first commit

.env

@@ -0,0 +1,2 @@
+API_kEY="46124347-eeaa757e274107fbf4a7c0c77"
+redis_password="Ac7rLCfDtmmmIJGFyBy7wguaZyWPZuHE"

.gitignore

@@ -0,0 +1,2 @@
+/env
+/__pycache__

dataset.csv

@@ -0,0 +1,203 @@
+sentences,count
+I like ice cream.,2
+i want icecream,2
+i want the car,2
+I need water.,2
+I would love a sandwich.,2
+Can I have juice?,2
+I enjoy playing with my toy.,2
+I feel happy when I get a hug.,2
+Let’s play together.,2
+I want to read a book.,2
+I would like a cookie.,2
+I love going outside.,2
+Can we watch TV?,1
+I like listening to music.,1
+I want to visit the park.,1
+I enjoy riding my bike.,1
+I want to draw a picture.,1
+I want to color a page.,1
+I feel tired; I need a nap.,1
+I want to go shopping today.,1
+I miss my friend.,1
+I love petting the dog.,1
+Let’s play a game together.,1
+I want to build a tower with blocks.,1
+I want to bake cookies with you.,1
+I would like to have a picnic.,1
+I want to swim in the pool.,1
+Let’s go for a walk.,1
+I want to go to school tomorrow.,1
+I enjoy playing soccer.,1
+I love playing basketball.,1
+I want to learn something new today.,1
+I want to use the computer.,1
+I would like to watch a movie.,1
+I am hungry; I want dinner.,1
+I want to eat breakfast soon.,1
+I would like to eat lunch now.,1
+I want to play some music.,1
+I want to sing my favorite song.,1
+I love to dance at parties.,1
+I want to play with my cat.,1
+I want to make a craft project.,1
+I enjoy spending time with my friends.,1
+I want to celebrate at a party.,1
+I want to help you with that.,1
+I would like to share my toys.,1
+I want to draw a picture for you.,1
+I want to tell you a story.,1
+I want to watch cartoons on Saturday.,1
+I enjoy playing hide and seek.,1
+I want to visit a zoo this weekend.,1
+I would love to go to the beach.,1
+I want to eat some fruit.,1
+I want to make a smoothie for breakfast.,1
+I want to ride a horse at the ranch.,1
+I want to climb a tree in the park.,1
+I enjoy doing puzzles with my family.,1
+I want to play with my dollhouse.,1
+I want to play with my action figures.,1
+I like dressing up for Halloween.,1
+I want to go camping this summer.,1
+I want to go fishing with my dad.,1
+I want to fly a kite on a windy day.,1
+I want to learn about different animals.,1
+I want to explore the backyard.,1
+I love playing in the snow during winter.,1
+I want to go to a museum and see dinosaurs.,1
+I want to have a sleepover at my friend's house.,1
+I want to try new foods at the restaurant.,1
+I want to get ice cream after dinner.,1
+I want to play tag in the park.,1
+I want to do yoga to relax.,1
+I want to make a blanket fort.,1
+I enjoy playing with LEGO blocks.,1
+I want to build a model airplane.,1
+I want to play chess with my grandma.,1
+I want to visit a farm and see animals.,1
+I want to watch fireworks on the Fourth of July.,1
+I want to go to a concert with my family.,1
+I want to play outside after school.,1
+I want to dig in the sandbox.,1
+I want to do arts and crafts.,1
+I want to make a card for my mom.,1
+I want to play with stickers and decorate.,1
+I want to splash in the water.,1
+I want to jump on the trampoline.,1
+I want to throw a ball in the yard.,1
+I want to have a dance party at home.,1
+I want to bake a cake for my birthday.,1
+I want to make a video with my friends.,1
+I want to go on a treasure hunt in the backyard.,1
+I want to ride my bike around the neighborhood.,1
+I want to write a letter to my pen pal.,1
+I want to take a picture of my family.,1
+I want to visit my grandparents this weekend.,1
+I want to make new friends at school.,1
+I want to play with a puppet in the playroom.,1
+I want to listen to a story at bedtime.,1
+I want to plant flowers in the garden.,1
+I want to watch nature shows on TV.,1
+I want to learn how to swim this summer.,1
+I would love to go to the amusement park.,1
+I love chocolate cake.,1
+I need some fruit.,1
+I would like a new toy.,1
+Can I have some milk?,1
+I enjoy playing games.,1
+I feel excited about the party.,1
+Let’s go on an adventure.,1
+I want to watch a show.,1
+I would love a donut.,1
+I enjoy riding my scooter.,1
+Can we go to the park?,1
+I want to listen to a story.,1
+I like to draw pictures.,1
+I need help with my homework.,1
+I would like a blanket.,1
+Can I have some popcorn?,1
+I love playing with my friends.,1
+I want to bake a cake.,1
+I enjoy watching movies.,1
+I feel proud of my drawing.,1
