Upload 16 files

Json using.py

@@ -0,0 +1,9 @@
+from transformers import AutoTokenizer, AutoModelForQuestionAnswering
+
+# Load your pretrained model
+model_path = 'C:\\Users\\money\\OneDrive\\Pictures\\Blank Model\\untrained\\results\\trained.pt'
+tokenizer = AutoTokenizer.from_pretrained(model_path)
+model = AutoModelForQuestionAnswering.from_pretrained(model_path)
+
+# Save the tokenizer
+tokenizer.save_pretrained('C:\\Users\\money\\OneDrive\\Pictures\\Blank Model\\untrained\\New folder (3)\\tokenizer')

README.md

@@ -1,3 +1,13 @@
 ---
+title: Highdeffrepo
+emoji: 📉
+colorFrom: gray
+colorTo: yellow
+sdk: streamlit
+sdk_version: 1.19.0
+app_file: app.py
+pinned: false
 license: unknown
 ---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

Training.py

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+import torch
+from transformers import Trainer, TrainingArguments
+from my_custom_model import MyCustomModel  # import your custom model class here
+from my_dataset import MyDataset  # import your dataset class here
+
+# Instantiate the tokenizer
+tokenizer = ...  # define your tokenizer here
+
+# Load the dataset and preprocess it
+train_dataset = MyDataset(...)  # define your training dataset here
+val_dataset = MyDataset(...)  # define your validation dataset here
+
+# Define your custom model and the training arguments
+model = MyCustomModel(...)  # define your custom model here
+training_args = TrainingArguments(
+    output_dir='./results',
+    evaluation_strategy='epoch',
+    learning_rate=2e-4,
+    per_device_train_batch_size=16,
+    per_device_eval_batch_size=16,
+    num_train_epochs=1,
+    weight_decay=0.01,
+)
+
+# Define the trainer and train the model
+trainer = Trainer(
+    model=model,
+    args=training_args,
+    train_dataset=train_dataset,
+    eval_dataset=val_dataset,
+)
+trainer.train()
+
+# Save the trained model
+model_path = './trained_model'
+model.save_pretrained(model_path)
+
+# Load the trained model
+model = MyCustomModel.from_pretrained(model_path)
+
+# Define your inference function
+def answer_question(input_text):
+    # Tokenize the input text
+    input_ids = tokenizer.encode(input_text, return_tensors='pt')
+
+    # Generate the answer
+    answer_ids = model.generate(input_ids)
+    answer = tokenizer.decode(answer_ids[0], skip_special_tokens=True)
+
+    return answer
+
+# Test the model with an example input
+input_text = "Your input text here"
+answer = answer_question(input_text)
+print(answer)

app.py

@@ -0,0 +1,4 @@
+import streamlit as st
+
+x = st.slider('Select a value')
+st.write(x, 'squared is', x * x)

config creator.py

@@ -0,0 +1,14 @@
+import json
+
+# Create a dictionary with the configuration settings
+config_dict = {
+    "model_type": "custom",
+    "hidden_size": 256,
+    "num_layers": 3,
+    "dropout": 0.2,
+    # Add other settings here
+}
+
+# Write the dictionary to a JSON file
+with open("config.json", "w") as f:
+    json.dump(config_dict, f)

config.json

@@ -0,0 +1 @@
+{"model_type": "custom", "hidden_size": 256, "num_layers": 3, "dropout": 0.2}

new model convo.py

@@ -0,0 +1,48 @@
+import torch
+import streamlit as st
+import numpy as np
+
+class Net(torch.nn.Module):
+    def __init__(self, input_size, hidden_size, output_size):
+        super(Net, self).__init__()
+        self.hidden = torch.nn.Linear(input_size, hidden_size)
+        self.relu = torch.nn.ReLU()
+        self.output = torch.nn.Linear(hidden_size, output_size)
+        self.sigmoid = torch.nn.Sigmoid()
+
+    def forward(self, x):
+        hidden = self.hidden(x)
+        relu = self.relu(hidden)
+        output = self.output(relu)
+        output = self.sigmoid(output)
+        return output
+
+def load_model(path):
+    model = Net(2, 5, 1)
+    model.load_state_dict(torch.load(path))
+    return model
+
+def predict(model, input_data):
+    with torch.no_grad():
+        output = model(input_data)
+    return output.numpy()
+
+def main():
+    st.title("PyTorch Model Predictor")
+
+    uploaded_file = st.file_uploader("Choose a PyTorch model file (.pt)", type="pt")
+
+    if uploaded_file is not None:
+        model = load_model(uploaded_file)
+        st.success("Model loaded successfully.")
+
+        st.header("Make a Prediction")
+        input_data = np.array([st.number_input("Input 1"), st.number_input("Input 2")])
+        if st.button("Predict"):
+            prediction = predict(model, torch.from_numpy(input_data).float().to('cpu'))
+            st.write("Prediction:", prediction.item())
+    else:
+        st.warning("Please upload a PyTorch model file (.pt).")
+
+if __name__ == "__main__":
+    main()

questions to model app.py

@@ -0,0 +1,28 @@
+import streamlit as st
+import torch
+from transformers import AutoTokenizer, AutoModelForQuestionAnswering
+
+tokenizer = AutoTokenizer.from_pretrained("https://huggingface.co/spaces/highdeff/highdeffrepo/tree/main")
+model = AutoModelForQuestionAnswering.from_pretrained("./trained.pt")
+
+def get_answer(context, question):
+    encoding = tokenizer.encode_plus(question, context, return_tensors='pt')
+    input_ids = encoding['input_ids']
+    attention_mask = encoding['attention_mask']
+    start_scores, end_scores = model(input_ids, attention_mask=attention_mask)
+    start_index = torch.argmax(start_scores)
+    end_index = torch.argmax(end_scores)
+    answer_tokens = input_ids[0][start_index:end_index+1]
+    answer = tokenizer.decode(answer_tokens)
+    return answer
+
+st.title("Question Answering with Transformers")
+context = st.text_area("Context:", "Enter the context here...")
+question = st.text_input("Question:", "Enter your question here...")
+
+if st.button("Answer"):
+    if not context or not question:
+        st.error("Please provide both a context and a question.")
+    else:
+        answer = get_answer(context, question)
+        st.success(f"Answer: {answer}")

