other positive actions (as outlined in
-    my previous post), that I was able to extend the lengths of my waves of confidence
-    and then break free of the cycle of “highs and lowsâ€_x009d_ altogether But
-    it wasn’t until I started to take other positive actions (as outlined in my
-    previous post), that I was able to extend the lengths of my waves of confidence
-    and then break free of the cycle of “highs and lowsâ€_x009d_ altogether'
+- text: ' I didn''t go outside too much'
+- text: ' I like art and nature but you can’t really talk about those for more than
+    a few seconds'
+- text: ' The only times I call in is when I am so sick that I can''t physically walk
+    On Monday, I was very sick and running a 101'
+- text: ' But even then, I didn''t have any other problems outside school I still
+    had no friends at European school, I haven''t had any walks which I had constantly
+    with my friends back in Ukraine'
+- text: ' Your body is trying to reduce weight by throwing up and having to go to
+    the bathroon, in case you need to run from the "enemy", so you''ll be lighter'
 pipeline_tag: text-classification
 inference: true
 model-index:
@@ -75,12 +65,12 @@ The model has been trained using an efficient few-shot learning technique that i
 - **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)
 
 ### Model Labels
-| Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
-|:------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| 1     | <ul><li>') I started running/biking again) I started running/biking again) I started running/biking again I still go run/bike and work out at home, but it is a fight with myself to do that'</li><li>' I went out, visited some relatives of mine, rode my bicycle around the neighborhood and it felt great, even though i was still anxious'</li><li>' I function just fine outside because of wind and fresh air, also when it’s dark (in the club, movie theatre etc)'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
-| 3     | <ul><li>' OMG YES Whenever I walk outside i actually dread it people look at me like im socially retarded (well I am but you get the point), like some sort of puppy, one time when I was walking a car pulled up next to me and the people inside asled if I needed help and everyone immidetaley fixated on me OMG YES Whenever I walk outside i actually dread it people look at me like im socially retarded (well I am but you get the point), like some sort of puppy, one time when I was walking a car pulled up next to me and the people inside asled if I needed help and everyone immidetaley fixated on me'</li><li>'  while potheads, sex addicts and bullies and all this shit get to live the fun, free life without worry of what tbey do next The majority of people who lead this sort of life will end up regretting it in the long run  This is because i always feel like i walk weird, Have a very asymetrical face (ugly), underdeveloped jaw, i run weird my whole body just doesnt look right'</li><li>" He told me I should call him on the weekend so maybe we could do something like go swimming and gave me his number If you say let's go to the beach right now I may say fuck it let's go He told me I should call him on the weekend so maybe we could do something like go swimming and gave me his number"</li></ul> |
-| 2     | <ul><li>' The fear all started when last summer when my family was on vacation going golfing The fear all started when last summer when my family was on vacation going golfing It was my turn and so I went up to the ball with my golf club and there was a big group of teen girls sitting on a bench looking directly at me and I heard one of them say "Look at his smile" and they all laughed'</li><li>"Yep I only go running once it's dark (around 7pm) because then people can't see me very well and don't judge me"</li><li>' I feel like I sometimes go into my own bubble whenever I’m outside and only notice things like my friends all of a sudden laughing, etc'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
-| 0     | <ul><li>' Humans are by nature social creatures that rely on each other a lot'</li><li>' But reflecting on past experiences with it- some moments can be quite comical from an outside view'</li><li>' 18m i messed up at basketball practice today and some teammates yelled at me and i started getting tears but barely visible due to sweat'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
+| Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
+|:------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| 1.0   | <ul><li>' Try challenging yourself more, take a walk in the park, small things like that make you better  Try challenging yourself more, take a walk in the park, small things like that make you better '</li><li>' Last year most of my college friends took advantage of Labor Day weekend to go on a trip to a cabin and have fun together Last year most of my college friends took advantage of Labor Day weekend to go on a trip to a cabin and have fun together I was also thinking about going on a backpacking trip alone so I can get some time to myself, because I don’t like how my relationships with other people are affecting my sense of self worth'</li><li>' and i do biking, i bike for atleast 20mins and towards the end i feel anxious free, less socially anxious too and i do biking, i bike for atleast 20mins and towards the end i feel anxious free, less socially anxious too'</li></ul> |
+| 3.0   | <ul><li>"It's whenever I look someone in the eye, when I'm on my bike or when I'm walking somewhere, I feel like they look at me and ridicule me in their headsIt's whenever I look someone in the eye, when I'm on my bike or when I'm walking somewhere, I feel like they look at me and ridicule me in their heads"</li><li>" But even then, I didn't have any other problems outside school I still had no friends at European school, I haven't had any walks which I had constantly with my friends back in Ukraine"</li><li>' However, one day after lunch I was walking to his classroom to get to his class Every time I go outside I instantly get nervous'</li></ul>                                                                                                                                                                                                                                           |
+| 2.0   | <ul><li>' I literally do not leave the house, I will sometimes go in the garden but no further So I just ran outside and back to the car'</li><li>" But we can't sleep in a hotel, we have go camping"</li><li>' I like art and nature but you can’t really talk about those for more than a few seconds'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
+| 0.0   | <ul><li>" I'm not a fat, ugly, 400 lb guy who doesn't shower, I'm average looking, maybe a little overweight for my height, kind of short cause it runs in my family"</li><li>' I would do this too but then I run the risk of meeting someone I know lol'</li><li>" The only times I call in is when I am so sick that I can't physically walk On Monday, I was very sick and running a 101"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   |
 
 ## Evaluation
 
@@ -107,7 +97,7 @@ from setfit import SetFitModel
 # Download from the 🤗 Hub
 model = SetFitModel.from_pretrained("Omar-Nasr/setfitmodel")
 # Run inference
-preds = model(" 18m i messed up at basketball practice today and some teammates yelled at me and i started getting tears but barely visible due to sweat")
+preds = model(" I didn't go outside too much")
 ```
 
 <!--
@@ -139,14 +129,14 @@ preds = model(" 18m i messed up at basketball practice today and some teammates
 ### Training Set Metrics
 | Training set | Min | Median  | Max |
 |:-------------|:----|:--------|:----|
-| Word count   | 14  | 49.8125 | 119 |
+| Word count   | 7   | 33.0625 | 87  |
 
 | Label | Training Sample Count |
 |:------|:----------------------|
-| 0     | 4                     |
-| 1     | 4                     |
-| 2     | 4                     |
-| 3     | 4                     |
+| 0.0   | 4                     |
+| 1.0   | 4                     |
+| 2.0   | 4                     |
+| 3.0   | 4                     |
 
 ### Training Hyperparameters
 - batch_size: (8, 8)
@@ -168,7 +158,7 @@ preds = model(" 18m i messed up at basketball practice today and some teammates
 ### Training Results
 | Epoch  | Step | Training Loss | Validation Loss |
 |:------:|:----:|:-------------:|:---------------:|
-| 0.0417 | 1    | 0.4679        | -               |
+| 0.0417 | 1    | 0.0033        | -               |
 
 ### Framework Versions
 - Python: 3.10.13

model.safetensors

@@ -1,3 +1,3 @@
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model_head.pkl

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