+Let’s build a fort together.,1
+I want to explore the garden.,1
+I would like to make a snack.,1
+I need a nap after lunch.,1
+I want to try a new game.,1
+I love going for walks.,1
+Can I have a pet fish?,1
+I want to play dress-up.,1
+I enjoy doing puzzles with you.,1
+I feel calm when I read.,1
+Let’s have a picnic in the park.,1
+I want to play the guitar.,1
+I would love to see a movie.,1
+I need to finish my book.,1
+I want to make new friends.,1
+I enjoy visiting my grandparents.,1
+I feel happy when I play outside.,1
+Can we go to the beach tomorrow?,1
+I want to learn how to skate.,1
+I would like a chocolate bar.,1
+I need to brush my teeth.,1
+I want to ride the carousel.,1
+I enjoy looking at the stars.,1
+I feel sleepy after lunch.,1
+Let’s play a fun board game.,1
+I want to try painting.,1
+I love going to the zoo.,1
+"Can I have a cookie, please?",1
+I want to learn to cook.,1
+I enjoy dancing to music.,1
+I feel safe with my family.,1
+Let’s make a scrapbook together.,1
+I want to visit a farm.,1
+I would like to plant a tree.,1
+I need a new backpack.,1
+I want to join the school club.,1
+I enjoy listening to the rain.,1
+I feel excited about my birthday.,1
+Let’s play in the snow!,1
+I want to make a new friend.,1
+I would love to go ice skating.,1
+I need to tie my shoes.,1
+I want to play in the sandbox.,1
+I enjoy visiting the library.,1
+I feel happy when I help others.,1
+Can we have a family game night?,1
+I want to take a picture of the sunset.,1
+I would like a new book to read.,1
+I need to pack my bag.,1
+I want to watch the sunrise.,1
+I enjoy making crafts.,1
+I feel proud of my achievements.,1
+Let’s go on a nature walk.,1
+I want to try different foods.,1
+I would love to visit a museum.,1
+I need to clean my room.,1
+I want to make a birthday card.,1
+I enjoy spending time with my pet.,1
+I feel excited about the field trip.,1
+Can we play soccer after school?,1
+I want to learn to ride a bike.,1
+I would like to fly a kite.,1
+I need some new crayons.,1
+I want to try out for the play.,1
+I enjoy listening to my favorite songs.,1
+I feel happy when it’s sunny outside.,1
+Let’s have a sleepover this weekend.,1
+I want to go to the farmers' market.,1
+I would love to make a fruit salad.,1
+I need to practice my spelling.,1
+I want to join a sports team.,1
+I enjoy going to concerts.,1
+I feel excited to meet new people.,1
+Can we bake cookies together?,1
+I want to make a video.,1
+I would like to visit the aquarium.,1
+I need a warm jacket for winter.,1
+I want to learn how to surf.,1
+I enjoy playing in the backyard.,1
+I feel happy when I create art.,1

dataset.txt

@@ -0,0 +1,328 @@
+
+I like ice cream.
+i want icecream
+i want the car
+I need water.
+I would love a sandwich.
+Can I have juice?
+I enjoy playing with my toy.
+I feel happy when I get a hug.
+Let’s play together.
+I want to read a book.
+I would like a cookie.
+I love going outside.
+Can we watch TV?
+I like listening to music.
+I want to visit the park.
+I enjoy riding my bike.
+I want to draw a picture.
+I want to color a page.
+I feel tired; I need a nap.
+I want to go shopping today.
+I miss my friend.
+I love petting the dog.
+Let’s play a game together.
+I want to build a tower with blocks.
+I want to bake cookies with you.
+I would like to have a picnic.
+I want to swim in the pool.
+Let’s go for a walk.
+I want to go to school tomorrow.
+I enjoy playing soccer.
+I love playing basketball.
+I want to learn something new today.
+I want to use the computer.
+I would like to watch a movie.
+I am hungry; I want dinner.
+I want to eat breakfast soon.
+I would like to eat lunch now.
+I want to play some music.
+I want to sing my favorite song.
+I love to dance at parties.
+I want to play with my cat.
+I want to make a craft project.
+I enjoy spending time with my friends.
+I want to celebrate at a party.
+I want to help you with that.
+I would like to share my toys.
+I want to draw a picture for you.
+I want to tell you a story.
+I want to watch cartoons on Saturday.
+I enjoy playing hide and seek.
+I want to visit a zoo this weekend.
+I would love to go to the beach.
+I want to eat some fruit.
+I want to make a smoothie for breakfast.
+I want to ride a horse at the ranch.
+I want to climb a tree in the park.
+I enjoy doing puzzles with my family.
+I want to play with my dollhouse.
+I want to play with my action figures.
+I like dressing up for Halloween.