questions.txt

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+HOME ROMANTIC CONVERSATIONS
+
+500+ Sexual Questions to ask a girl to get her in the mood
+Updated on Oct 28, 2022 | Published on Nov 17, 2021
+
+ Reviewed by Julianne Cantarella, MSW, LSW , Certified Relationship Coach
+
+500+ Sexual Questions to Ask a Girl to Get Her in the Mood
+A girl sitting right beside you is all set to play sexual questions to ask a girl� but that alone isn�t enough. You must have the questions ready if you wish to play the game without losing the grip on enticing gossip.
+
+Don�t worry, your search for the questions has landed at the right place because you are going to get 500 handpicked sexual questions under 25 amazing categories and some bonuses in the end.
+
+When you have so many things to explore, you must not waste a moment and take a dive straight into the list of questions.
+
+While having a sexual conversation with a girl you must ensure she feels intimate with you. How do you do it? It�s simple, begin the conversation with a list of sexually intimate questions to ask a girl!
+
+500+ Sexual Questions to Ask a Girl to Get Her in the Mood
+500+ Sexual Questions to Ask a Girl to Get Her in the Mood
+Table of contents  hide 
+?Sexually intimate questions to ask a girl
+?Sex questions to ask a girl
+?Flirty Sexual Questions to ask a girl
+?Dirty questions to ask a girl
+?Random sexual questions to ask a girl
+?Personal sexual questions to ask a girl
+?Sexual fantasy questions to ask a girl
+?Sexual questions to ask a girl you like
+?Sexually awkward questions to ask a girl
+?Innocent sexy questions to ask a girl
+?Naughty Questions to ask a girl
+?Intense sexual questions to ask a girl
+?Daring sexual questions to ask a girl
+?Sweet Sexual Questions to ask a girl
+?Weird sexual questions to ask a girl
+?Best sexual questions
+?Hot sex Questions
+?Freaky Questions to ask a girl
+?Romantic sex questions
+?Interesting sexual questions
+?Sex Questions to ask a virgin
+?Questions to ask her about her sexual limits
+?Dirty �Would you rather� questions
+?Sexual Truth or Dare Questions
+?Sexual Questions that can make her blush
+?Sexual questions to ask on text
+?5 Questions you must NEVER ask a girl
+?Closing Thoughts!
+?Sexually intimate questions to ask a girl
+Before you speed up directly to a sex conversation, you need to first make her feel comfortable. Asking a girl: �Do you like dirty talking� in the beginning of the conversation is much better than asking a dirty question and then regretting the same!
+
+So, if you get a yes nod, congratulations!
+
+You are free, to begin with, the nasty gossip right away..
+
+Do you like dirty talking?
+Would you like longer foreplay or a shorter one?
+Have you ever tried having sex with another girl/woman? If yes, then did you enjoy doing it?
+Have you ever had a one-night stand? If yes, then did you enjoy it or did it make you uncomfortable?
+Do you like to use sex toys? If yes, then what type of toys?
+Have you ever thought about roleplay in the bedroom?
+Does using a sex toy turn you on?
+What are some of your bedroom secrets? Would you like to share them?
+What is your favorite sexual fantasy with a guy?
+What is your weirdest sex experience to date?
+What is the one thing you would love to do in bed before you die?
+What kind of sexual experiments do you like?
+What is the one sexy thing a guy should always do to his girlfriend?
+Have you ever thought of inviting a third or a fourth person to the bedroom?
+Have you ever been horny in public?
+What did you do when you were horny in public?
+Have you ever had sex in a public place before? If yes, then did you enjoy it?
+What is the one thing about sex that you love the most, and why?
+What is something sexy that a girl should always do to her boyfriend?
+What is your favorite sex position?
+Dude, if she just revealed to you her favorite position, go on! She is gonna be the best conversation partner for a drooling sex talk.
+
+While boys generally like experimenting a lot in the bed, girls get a little choosy and stick to their favorite sexual experiences. Right? Why not discover more such in-bed preferences with the next list of sex questions!
+
+?Sex questions to ask a girl
+As you see these are going to be pure sex questions� so, make sure you are not loud if you don�t want strange eyes on you!
+
+Asking her about dirty truths and experiences is definitely going to warm you up, pal, better you practice your control beforehand�
+
+Subscribe to ThePleasantRelationship!
+Get updates on the latest posts and more from ThePleasantRelationship straight to your inbox.
+
+Your Email...
+SUBSCRIBE
+
+I consent to receiving emails and personalized ads.
+Which sex position turns you on the most?
+Do you satisfy yourself by watching porn?
+Which type of porn videos is your favorite, and why?
+Have you ever fantasized about screwing one of your teachers?
+What is the longest you have stayed without sex?
+Do you like to have sex after being in a relationship with someone or when you are casually hooking up with someone like one-night stands?
+Which sex position makes you feel the most or least comfortable?
+What are some of your dirty truths?
+What turns you on the most about girls?
+When did you first learn to masturbate?
+Do you like to masturbate while having sex?
+Have you ever been catfished, if yes then by whom?
+Have you ever fantasized about stripping in front of someone?
+Which is your favorite place to have sex in your house, and why?
+Have you ever been caught in the middle of having sex? If yes, then by who?
+What did you do after being caught while having sex?
+Have you ever stayed the night at a guy�s house after having sex?
+Have you ever recorded yourself while having sex? Did you watch the clips after recording?
+Have you ever thought of tasting yourself after masturbating?
+Do you like being blindfolded or handcuffed during sex?
+Feeling the warmth? If yes, then don�t stop here. Keep the flame burning with some�
+
+?Flirty Sexual Questions to ask a girl
+You must not miss some flirt and dirt if you want to enjoy the best of an arousing chat.
+
+This is just going to charge you guys up and let you test the extremes. Ready for it? So is the list with the best flirty questions ever!
+
+Go on and enjoy the most flirtatious arousing conversation with your girl:
+
+Which celebrity or actor do you find irresistible?
+Did you ever feel hot while sleeping alone? If yes, then what did you do?
+Where do you like being kissed the most?
+How old were you when you first had sex?
+Who did you have sex with your first time? How did it feel?
+What is the sexiest thing a guy or girl has ever done to you?
+Do you like talking dirty with me?
+How would you feel if you were turned on right now?
+What is your favorite part of foreplay?
+What makes you comfortable when you�re naked with someone?
+Do you like taking naked pictures of yourself?
+Do you like sexting? If yes, then have you ever sexted?
+Do you think you could take off my underwear with no hands?
+Does sexting turn you on?
+Do you send nude pictures of yourself while sexting?
+Have you ever tried something kinky on the bed?
+Have you ever sent naked pictures of yourself to a girl over text?
+Did you ever have sex on the beach? If yes, then did you like it?
+What turns you on the most about guys?
+Would you prefer to give or receive during sex, and why?
+Alright! That was a brilliant start to dive in the dirt.
+
+Now that the moment is heated enough, it�s time to pleasure your senses even more with the next dirty list of questions coming up only for you�
+
+?Dirty questions to ask a girl
+Talking about the best orgasm position or about rough role-playing definitely feels dirty, and this list is going to be a good exercise for your dirty minds.
+
+Ask your girl some dirty questions and stimulate her senses so that none of you forget this moment ever!
+
+What do you like to do when you are home alone?
+Do you have any sexual fantasies about any of your male friends?
+Were you ever caught while you were watching someone else having sex?
+Which sex position makes you orgasm the most and least?
+What is your definition of a lovely sex experience?
+Do you like rough or gentle role-playing?
+What kind of role do you like more, dominant or submissive?
+Who was the person you had your best sex experience with? How many times did you have sex with that person?
+Do you like to put on sexy clothes for foreplay?
+Did you have sex on your first date?
+Do you have your accounts in a dating app?
+How many times did you hook up with a guy from a dating app?
+Do you like to have food before sex or after?
+What is the dirtiest thing you have done while having sex?
+Do you like to have sex in the shower? If yes, then why?
+Do you watch sexual movies to turn yourself on?
+What are your views on �50 Shades of Grey� or �365 Days�?
+Do you fantasize about yourself in such movies?
+Did you ever turn anyone else on by masturbating?
+What is the one thing you need before/after sex?
+Whether it�s watching 365 days or Fifty Shades Of Grey, it�s hard to take your mind off the alluring scenes and the wonderful acting especially when you are watching it with the right person.
+
+Just like the movies, this game too requires the right person. Since you have one, let�s explore some random erotic stuff with our next list.
+
+?Random sexual questions to ask a girl
+Before we start with specific types of sex talks, it�s good to have a random naughty conversation that can provide you with the prep-up time.
+
+Take this opportunity to discuss all random queries you ever had in your mind from turn-ons to sex positions�
+
+What is the longest that you have lasted in bed?
+How many rounds do you think you can do it?
+Which sex position do you feel is overrated, and why?
+Which sex position do you feel is underrated, and why?
+What is one sexy experiment you�ve always wanted to try but are scared of suggesting?
+What is the one sexy thing a guy should never do to his girlfriend?
+What is one thing about sex you hate the most, and why?
+What is the one sexy thing a girl should never do to her boyfriend?
+Which part of a guy turns you on the most?
+What is your secret move that turns any guy on?
+If I bought you sexy lingerie, would you ramp walk in it for me?
+Did you ever sneakily watch someone else having sex? If yes, then who
+Do you have any sexual fantasies about any of your female friends?
+Does any particular food item turn you on, if yes then what is it?
+Did you ever use any food items as foreplay for sex?
+Do you get aroused while getting a massage?
+What is the most erotic zone in your body?
+What is your definition of a sexy man?
+What is your definition of a sexy woman?
+Have you ever imagined a porn scene?
+This is going great until now!
+
+Next up, I am planning to enlist some steamy, bawdy, and lascivious questions so that the conversations are not deprived of any personal experiences�
+
+?Personal sexual questions to ask a girl
+No lies, no excuses because here you get to reveal everything. Starting from the first time you kissed someone, and the first time you have sex with someone� make sure there is no escape for the person being asked the personal sexual questions!
+
+Have you ever experienced intimacy without feeling it?
+At which age did you first kiss?
+At which age did you first have sex?
+Apart from masturbation, how else do you make yourself happy?
+Have you ever fallen out of love?
+Was there any sexual experience you didn�t enjoy? If yes, then with whom?
+Have you ever told a person that you did not enjoy having sex with them?
+When was the last time you had a real crush on someone?
+What is the one thing you have hesitated for long, but ended up loving?
+Do you like it when someone sucks you down there?
+Do you like pleasuring people down there?
+How frequently sexually active are you?
+How serious are you about your sex life?
+Do you like to scream or moan while having sex?
+Do you like to make your partner scream or moan while having sex?
+When was the last time you attended an event hoping to find someone there?
+What do you love the most in a man�s body?
+Have you ever faked an orgasm? If yes, then when?
+Have you ever been scared after looking at your partner�s organs down there? Did you tell them that you felt scared?
+Does size matter to you sometimes?
+That was a lot of detail, wasn�t it?
+
+While your first orgasm experience can be too personal to be questioned, who cares when you are sitting with one of your closest�
+
+What about sharing sexual fantasies? That�s next!
+
+?Sexual fantasy questions to ask a girl
+Starting from your wildest sexual fantasies to your intimate fantasies, the list is not going to spare any dirty fantasy that you have ever had� By the way, don�t forget to throw the follow-ups once you have caught the weak point!
+
+Remember, we are going to make it the most thrilling sexual gossip ever!
+
+What are your wildest sexual fantasies?
+When was the last time you had a dirty dream?
+How does it feel when I�m inside you?
+Have you fantasized about someone recently?
+Do you like to wear sexy clothes while having sex?
+What is the sex position that feels comfortable to you?
+What is the latest sex toy you bought?
+What would you do if I touched your breasts? Would you like it?
+Have you ever tried to handcuff your partner?
+What kind of fetishes do you have, if you have any?
+When it comes to BDSM, how far would you go?
+Do you like to read erotic fiction? If yes, then what have you read?
+How far or intimate can you go while sexting?
+What is the weirdest place you have had sex at?
+How many positions have you tried?
+Do you prefer to lights on or off during sex?
+Do you like to give blowjobs?
+What was your shortest sexual experience like?
+If you could experiment with a sex toy with me, which one would you choose?
+What is a fantasy that you are afraid to tell anyone?
+Well, asking sexual questions to girls is exciting. But, what if you can get a list to ask sexual questions to the girl you like?
+
+You obviously didn�t expect this.
+
+But that�s how we come up with good surprises! The next list is all yours!
+
+?Sexual questions to ask a girl you like
+This time it�s going to be for the girl you like. So make sure you are creating your questions with a balanced concoction of romance, decency, and dirty flirtiness!
+
+Yes, you can be wild and loud if you know the girl is all yours and you guys are committed but, if that�s not the case, it�s better to play safe!
+
+Do you like to do it slowly or do you prefer quickies?
+What would you do if I said I wanted to have sex with you right now?
+What is the best thing about your sex life?
+Would you rather wear classy lingerie or a sexy one?
+Would you dress up for me in the way I like in bed?
+If you could choose what I would wear now, what would you choose?
+If you could have sex with your boyfriend or girlfriend anywhere in the world, where would it be?
+Do you like french kissing?
+Do you like sex toys that have vibrators in them or the ones without vibrators?
+What is the first sex toy you ever bought, if any?
+Do you like skinny dipping? Have you ever done it?
+Do you like a man to be shaved down there or not?
+What kind of pickup lines do you like more, cheesy or naughty?
+Do you like buying sex toys in stores or online?
+What was your longest sexual experience like?
+Do you like it when men wear jockstraps? Does it turn you on?
+Have you ever had sex over video calls? Did you enjoy it?
+Would you cuddle with me after having sex?
+What kind of sexual aftercare is important for you?
+How long do you like to cuddle after sex, if at all you like it?
+Lovely! You must have enjoyed asking about all those cuddles and experimenting choices in bed� This sexual chit-chat is getting way more erotic now.
+
+If you think you�ll let the heat of the sexual moment slip into clean romance, we won�t let it happen,  the next list is super fun to let go of!
+