+I want to go camping this summer.
+I want to go fishing with my dad.
+I want to fly a kite on a windy day.
+I want to learn about different animals.
+I want to explore the backyard.
+I love playing in the snow during winter.
+I want to go to a museum and see dinosaurs.
+I want to have a sleepover at my friend's house.
+I want to try new foods at the restaurant.
+I want to get ice cream after dinner.
+I want to play tag in the park.
+I want to do yoga to relax.
+I want to make a blanket fort.
+I enjoy playing with LEGO blocks.
+I want to build a model airplane.
+I want to play chess with my grandma.
+I want to visit a farm and see animals.
+I want to watch fireworks on the Fourth of July.
+I want to go to a concert with my family.
+I want to play outside after school.
+I want to dig in the sandbox.
+I want to do arts and crafts.
+I want to make a card for my mom.
+I want to play with stickers and decorate.
+I want to splash in the water.
+I want to jump on the trampoline.
+I want to throw a ball in the yard.
+I want to have a dance party at home.
+I want to bake a cake for my birthday.
+I want to make a video with my friends.
+I want to go on a treasure hunt in the backyard.
+I want to ride my bike around the neighborhood.
+I want to write a letter to my pen pal.
+I want to take a picture of my family.
+I want to visit my grandparents this weekend.
+I want to make new friends at school.
+I want to play with a puppet in the playroom.
+I want to listen to a story at bedtime.
+I want to plant flowers in the garden.
+I want to watch nature shows on TV.
+I want to learn how to swim this summer.
+I would love to go to the amusement park.
+I love chocolate cake.
+I need some fruit.
+I would like a new toy.
+Can I have some milk?
+I enjoy playing games.
+I feel excited about the party.
+Let’s go on an adventure.
+I want to watch a show.
+I would love a donut.
+I enjoy riding my scooter.
+Can we go to the park?
+I want to listen to a story.
+I like to draw pictures.
+I need help with my homework.
+I would like a blanket.
+Can I have some popcorn?
+I love playing with my friends.
+I want to bake a cake.
+I enjoy watching movies.
+I feel proud of my drawing.
+Let’s build a fort together.
+I want to explore the garden.
+I would like to make a snack.
+I need a nap after lunch.
+I want to try a new game.
+I love going for walks.
+Can I have a pet fish?
+I want to play dress-up.
+I enjoy doing puzzles with you.
+I feel calm when I read.
+Let’s have a picnic in the park.
+I want to play the guitar.
+I would love to see a movie.
+I need to finish my book.
+I want to make new friends.
+I enjoy visiting my grandparents.
+I feel happy when I play outside.
+Can we go to the beach tomorrow?
+I want to learn how to skate.
+I would like a chocolate bar.
+I need to brush my teeth.
+I want to ride the carousel.
+I enjoy looking at the stars.
+I feel sleepy after lunch.
+Let’s play a fun board game.
+I want to try painting.
+I love going to the zoo.
+Can I have a cookie, please?
+I want to learn to cook.
+I enjoy dancing to music.
+I feel safe with my family.
+Let’s make a scrapbook together.
+I want to visit a farm.
+I would like to plant a tree.
+I need a new backpack.
+I want to join the school club.
+I enjoy listening to the rain.
+I feel excited about my birthday.
+Let’s play in the snow!
+I want to make a new friend.
+I would love to go ice skating.
+I need to tie my shoes.
+I want to play in the sandbox.
+I enjoy visiting the library.
+I feel happy when I help others.
+Can we have a family game night?
+I want to take a picture of the sunset.
+I would like a new book to read.
+I need to pack my bag.
+I want to watch the sunrise.
+I enjoy making crafts.
+I feel proud of my achievements.
+Let’s go on a nature walk.
+I want to try different foods.
+I would love to visit a museum.
+I need to clean my room.
+I want to make a birthday card.
+I enjoy spending time with my pet.
+I feel excited about the field trip.
+Can we play soccer after school?
+I want to learn to ride a bike.
+I would like to fly a kite.
+I need some new crayons.
+I want to try out for the play.
+I enjoy listening to my favorite songs.
+I feel happy when it’s sunny outside.
+Let’s have a sleepover this weekend.
+I want to go to the farmers' market.
+I would love to make a fruit salad.
+I need to practice my spelling.
+I want to join a sports team.
+I enjoy going to concerts.
+I feel excited to meet new people.
+Can we bake cookies together?
+I want to make a video.
+I would like to visit the aquarium.
+I need a warm jacket for winter.
+I want to learn how to surf.
+I enjoy playing in the backyard.
+I feel happy when I create art.
+I like ice cream.
+i want icecream
+i want the car
+I need water.
+I would love a sandwich.
+Can I have juice?
+I enjoy playing with my toy.
+I feel happy when I get a hug.
+Let’s play together.