+It�s a sexually awkward questions list to see your girl making an awful face, sitting right in front of you� all the best, mate! ??
+
+?Sexually awkward questions to ask a girl
+The amusement is going to double up because this round has you, your girl, and some explicit questions to test your level. Are you ready?
+
+Here you go.
+
+Would you like to have a threesome with me?
+Am I your type of guy when you are looking for sex?
+Have you ever had drunk sex? If yes, then with whom?
+Did you ever lose interest in the middle of sex?
+What do you look or sound like when sex feels bad to you?
+Would you ever have phone sex with me over a call?
+How often do you like to watch porn?
+Have you ever masturbated in a public place?
+Did anyone ever catch you while you were masturbating in a public place?
+Is it okay if I kiss you now?
+Do you like to be touched more around your breasts or down there?
+What will you do when a couple has sex in front of you?
+What do you do when you feel wet?
+Did you ever watch a dirty movie with your partner before or after having sex. Did you ever turn anyone else on by masturbating?
+Did you ever have sex with someone you�re not supposed to?
+How strong is your sex drive?
+Do you like giving head?
+What is your favorite color for lingerie?
+Would you like an aggressive sex partner or a passive one?
+What according to you is a best girlfriend�s sexual desire?
+That was hilarious fun with all the super awkward questions!
+
+Your dirty minds must have explored different corners of an awful sexual fancy�. After this, you are being served with another wonderful list of innocent questions.
+
+?Innocent sexy questions to ask a girl
+Just to please you with some sexual delight without giving a break to the thrill, here is a list of innocent questions with roaring sensuality to help you seek the best sex gossip right at the moment�
+
+181. What color bra are you wearing right now?
+182. What do you wear to bed?
+183. Have you ever made out with a guy simply because you were horny?
+184. What can I do to turn you on? Do you like cheesy pickup lines?
+185. Would you like to turn me on right now? What would you do about it?
+186. What are your feelings about PDA?
+187. What would you do if I said I wanted to do PDA with you now?
+188. What are your guilty pleasures?
+189. Do you like hickeys?
+190. Do you like giving hickeys to people?
+191. Would you like to shower with me?
+192. If I were in your room right now, what would you want me to do?
+193. Have you ever slept naked? If yes, then when?
+194. Do you like to sleep in the arms of your partner
+195. Have you had sex with an older man? Did you enjoy it?
+196. Have you had sex with a younger man? Did you enjoy it?
+197. If I spanked you and called you a naughty girl, would you enjoy it?
+198. Are there times when you go without panties?
+199. Does watching porn with your partner turn you on? What do you like to do then?
+200. Have you ever wondered what you taste like?
+Going great indeed!
+
+Now that your conversation has picked up some juiciness, you can go ahead with some bomb questions, naughty winks, and a satan smile to stir the hormones a level up with pouring sexiness�
+
+?Naughty Questions to ask a girl
+If you want to behave naughty with the girl sitting in front of you, here is your opportunity.
+
+It�s absolutely fine to have a hormonal rush while asking such naughty questions to a girl. Go on, because the list is full of sex, dirt, fun, and lots of quivering sensations!
+
+Do you like subtle physical contact or a more intense one?
+Do you like it when I watch you change clothes?
+Do you like using pickup lines?
+Do you like to shave down there or not?
+What do you like to think about after having sex?
+Who do you think should make the first move in the relationship?
+Have you ever masturbated to someone else�s naked photos other than mine?
+Have you ever flirted with a stranger online?
+Do you like to experiment with extreme temperatures in bed, like ice or wax?
+Do you wish to see me naked now?
+What would you do if I asked you to be naked in front of me?
+Do you have a bedroom bucket list? If yes, then what are some of the items on that list?
+Would you like to do some of the items on that bucket list with me?
+What are some of the things you have already ticked from the bucket list?
+Would you rather pay or be paid to have sex?
+Do you like it when someone whispers naughty things to you?
+Do you want me to whisper naughty things to you right now?
+Do you like to whisper naughty things to your partner?
+If I bought you lingerie, would you wear it for me?
+What is the worst thing about your sex life
+Told you! Your hormones must be feeling flushed but boy, you need to control�
+
+You are on your way to playing a questions game, and you�re not even halfway through the questions list!
+
+So hang on and keep scrolling, because the next list is going to be intense.
+
+?Intense sexual questions to ask a girl
+If you want to take it intensely, the questions are ready to help you right away!
+
+Starting from anal sex to the dildos, the list has included everything that makes you feel intense and erotic.
+
+But wait, make sure you know how to control your hormones as it may swirl right now! ??
+
+Have you ever had anal sex? If yes, then when?
+How would you feel about my hand stroking your back?
+Do you like double penetration? Have you ever tried it out?
+Do you like to have anal sex with a dildo or strap-on?
+Do you like having sex at your place or your partner�s place?
+If we have just 20 minutes to spend together, what would you like to do?
+Do you prefer a guy who has no sexual experience or is absolutely a noob?
+Do you have a safe word? If yes, then what is it?
+What are some of the role plays you have not enjoyed?
+Can I put my hand inside your underwear right now?
+Have you ever lied to anyone just to get them in bed with you?
+Have you ever imagined me naked?
+If I tell you I have imagined you naked in front of me, what would you do?
+Do you like nicknames while having sex?
+What kind of nicknames do you prefer, naughty or cute ones?
+Do you want to give me a nickname? If yes, then what?
+Have you ever been to a strip club? If yes, then did you enjoy it?
+Have you ever had sex with a stripper or someone from an agency?
+Do you like to have sex with music in the background? If yes, then what kind of music turns you on?
+Have you ever lusted for a stranger?
+Dude, you�ve got guts! 
+
+That was such a dripping sexual chat with the girl�
+
+Now that you have proved yourself to be daring and decided to have fun with your lust and dirt, the coming list has a better test for your girl�s lusty guts!
+
+?Daring sexual questions to ask a girl
+A sexual conversation can be more fun if you can give a daring touch to it.
+
+It�s time to discuss the real dirty experiences in bed, and oh boy, spilling these beans needs damn bold blood!
+
+What is the first thing you would do if I told you to get down on me?
+When was the first time you fingered yourself? Did you enjoy it then?
+Would you enjoy it if I fingered you?
+Have you ever orgasmed with just fingering?
+Do you think you are experienced in sex?
+What does your pussy taste like?
+Do you like it when someone makes you beg during sex?
+Has anybody masturbated to your pictures?
+Have you ever cried during an orgasm? If yes, then how did it feel?
+Is there any day when you felt like you didn�t want to have sex but gave in to seduction?
+Do you like to have sex with or without a condom?
+What are some things that turn you off instantly?
+If I asked you to give me a lap dance right now, would you do it?
+Apart from condoms, do you prefer any other contraception? If yes, then what are they?
+How likely are you to climax during double penetration?
+Do you like to have your breasts licked while having sex?
+Would you say having frequent sexual urges are normal?
+On what basis do you rate if the sex has been good or bad?
+Have you ever asked your partner for another round after doing it once?
+What is the shortest you�ve lasted in bed?
+Bold and daring, fair enough! Don�t challenge your girl more on this!
+
+The next list is rather sweet and sensational. 
+
+Don�t underestimate this sweetness to be �clean�, because then the list will surprise you�
+
+?Sweet Sexual Questions to ask a girl
+Who will refuse a sweet sexual talk when you have a pretty girl sitting right opposite you! The combination can never go wrong� especially if you have a soft corner for your girl.
+
+How do you feel about kissing in public?
+Would you like to have sex underwater?
+What do you think about me when we are not together?
+What kind of moves do you want a guy to make when he is willing to indicate his horny mood?
+What is the nastiest thing you can do to a guy in bed?
+Where are your top three places, where you would like to have sex?
+Do you like to do it from the front or behind?
+Do you consider yourself sexy?
+If we are out shopping for clothes, would you sneak into a dressing room with me?
+Do you like receiving hickeys?
+Do you like to wear makeup before having sex?
+Is there anything you�re too nervous to tell me in person?
+What would you do if I said I wanted to give you a hickey right now?
+If I were in your room now, what would you do to me?
+What is the one thing that girls really want but never say?
+Do you like friends with benefits? Have you ever been in one before?
+If you could develop a specific superpower to see any part of a man�s body, which part would it be?
+Do you like your hair being pulled?
+What is your favorite sexual part of a man�s body?
+Who gave you your first kiss? Did it mean anything?
+Feeling aroused? That�s what the list aims for! You will now be served with some weird stuff now.
+
+Isn�t it great to have a weird sexual conversation if it can tickle funny bones? Of course, it is!
+
+?Weird sexual questions to ask a girl
+Answering �how often you touch your private parts� is weird, and so it is to answer �what�s your favorite place to be touched�.  By now, you must have understood what the list has for you� 
+
+So go on and enjoy the sexual weirdness with this list!
+
+Do you like biting? Has anyone ever bitten you while having sex?
+Who is the person who comes to your mind most frequently when you masturbate?
+How often do you touch yourself?
+What is the best thing a man can do to you in bed?
+If you had to do a threesome with me and someone else, whom would you choose?
+Have you ever cheated on anyone for sex?
+Have you cheated on anyone with multiple people for sex?
+Would you participate in an orgy if given a chance?
+What according to you is the best aphrodisiac?
+Have you had sex under the open sky?
+Is it okay if I kiss you in public sometime?
+Have you ever had sex in a car? If yes, then with whom?
+When was the first time you had sex in a car?
+If I asked you to have sex with me in a car right now, what would you say?
+How often do you visit a sex toy shop?
+Have you ever had sex in a bar or restaurant?
+Have you ever given a lap dance to someone?
+What was your sexual awakening like?
+Would you give a blowjob to a guy who has a small penis?
+Do you prefer male condoms or female ones?
+Hilarious! But you see, the humor was worth it.
+
+Next up, you have the best sexual questions to ask a girl, so that you don�t miss a flavor of anything at all!
+
+?Best sexual questions
+The best list has everything starting from the first sexual encounter to the latest sexual encounter. It�s going to question your best sexual experiences and you can have a good recap of the moments too.
+
+So, what�s the wait worth? Let�s dive in!
+
+Has someone told you they loved you but you didn�t love them back?
+Have you loved someone who didn�t love you back?
+Have you ever had sex with someone whom you don�t love just to have sex?
+In your last sexual encounter, who was better: you or your partner?
+In your first sexual encounter, who was better: you or your partner?
+Would you like to know about my biggest sexual fantasy?
+How do you feel when I bite your neck or earlobes?
+Have you ever tried whipped cream in the bedroom? If yes, then did you enjoy it?
+How seriously do you treat your sex life?
+Do you like 69?
+What is the craziest thing you have done for sex?
+What is the one thing you regret about your past sexual experiences?
+Who gave you your last kiss? Did it mean anything?
+What is your favorite sexual part of your body?
+What makes you wet in seconds?
+Do you like to touch your breasts while having sex or masturbating?
+Which is your favorite flavor of condoms?
+Do you like it when someone hugs you before or after sex?
+What is the one thing that made you feel unexpectedly good in bed?
+Do you like to watch girls love movies or series?
+Unexpected surprises definitely feel the best in bed� a partner ready to seduce you with the hot and kinky dress as a surprise can make your night so much adventurous!
+
+So why not discuss it with your girl and seek the next list of hot sexual questions to ask a girl.
+
+?Hot sex Questions
+Hot clothes, hot experiences, hot fantasies� when you have such hot topics to discuss, there is no chance the sexual conversation is going to feel dry�
+
+With this hot list, control the urge of hormones if you can!
+
+What is your definition of amazing sex?
+What kind of porn have you watched recently? Did you enjoy it?
+What do you look or sound like when sex feels good to you?
+Did you ever fall asleep while having sex?
+Have you ever thought about me while masturbating?
+Do you like to bite your partner while having sex?
+Have you ever thought of a different person while having sex with your partner?
+What are some of the lesser-known sex positions that you know of? Have you tried them?
+What color underwear do you think I am wearing right now?
+What sort of role plays arouses you the most
+Do you like to be kissed down there?
+Where do you like the most to be kissed?
+Has anyone made you orgasm without using their hands?
+What is your preferred form of safe sex?
+If I wanted to rub your pussy the entire night, would you allow me?
+If we were home alone, would you have sex with me?
+Would you like to have sex in a movie theatre?
+Have you ever had sex in a movie hall? If yes, then when?
+Which movie scene turns you on instantly?
+What is the farthest you�ve gone on your first date?
+If you can have a sizzling hot session first thing in the morning, it�s hard to think of a better start.
+
+Does a quick session at the grocery store seem like a freaking thought? Yes, the situation is freaky but the next list is all about it.
+
+?Freaky Questions to ask a girl
+Imagine how it feels to receive a naked neighbor at home? That must be freaking!
+
+You got to answer many such questions in this list where sexiness has been well spiced with freaky thoughts�
+
+What will you do if I send you a dirty photo of me?
+What do you want me to do if you send me a dirty photo of yourself?
+What would you do if I answered the door without clothes on?
+Is it okay if I watch you while you touch yourself?
+What is your favorite place to be touched?
+Do you like to stay and have breakfast after sex?
+How would you feel if I cooked you something wearing just an apron?
+What is the one thing that made you feel unexpectedly bad in bed?
+Are you a part of any club that takes part in sexual activities?
+What do you think of when you touch yourself?
+Would you see me in just my underwear or nothing at all?
+Do you feel jealous if you see other women flirting with me?
+Have you tried the doggy position? Did you like it?
+Did you get turned on when you saw me for the first time?
+Do you like to wear tight jeans or a short skirt?
+What is your favorite body part to be massaged?
+Have you ever been to a massage parlor? If yes, then did you enjoy it?
+Does the thought of a sneaky sex pleasure you?
+Do you want me to be on top of you during sex?
+Would you let me open your bra with just one hand?