+I want to read a book.
+I would like a cookie.
+I love going outside.
+Can you pass me the water?
+Please get the milk from the fridge.
+Let’s make some juice together.
+I love this cereal!
+Can you help me with the bread?
+The butter is on the table.
+I like cheese on my sandwich.
+Can I have an apple, please?
+The banana is ripe.
+This sandwich is delicious.
+It’s time to eat dinner.
+Let’s play a game now.
+Can we watch a movie?
+I want to read this book.
+Let’s listen to some music.
+I would like to draw a picture.
+Can I color with you?
+Let’s go outside and play.
+I love going to the park!
+I want to ride my bike today.
+Let’s play hide and seek!
+Can I help you cook?
+It’s time to clean the room.
+I need to wash my hands.
+I’m going to brush my teeth.
+I want to take a bath now.
+Please help me get dressed.
+I like this blue shirt.
+I’m wearing my red shoes today.
+Can I have a jacket?
+I want to use the computer now.
+Let’s play a video game together.
+I’m hungry for a snack.
+Can I have a cookie?
+The cake smells amazing!
+I love ice cream!
+Let’s go shopping this weekend.
+I want to visit Grandma soon.
+Can I talk to Mom?
+I need to speak with Dad.
+Goodnight, everyone!
+It’s time to go to bed.
+Can you read me a story?
+I want to sleep with my teddy bear.
+Please turn off the lights.
+Can you open the window?
+Let’s play some music.
+I want to dance!
+Can we jump on the bed?
+I love swinging in the yard.
+Let’s slide down the slide!
+I want to play in the yard today.
+I can help with laundry.
+I’ll feed the pet.
+Let’s take the dog for a walk.
+Can I water the plants?
+I want to plant flowers in the garden.
+I can sweep the floor.
+Let me help with the dishes.
+I’ll set the table for dinner.
+Can you clear the table?
+Let’s watch a movie together.
+I want popcorn for the movie.
+Can I build with blocks?
+Let’s have a picnic in the yard.
+I want to play dress-up with you.
+Let’s do a puzzle together.
+Can we play with dolls?
+I want to have a tea party!
+Can we build a fort in the living room?
+I have a funny joke to tell!
+Let’s sing a song together.
+I want to make a craft project.
+Can we paint a picture?
+I want to bake cookies today.
+Let’s play catch outside.
+I want to ride my scooter.
+Can we play soccer in the yard?
+I’d like to go for a walk now.
+Let’s visit the library tomorrow.
+I want to have a sleepover.
+Can we watch the stars tonight?
+I want to make a scrapbook.
+Let’s do a science experiment!
+Can I write a letter to my friend?
+I want to draw a picture for Dad.
+Can I take a picture of you?
+Let’s make a fun video together.
+I want to talk about my day at school.
+Can I share my feelings with you?
+I love spending time with you.
+Please help me tie my shoes.
+I need to find my favorite toy.
+Can we play outside for a while?
+I want to make dinner tonight.
+I like it when you tell me stories.
+Let’s try a new recipe together.
+I want to decorate my room.
+Can we play with the puppy?
+I love you so much!
+May i go to toilet madam?
+may i go to toilet sir?
+may i go to drink water
+may i read this subject?
+can i play in the field?
+please, sir can we sing song?
+i want icecream
+i want icecream
+what is wrong
+what is wrong
+what is wrong
+what is wrong
+what is wrong

history.py

@@ -0,0 +1,25 @@
+import re
+
+# Load dataset from a text file
+def load_dataset(file_path):
+    with open(file_path, 'r') as file:
+        sentences = file.readlines()
+    return [sentence.strip() for sentence in sentences]
+
+# Function to get unique next words
+def get_unique_next_words_from_dataset(input_phrase, dataset):
+    next_words = set()  # Use a set to store unique words
+
+    # Process each sentence in the dataset
+    for sentence in dataset:
+        # Check if the sentence starts with the input phrase
+        if sentence.lower().startswith(input_phrase.lower()):
+            # Remove the input phrase from the sentence
+            remaining_text = sentence[len(input_phrase):].strip()
+
+            # Extract the first word after the input phrase
+            if remaining_text:
+                next_word = remaining_text.split()[0]  # Get the first word
+                next_words.add(next_word)  # Add to the set for uniqueness
+
+    return list(next_words)  # Convert set back to list for output

main.py

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+from flask import Flask, jsonify, request
+import requests
+import redis
+import json
+from flask_cors import CORS
+import torch
+from transformers import GPT2LMHeadModel, GPT2Tokenizer
+from history import load_dataset, get_unique_next_words_from_dataset
+from dotenv import load_dotenv
+import os
+
+from typing import List, Dict, Optional, Union
+import logging