+Well, now that we�re done with the freaking sexual list, it�s time to jump in the most awaited romantic sex questions to ask a girl.
+
+After all, who wants to enjoy a dry sexual conversation when you can have a romantic one!
+
+?Romantic sex questions
+You can have beautiful intimate gossip with the girl sitting in front of you provided you have the right set of questions.
+
+While sex questions often come with kinky ideas, there are some real romantic questions to explore�
+
+So, let�s dive in!
+
+What is the most reliable way for you to orgasm with a partner?
+What do you enjoy the most when I go down on you?
+What dirty words arouse you the most?
+What color underwear do you wish to see me in?
+How do you feel when I send you nudes?
+Are there any specific moments from your sexual past that you want to share?
+What are your thoughts on our sex life? Do you think we can work on some areas?
+Would you like to receive a lap dance sometime?
+What does consent mean to you?
+Can I try to make you orgasm without using my hands?
+How would you define a �perfect� relationship?
+How early do you think a couple should have sex in their relationship?
+How soon is �too soon or too early� regarding sex?
+What are your views regarding group sex?
+If one of us had to move away for work, how would you handle the sexual urges?
+What do you enjoy the most when you go down on me?
+How would you describe your first orgasm?
+How do you prefer to be seduced?
+How many times can you orgasm in a row?
+Which part of my body do you like to touch or feel the most?
+No lust and pure romance, hope I did enough justice to the list� It must have given you shivering sensations. 
+
+Moving on, we can�t let the hormones dry up so easily. The next list is going to keep the grip tighter with an interesting sexual talk!
+
+?Interesting sexual questions
+While it�s good to have a long, explicit conversation with the �one�, it�s possible to lose interest in the discussion after reaching a certain point.
+
+However, this list is never going to allow that.
+
+There is no way you can lose your direction here because these questions are going to engage you in the most ripping sexual chit-chat ever!
+
+Would you like to have sex with one of your exes again?
+What is the one sexual thing you have done that your partner did not like?
+Did you ever have an exceptional kiss that made you wet?
+What is the thing that your partner does during sex that you like the most?
+Did you ever feel warm in the shower while rubbing your body?
+Do you think sex before marriage is fine?
+Who is your favorite porn star?
+If you had to choose between your partner and a celebrity for sex, whom would you choose?
+How would you define your ideal sexual experience?
+Do you think love is important to have sex?
+What is your best-kept intimate secret about your love life?
+How do you prefer to seduce someone?
+How would you describe your last orgasm?
+What is the stupidest sexual thing you have done?
+Which part of your body do you want me to touch?
+Do you like to kiss your partner while having sex?
+Do you want longer foreplay before penetration?
+If I make out with another woman in front of you, would you get turned on?
+What color underwear are you wearing right now?
+Do you think you can do it a number of times?
+The rip-roaring sensations must be craving for a bed now. Hang on, we are yet not done with some most triggering questions on our list.
+
+And guess what, this is going to get even more engrossing because the next list is for sexual questions to ask a virgin.
+
+?Sex Questions to ask a virgin
+There are so many sexual questions to ask a girl. But, if the girl is a virgin you simply cannot speak about anything that comes to your head!
+
+It�s better to be prepared with a list of questions than to be judged for being creepy.
+
+It doesn�t feel good. Right? Don�t worry, this is neither going to ruin your day nor let anyone judge you wrongly because it�s an exclusively combined list for sexual questions to ask a virgin.
+
+Are you worried about having sex with me?
+What can I do to make your first experience more pleasurable?
+Have you been physically abused by anyone before?
+What are some of your fantasies that you would like me to fulfill?
+Do you prefer having sex before or after marriage?
+What kind of contraception do you feel most comfortable using?
+Do you feel vulnerable to the thought of having sex?
+Do you want me to get shaved before I have sex with you?
+Are you comfortable with oral sex?
+When are the times you�ve sexted someone? If yes, then how did it feel?
+Will you be able to handle the pain, if any, the first time you have sex?
+What can I do to help you ease the discomfort of your first time?
+If I sat on your bed right now, what would you do to me?
+What do you think is the sexiest thing about me?
+Would you like to cuddle after having sex?
+What kind of food would you want to have after sex?
+Can I kiss you while holding you on my lap?
+Should we come up with a safe word?
+Will you be okay with light BDSM?
+Would you like to be kissed by your partner while having sex?
+Talking about sexual and steamy things to a virgin couldn�t have been easier than this!
+
+The next set of questions are again some real lewd and lustful stuff that are simply going to test her level of obscenity.
+
+?Questions to ask her about her sexual limits
+If you have an urge to test her horny limits, the questions are going to be all that you need.
+
+Don�t forget to carry a challenging accent while throwing your questions to trigger her more and let her reveal your extreme side! ??
+
+If you didn�t have a boyfriend, do you think we would make out with each other?
+What sort of boyfriend do you want?
+Do you prefer light or rough BDSM?
+Did you ever orgasm on your first date?
+What are some things that are off-limits to you?
+Do you feel hot when you watch other people kissing passionately?
+How were your past sexual experiences?
+If I kissed you hard right now, how horny would you feel?
+What are some of the role plays you have enjoyed?
+If I squeezed your boobs, would you enjoy it?
+What are your ground rules before sex?
+What are your ground rules during foreplay and sex?
+What is the most sexually adventurous thing you want someone to do?
+What are some things that turn you on instantly?
+What kind of condoms do you like? Plain or dotted?
+What are your post-sex fantasies?
+What do you think of having multiple sexual partners?
+What makes you orgasm the hardest?
+What are your thoughts on multiple orgasms? Have you experienced them?
+What are your preferred methods of birth control?
+Great job!
+
+If spilling the beans can become so smutty, no doubt you would want to spend more on them!
+
+Moving on, the next few lists are going to be the nastiest. These are going to be some best compilations of lecherous topics so that the heat reaches its peak!
+
+?Dirty �Would you rather� questions
+This dirty Would you rather list have the kinkiest ideas and options where you need to make your choices.
+
+It�s a super fun game and you can level it up with some hardcore dirty questions.
+
+Would you rather make out with your crush or get $10,000?
+Would you rather masturbate in your office or a public place?
+Would you rather have sex with a new person every month or only one person forever?
+Would you rather have average sex every month or mind-blowing sex once a year?
+Would you rather have a threesome with strangers or twosome with a hot friend?
+Would you rather receive a sexy message or a nude photo?
+Would you rather be naked at work for an hour or be dropped off two miles away from your house when you�re naked and you have to try and get home?
+Would you rather be bad at sex but have a great figure or good at sex with an average figure?
+Would you rather lose your sexual organs or gain 80 pounds that you can�t lose?
+Would you rather have an orgy with strangers or with all your exes?
+Would you rather wear lingerie every day or a bra?
+Would you rather have kinky sex with melted chocolate or whipped cream?
+Would you rather get slapped in the face every time you think of sex or get sneezed on while actually having sex every time?
+Would you rather live at a playboy mansion or watch live at a strip club?
+Would you rather make out with your crush for 10 seconds or with your sibling�s best friend?
+Would you rather have sex with your clothes on for a year or not see your partner naked for a year?
+Would you rather kiss someone in the dark or make out publicly?
+Would you rather have sex with a guy or a girl?
+Would you rather have kinky sex or romantic sex for the rest of your life?
+Would you rather go to the grocery store in your underwear or go to the beach nude?
+Enjoyed it? Would you rather stop here or continue to play the last three lists of sexual questions? This question can have just one answer: complete the last three lists. 
+
+Let�s go then!
+
+The next game is again super thrilling especially when you�ve got adult things to flavor it!
+
+It�s a sexual truth and dare list:
+
+?Sexual Truth or Dare Questions
+The truth and dare questions have everything starting from sexual adventures to fake orgasms. So you don�t need to worry about enjoyment and fun.
+
+Now, what are you waiting for? Come on! The list is all yours.
+
+Are your second rounds exhausting or exciting?
+Do you fake orgasms by looking at your partner directly or do you look sideways?
+With whom you can orgasm most reliably while having sex?
+What are your ground rules after sex?
+What song turns you on instantly?
+Click naked photos of yourself and send them to your ex.
+Do a sexy dance for your partner using only one leg.
+Remove one piece of clothing every time you answer a question wrong during a question game.
+Remove your bra without taking off your top.
+Take a picture of the face you make when you orgasm and put it as your lock screen.
+Lick peanut butter off someone�s body.
+Leave an adult voice message for one of your exes.
+Slap your butt in a sexy way.
+Flirt with your hand the way you flirt for having sex.
+Put a bra or panty over your head and pretend to be a DJ.
+Change your Facebook status to �Feeling horny� for one hour.
+Go skinny dipping with the person next to you.
+What were your last dirtiest thoughts?
+Have you ever tried to seduce your boss or teacher?
+Do you enjoy these dirty truth or dare questions?
+Had fun? Was it better than the �would you rather�? Well, it�s difficult to choose one among them!
+
+By the way, do you want to see this sweetheart sitting in front of you blushing? If yes, keep scrolling to the next list.
+
+?Sexual Questions that can make her blush
+Among all the things that can turn you on, a blushing face of a girl is no exception.
+
+To help you achieve the same with the list of questions, we have ensured it has everything that makes her face cherry red!
+
+If I got down on you right now, what would you do?
+Do you like to finger yourself?
+How many of your sexual fantasies have you executed in real life?
+Could you turn me on using just five words?
+Do you like to make your partner beg during sex?
+What would you do if I masturbated to a picture of yours right now?
+Will you let me pull down your underwear?
+If I ask you to, will you have sex with me in a public restroom?
+If I could fulfill one of your sexual fantasies, what would it be?
+What is your weirdest kink?
+Alright! No need to hide the face any longer because the next list is about sexual questions to ask a girl on text.
+
+So just get up, hit your bed, surround yourself with some comfortable cushions and start a steamy conversation with a girl via texts!
+
+?Sexual questions to ask on text
+While most people underestimate sexting, it�s the best way of long-distance communication when you are in �that� mood. 
+
+Well, you don�t need to worry about the questions, because I got your back.
+
+But make sure both of you are having a comfortable, cushiony, and private arrangement in your bedrooms, anyway no one is going to listen to your texts though!
+
+Show me your sexiest outfit?
+Could you send me a picture of you in your underwear?
+Are you thinking about me right now?
+Would you invite me inside your house on our first date??
+If I could be there with you, what would you like me to do to you?
+How horny are you right now?
+Which part of me are you thinking about the most now?
+Do you want to know what is going through my mind right now?
+How do you want me to make you moan?
+How do you plan to make me moan?
+Told you� a long-distance relationship cannot miss the hanky-panky conversations as long as we have an option to sex chat on phone!
+
+Well, with that, it�s time to unveil the bonus that I�ve kept hidden all this while.
+
+�and, that is
+
+?5 Questions you must NEVER ask a girl
+Sexual conversations are fun and asking sexual questions in a game is clearly the most exciting way to turn on someone.
+
+But you shouldn�t make wrong use of the conversations and ask below-belt questions. Girls are anyway a bit more sensitive than guys. Try not to touch a sensitive chord or you may regret it later.
+
+To keep you within the red line, I�ve enlisted 5 more questions that you must NEVER ask a girl� if you want to have sexual gossip without ruining the fun of the moment.
+
+1. Can I kiss you?
+This question will immediately give her the scope to judge you and believe me when I say the judgment is not going to be a good one. It will rather be a creepy one.
+
+Talking about sexual things is fun but you must not lose your senses in the fun.
+
+2. How old are you?
+When you are talking about erotic stuff, what�s the point of asking her age? So just avoid this question as much as possible.
+
+3. Have you ever had sex without feeling aroused?
+Even if she had such an experience, hardly anyone would like to talk about it openly. It can also remind her of some unpleasant times. So it�s better to avoid this question.
+
+4. Do you like sex calls?
+Better than asking this, it will be wise if you could figure it out yourself. You will not necessarily get a true answer to this question and it�s probably useless asking it.
+
+5. Would you permit me to take off your panties now?
+This is again one of those creepy questions that you may avoid if you are unsure about the judgment that she is going to make.
+
+That�s it! Apart from these questions, if you think some other points must be avoided as the lady in front of you is sensitive, you must do so without me telling you.
+
+However, if you have already been mistaken, never mind.
+
+Games are not supposed to be taken at heart and you can always mend things by making a heartfelt apology.
+
+?Closing Thoughts!
+These questions will be enough to give you the much-needed dose of dirty fun.
+
+It was wise of you to seek the guidance of the list, rather than making uncertain attempts by yourself.
+
+You never know at what moment the fun-going conversation turns into a regretful moment.  Remember with girls, playing safe is always wiser than being experimental!
+
+Are you interested to know more about �Long Distance Relationship Ideas� then click here?
+
+Recommended
+Recommended Content
+200+ Sexy Questions to Ask a Girlfriend � The Only List You Need
+Read More 
+Recommended Content
+400+ Dirty questions to ask a guy to strike some naughty conversations.
+Read More 
+Recommended Content
+300 Flirty Questions to Ask a Girl � A One-Stop Guide
+Read More 
+
+Surabhi Kedia 
+ 
+ 
+Surabhi wakes up every day with a drive to craft words that can create a soulful impact. Creatively adventurous, she is always seeking to learn new skills and acquire new experiences. With a hidden soft corner for languages (especially Urdu), she writes poetry occasionally, binges on romantic shows, and LOVES to talk. A hustler, admirer, chaser, Surabhi is just another-someone who refused to give up on her dreams. She says, she is just somebody who�s trying to make herself a writer and for now, she�s just writing...
+
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+21.8K