+from most_repeted_sentences import sentences_name, get_most_repeated_sentences, save_most_repeated_sentences
+
+load_dotenv()
+
+app = Flask(__name__)
+CORS(app)
+
+# Setup logging
+logging.basicConfig(level=logging.ERROR)
+logger = logging.getLogger(__name__)
+
+# Pixabay API setup
+PIXABAY_URL = "https://pixabay.com/api/?key=${pixabayApiKey}&q=${word}&image_type=all&per_page=3"
+PIXABAY_API_KEY =os.getenv("API_kEY")
+
+
+# setup redis
+redis_client = redis.Redis(
+    host='redis-18594.c301.ap-south-1-1.ec2.redns.redis-cloud.com',
+    port=18594,
+    decode_responses=True,
+    username="default",
+    password=os.getenv("REDIS_PASSWORD")
+)
+print(redis_client)
+
+# Load the model and tokenizer once when the app starts
+model = GPT2LMHeadModel.from_pretrained("gpt2").to("cuda" if torch.cuda.is_available() else "cpu")
+tokenizer = GPT2Tokenizer.from_pretrained("gpt2")
+
+# Global variables
+predicted_words = []
+append_list = []
+global_count=0
+
+default_predicted_words = ['i', 'what', 'hello', 'where', 'who', 'how', 'can', 'is', 'are', 'could', 
+ 'would', 'may', 'can', 'please', 'will', 'shall', 'did', 'have', 'has', 
+ 'had', 'am', 'were', 'was', 'should', 'might', 'must', 'please', 'you', 
+ 'he', 'she', 'they', 'it', 'this', 'that', 'these', 'those', 'let', 
+ 'we', 'my', 'your', 'his', 'her', 'their', 'our', 'the', 
+ 'there', 'come', 'go', 'bring', 'take', 'give', 'help', 'want', 
+ 'need', 'eat', 'drink', 'sleep', 'play', 'run', 'walk', 'talk', 'call', 
+ 'find', 'make', 'see', 'get', 'know']
+
+def generate_predicted_words(input_text,index =0):
+    # Load the dataset
+    dataset_name = "dataset.txt"
+    dataset = load_dataset(dataset_name)
+
+    history_next_text = get_unique_next_words_from_dataset(input_text, dataset)
+
+    # Tokenize input
+    inputs = tokenizer(input_text, return_tensors="pt").to(model.device)
+
+    # Forward pass through the model
+    with torch.no_grad():
+        outputs = model(**inputs, return_dict=True)
+        logits = outputs.logits
+
+    # Get the logits for the last token
+    last_token_logits = logits[:, -1, :]
+    probabilities = torch.softmax(last_token_logits, dim=-1)
+
+    # Get the top 50 most probable next tokens
+    top_50_probs, top_50_indices = torch.topk(probabilities, 50)
+    top_50_tokens = [tokenizer.decode([idx], clean_up_tokenization_spaces=False) for idx in top_50_indices[0]]
+
+    words = []
+    removable_words = [' (', ' a', "'s", ' "', ' -', ' as', " '", "the", " the", "an", " an", "<|endoftext|>", '’d','’m', '’ll','t’s' ,]
+
+    for token in top_50_tokens:
+        if len(token) != 1 and token not in removable_words:
+            words.append(token.strip().lower())
+
+    return history_next_text + words
+
+
+# fetch from pixabay
+def fetch_images_from_pixabay(query: str) -> dict:
+    # print("yo query ko lagi fetch hudai xa..." , query)
+    response = requests.get(PIXABAY_URL, params={
+        "key": PIXABAY_API_KEY,
+        "q": query,
+        "image_type": "all",
+        "per_page": "3"
+    })
+    # print("this is from pixabay haita====>" , response.json())
+    if response.status_code != 200:
+        return {"error": "Failed to fetch data from Pixabay"}
+    return response.json()
+
+
+# fetch images api
+@app.route('/api/images', methods=['GET'])
+def get_images():
+    query = request.args.get('query')
+    correspond_id=request.args.get('id')
+    print("yo chai id hai" , correspond_id)
+    print("yo chai query ho hai" , query)
+    if not query:
+        return jsonify({"error": "Query parameter is required"}), 400 
+    
+    # Check Redis cache for images
+    cached_images = redis_client.get('image_cache')
+    # print("yo ho chaiyeko cached heloooooooooooooooooooooo", cached_images)
+    if cached_images:
+        cached_images = json.loads(cached_images)  # Convert JSON string to dictionary
+        # print("cached_img" , cached_images)
+        for i in cached_images['hits']:
+            # print("lagalagalag------------>",i.get('query_id'))
+
+            # compare the id of the already queried id and id of the query currently
+            if(i.get('query_id')==correspond_id):
+                print("Fetching from cache-------------->" , i['previewURL'])
+                return jsonify(i['previewURL'])
+    
+    # print("Fetching from Pixabay")
+    # Fetch from Pixabay if not in cache
+    # Fetch from Pixabay if not in cache
+    data = fetch_images_from_pixabay(query)
+    if "error" in data:
+        return jsonify(data), 500
+    
+    for i in data['hits']:
+        i['query_id']=correspond_id
+        # print("i bhitra haita",i['query_id'])
+
+    # get the total images i.e previously cached images and current images.