run train.py

@@ -0,0 +1,45 @@
+import torch
+from transformers import AutoTokenizer, AutoModelForSeq2SeqLM, Trainer, TrainingArguments
+
+# Define the path to your questions file
+questions_file = 'C:\\Users\\money\\OneDrive\\Pictures\\Blank Model\\untrained\\New folder (3)\\questions.txt'
+
+# Load your data from the questions file
+with open(questions_file, 'r') as f:
+    questions = f.read().splitlines()
+
+# Define your custom tokenizer
+def custom_tokenizer(text):
+    """
+    Define your custom tokenizer function here
+    """
+    return text.split()
+
+# Tokenize your questions
+tokenized_questions = [custom_tokenizer(question) for question in questions]
+
+# Load your custom model
+model = AutoModelForSeq2SeqLM.from_pretrained('C:\\Users\\money\\OneDrive\\Pictures\\Blank Model\\untrained model.pt')
+
+# Define the training arguments
+training_args = TrainingArguments(
+    output_dir='./results',
+    evaluation_strategy='epoch',
+    learning_rate=2e-4,
+    per_device_train_batch_size=16,
+    per_device_eval_batch_size=16,
+    num_train_epochs=1,
+    weight_decay=0.01,
+)
+
+# Define the trainer and train the model
+trainer = Trainer(
+    model=model,
+    args=training_args,
+    train_dataset=tokenized_questions,
+)
+trainer.train()
+
+# Save the trained model
+model_path = './trained_model'
+model.save_pretrained(model_path)

run train1.py

@@ -0,0 +1,58 @@
+import torch
+import torch.nn as nn
+import torch.optim as optim
+
+# Set the device to GPU if available, otherwise use CPU
+device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
+
+# Define the model architecture
+class Net(nn.Module):
+    def __init__(self, input_size, hidden_size, output_size):
+        super(Net, self).__init__()
+        self.hidden = nn.Linear(input_size, hidden_size)
+        self.relu = nn.ReLU()
+        self.output = nn.Linear(hidden_size, output_size)
+        self.sigmoid = nn.Sigmoid()
+
+    def forward(self, x):
+        hidden = self.hidden(x)
+        relu = self.relu(hidden)
+        output = self.output(relu)
+        output = self.sigmoid(output)
+        return output
+
+# Define the hyperparameters
+learning_rate = 0.01
+num_epochs = 1000
+
+# Create an instance of the model
+model = Net(input_size=2, hidden_size=5, output_size=1)
+
+# Convert the model to run on the device
+model.to(device)
+
+# Define the loss function and optimizer
+criterion = nn.BCELoss()
+optimizer = optim.SGD(model.parameters(), lr=learning_rate)
+
+# Load the training data
+X_train = torch.tensor([[0, 0], [0, 1], [1, 0], [1, 1]]).float().to(device)
+y_train = torch.tensor([[0], [1], [1], [0]]).float().to(device)
+
+# Train the model
+for epoch in range(num_epochs):
+    # Forward pass
+    outputs = model(X_train)
+    loss = criterion(outputs, y_train)
+
+    # Backward and optimize
+    optimizer.zero_grad()
+    loss.backward()
+    optimizer.step()
+
+    # Print the loss at every 100th epoch
+    if (epoch + 1) % 100 == 0:
+        print('Epoch [{}/{}], Loss: {:.4f}'.format(epoch + 1, num_epochs, loss.item()))
+
+# Save the trained model
+torch.save(model.state_dict(), 'trained model.pt')

token creation from custom model.py

@@ -0,0 +1,9 @@
+from transformers import AutoTokenizer, AutoModelForQuestionAnswering
+
+# Load your pretrained model
+model_path = 'C:\\Users\\money\\OneDrive\\Pictures\\Blank Model\\untrained\\results'
+tokenizer = AutoTokenizer.from_pretrained(model_path)
+model = AutoModelForQuestionAnswering.from_pretrained(model_path)
+
+# Save the tokenizer
+tokenizer.save_pretrained('tokenizer')

token prep.py

@@ -0,0 +1,14 @@
+# Load your data from a text file
+with open('C:\\Users\\money\\OneDrive\\Pictures\\Blank Model\\untrained\\New folder (3)\\questions.txt', 'r') as f:
+    data = f.read()
+
+# Split your data into individual questions
+questions = data.split('\n')
+
+# Tokenize each question using your custom tokenizer
+tokenized_questions = []
+for question in questions:
+    tokens = custom_tokenizer(question)
+    tokenized_questions.append(tokens)
+
+# Now you can use tokenized_questions to train your model

tokenizer.py

@@ -0,0 +1,17 @@
+import re
+
+def custom_tokenizer(text):
+    # Lowercase the text
+    text = text.lower()
+
+    # Remove punctuation
+    text = re.sub(r'[^\w\s]', '', text)
+
+    # Split the text into tokens
+    tokens = text.split()
+
+    # Add special tokens for the question
+    tokens.insert(0, '<question>')
+    tokens.append('<endquestion>')
+
+    return tokens

trained model.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b39ebb7d27c2c13f3244df0bdb858de2b4949c46f3a48d1797bb89525c1355d
+size 1731

trained.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b39ebb7d27c2c13f3244df0bdb858de2b4949c46f3a48d1797bb89525c1355d
+size 1731