+    if cached_images:
+       data['hits'] = cached_images['hits'] + data['hits']
+       data['total'] = cached_images['total'] + data['total']
+
+    # Cache the result in Redis for 1hrs
+    redis_client.setex('image_cache', 86400, json.dumps(data))
+    
+    print("image from Pixabay-------------->" , data['hits'].pop()['previewURL'])
+    return jsonify(data['hits'].pop()['previewURL'])
+
+@app.route('/api/display_words', methods=['GET'])
+def get_display_words():
+    try:
+        count = int(request.args.get('count', global_count)) # Default to 0 if 'count' is not provided
+        print(type(count))
+    except ValueError:
+        return jsonify({"error": "Invalid count value"}), 400
+
+    print("Count:", count)
+    start_index = 9 * count
+    end_index = start_index + 9
+    print("Start index:", start_index)
+    print("End index:", end_index)
+    if start_index >= len(default_predicted_words):  # Reset if out of bounds
+        count = 0
+        start_index = 0
+        end_index = 9
+
+    display_words = default_predicted_words[start_index:end_index]
+    print("Display words:", display_words)
+    return display_words
+
+
+
+# @app.route('/api/scenerio', methods=['POST'])
+# # @app.route('/api/select_location', methods=['GET'])
+# def scenerio():
+#     # Get the query parameter from the URL, e.g., /api/select_location?place=home
+#     place = request.args.get('place')
+#     if place == "home":
+    
+
+
+    # display_words = default_predicted_words[start_index:end_index]
+    # return jsonify(display_words)
+
+
+# @app.route('/api/huu', methods=['GET'])
+# def fetch_most_repeated_sentences():  # Ensure the function name is unique
+#     try:
+#         with open('most_repeated_sentences.txt', 'r') as file:
+#             # Read the first 5 lines
+#             lines = []
+#             for _ in range(5):
+#                 text = file.readline().strip().split(":")[0]
+#                 print(text)
+#                 lines.append(text)
+                
+#             # lines = [file.readline().strip().split(':')[0] for _ in range(5)]
+        
+#         return jsonify(lines), 200  # Return the lines as JSON with a 200 OK status
+#     except FileNotFoundError:
+#         return jsonify({"error": "File not found."}), 404  # Handle file not found error
+#     except Exception as e:
+#         return jsonify({"error": str(e)}), 500  # Handle other potential errors
+
+@app.route('/api/most_repeated_sentence', methods=['GET'])
+def fetch_most_repeated_sentences():
+    try:
+        sentences = []
+        with open('most_repeated_sentences.txt', 'r') as file:
+            for line in file:
+                line = line.strip()
+                if ':' in line:  # Check if line contains the separator
+                    try:
+                        sentence, count = line.rsplit(':', 1)  # Split from right side
+                        count = int(count.strip())
+                        sentences.append((sentence.strip(), count))
+                    except (ValueError, IndexError):
+                        continue  # Skip invalid lines
+        
+        # Sort sentences by count in descending order
+        sorted_sentences = sorted(sentences, key=lambda x: x[1], reverse=True)
+        
+        # Get top 5 sentences only
+        top_5_sentences = [sentence[0] for sentence in sorted_sentences[:5]]
+        
+        return jsonify(top_5_sentences)
+    
+    except FileNotFoundError:   
+        return jsonify({"error": "File not found"}), 404
+    except Exception as e:
+        logger.error(f"Error in fetch_most_repeated_sentences: {e}")
+        return jsonify({"error": "Internal server error"}), 500
+
+@app.route('/api/guu', methods=['POST'])
+def predict_words():
+    global predicted_words, append_list , global_count
+
+    try:
+        data = request.get_json()
+        print("Received data:", data)
+
+        if not isinstance(data, dict):
+            return jsonify({'error': 'Invalid JSON format'}), 400
+        
+        input_text = data.get('item', '').strip()  # Ensure we are checking the stripped input
+
+        # # Handle case when input_text is "1"
+        # if input_text == "1":
+        #     print("Resetting append_list")
+        #     append_list = []  # Reset the append list
+        #     return jsonify(default_predicted_words[:9])  # Return the default words
+
+
+        # Handle reset request
+        if input_text == "1":
+        
+            with open('dataset.txt', 'a') as file:
+                file.write(' '.join(append_list) + '\n')
+            
+            append_list = []
+            global_count = 0
+            sentence= sentences_name('dataset.txt')
+            repeated_sentences = get_most_repeated_sentences(sentence)
+            print("Most repeated sentences:", repeated_sentences)
+            save_most_repeated_sentences(repeated_sentences, 'most_repeated_sentences.txt')
+            
+            return jsonify(default_predicted_words[:9])
+        
+        if not input_text:
+            return jsonify({'error': 'No input text provided'}), 400
+        
+
+        append_list.append(input_text)
+        print("Current append list:", append_list)
+        combined_input = ' '.join(append_list)
+        print("Combined input for prediction:", combined_input)
+        predicted_words = generate_predicted_words(combined_input)
+        print("Predicted words:", predicted_words)
+
+        return jsonify(predicted_words[:9])
+
+    except Exception as e:
+        print(f"An error occurred: {str(e)}")  # Log the error message
+        return jsonify({'error': str(e)}), 500
+
+    
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=5000, debug=True)

most_repeated_sentences.txt

@@ -0,0 +1,2223 @@
+who are youi was born: 1
+who are youi was born: 1
+i was also involved: 1
+who are youi was born: 1
+i was also involved: 1
+what is going on: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i have already been confirmed: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i have already been confirmed: 1
+what is going through your head: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i have already been confirmed: 1
+what is going through your head: 1
+what: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i have already been confirmed: 1
+what is going through your head: 1
+what: 1
+i: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i have already been confirmed: 1
+what is going through your head: 1
+what: 1
+i: 1
+: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i have already been confirmed: 1
+what is going through your head: 1
+what: 1
+i: 1
+: 1
+i have: 1
+i was also involved: 2
+who are youi was born: 1
+what is going on: 1
+i was born: 1
+i have already been confirmed: 1
+what is going through your head: 1
+what: 1
+i: 1
+: 1
+i have: 1
+i have done it: 1
+i want icecream: 3
+I like ice cream.: 2
+i want the car: 2
+I need water.: 2
+I would love a sandwich.: 2
+Can I have juice?: 2
+I enjoy playing with my toy.: 2
+I feel happy when I get a hug.: 2
+Let’s play together.: 2
+I want to read a book.: 2
+I would like a cookie.: 2
+I love going outside.: 2
+I want to make a craft project.: 2
+I want to plant flowers in the garden.: 2
+: 1
+Can we watch TV?: 1
+I like listening to music.: 1
+I want to visit the park.: 1
+I enjoy riding my bike.: 1
+I want to draw a picture.: 1
+I want to color a page.: 1
+I feel tired; I need a nap.: 1
+I want to go shopping today.: 1
+I miss my friend.: 1
+I love petting the dog.: 1
+Let’s play a game together.: 1
+I want to build a tower with blocks.: 1
+I want to bake cookies with you.: 1
+I would like to have a picnic.: 1
+I want to swim in the pool.: 1
+Let’s go for a walk.: 1
+I want to go to school tomorrow.: 1
+I enjoy playing soccer.: 1
+I love playing basketball.: 1
+I want to learn something new today.: 1
+I want to use the computer.: 1
+I would like to watch a movie.: 1
+I am hungry; I want dinner.: 1
+I want to eat breakfast soon.: 1
+I would like to eat lunch now.: 1
+I want to play some music.: 1
+I want to sing my favorite song.: 1
+I love to dance at parties.: 1
+I want to play with my cat.: 1
+I enjoy spending time with my friends.: 1
+I want to celebrate at a party.: 1
+I want to help you with that.: 1
+I would like to share my toys.: 1
+I want to draw a picture for you.: 1
+I want to tell you a story.: 1
+I want to watch cartoons on Saturday.: 1
+I enjoy playing hide and seek.: 1
+I want to visit a zoo this weekend.: 1
+I would love to go to the beach.: 1
+I want to eat some fruit.: 1
+I want to make a smoothie for breakfast.: 1
+I want to ride a horse at the ranch.: 1
+I want to climb a tree in the park.: 1
+I enjoy doing puzzles with my family.: 1
+I want to play with my dollhouse.: 1
+I want to play with my action figures.: 1
+I like dressing up for Halloween.: 1
+I want to go camping this summer.: 1
+I want to go fishing with my dad.: 1
+I want to fly a kite on a windy day.: 1
+I want to learn about different animals.: 1
+I want to explore the backyard.: 1
+I love playing in the snow during winter.: 1
+I want to go to a museum and see dinosaurs.: 1
+I want to have a sleepover at my friend's house.: 1
+I want to try new foods at the restaurant.: 1
+I want to get ice cream after dinner.: 1
+I want to play tag in the park.: 1
+I want to do yoga to relax.: 1
+I want to make a blanket fort.: 1
+I enjoy playing with LEGO blocks.: 1
+I want to build a model airplane.: 1
+I want to play chess with my grandma.: 1
+I want to visit a farm and see animals.: 1
+I want to watch fireworks on the Fourth of July.: 1
+I want to go to a concert with my family.: 1
+I want to play outside after school.: 1
+I want to dig in the sandbox.: 1
+I want to do arts and crafts.: 1
+I want to make a card for my mom.: 1
+I want to play with stickers and decorate.: 1
+I want to splash in the water.: 1
+I want to jump on the trampoline.: 1
+I want to throw a ball in the yard.: 1
+I want to have a dance party at home.: 1
+I want to bake a cake for my birthday.: 1
+I want to make a video with my friends.: 1
+I want to go on a treasure hunt in the backyard.: 1
+I want to ride my bike around the neighborhood.: 1
+I want to write a letter to my pen pal.: 1
+I want to take a picture of my family.: 1
+I want to visit my grandparents this weekend.: 1
+I want to make new friends at school.: 1
+I want to play with a puppet in the playroom.: 1
+I want to listen to a story at bedtime.: 1
+I want to watch nature shows on TV.: 1
+I want to learn how to swim this summer.: 1
+I would love to go to the amusement park.: 1
+I love chocolate cake.: 1
+I need some fruit.: 1
+I would like a new toy.: 1
+Can I have some milk?: 1
+I enjoy playing games.: 1
+I feel excited about the party.: 1
+Let’s go on an adventure.: 1
+I want to watch a show.: 1
+I would love a donut.: 1
+I enjoy riding my scooter.: 1
+Can we go to the park?: 1
+I want to listen to a story.: 1
+I like to draw pictures.: 1
+I need help with my homework.: 1
+I would like a blanket.: 1
+Can I have some popcorn?: 1
+I love playing with my friends.: 1
+I want to bake a cake.: 1
+I enjoy watching movies.: 1
+I feel proud of my drawing.: 1
+Let’s build a fort together.: 1
+I want to explore the garden.: 1
+I would like to make a snack.: 1
+I need a nap after lunch.: 1
+I want to try a new game.: 1
+I love going for walks.: 1
+Can I have a pet fish?: 1
+I want to play dress-up.: 1
+I enjoy doing puzzles with you.: 1
+I feel calm when I read.: 1
+Let’s have a picnic in the park.: 1
+I want to play the guitar.: 1
+I would love to see a movie.: 1
+I need to finish my book.: 1
+I want to make new friends.: 1
+I enjoy visiting my grandparents.: 1
+I feel happy when I play outside.: 1
+Can we go to the beach tomorrow?: 1
+I want to learn how to skate.: 1
+I would like a chocolate bar.: 1
+I need to brush my teeth.: 1
+I want to ride the carousel.: 1
+I enjoy looking at the stars.: 1
+I feel sleepy after lunch.: 1
+Let’s play a fun board game.: 1
+I want to try painting.: 1
+I love going to the zoo.: 1
+Can I have a cookie, please?: 1
+I want to learn to cook.: 1
+I enjoy dancing to music.: 1
+I feel safe with my family.: 1
+Let’s make a scrapbook together.: 1
+I want to visit a farm.: 1
+I would like to plant a tree.: 1
+I need a new backpack.: 1
+I want to join the school club.: 1
+I enjoy listening to the rain.: 1
+I feel excited about my birthday.: 1
+Let’s play in the snow!: 1
+I want to make a new friend.: 1
+I would love to go ice skating.: 1
+I need to tie my shoes.: 1
+I want to play in the sandbox.: 1
+I enjoy visiting the library.: 1
+I feel happy when I help others.: 1
+Can we have a family game night?: 1
+I want to take a picture of the sunset.: 1
+I would like a new book to read.: 1
+I need to pack my bag.: 1
+I want to watch the sunrise.: 1
+I enjoy making crafts.: 1
+I feel proud of my achievements.: 1
+Let’s go on a nature walk.: 1
+I want to try different foods.: 1
+I would love to visit a museum.: 1
+I need to clean my room.: 1
+I want to make a birthday card.: 1
+I enjoy spending time with my pet.: 1
+I feel excited about the field trip.: 1
+Can we play soccer after school?: 1
+I want to learn to ride a bike.: 1
+I would like to fly a kite.: 1
+I need some new crayons.: 1
+I want to try out for the play.: 1
+I enjoy listening to my favorite songs.: 1
+I feel happy when it’s sunny outside.: 1
+Let’s have a sleepover this weekend.: 1
+I want to go to the farmers' market.: 1
+I would love to make a fruit salad.: 1
+I need to practice my spelling.: 1
+I want to join a sports team.: 1
+I enjoy going to concerts.: 1
+I feel excited to meet new people.: 1
+Can we bake cookies together?: 1
+I want to make a video.: 1
+I would like to visit the aquarium.: 1
+I need a warm jacket for winter.: 1
+I want to learn how to surf.: 1
+I enjoy playing in the backyard.: 1
+I feel happy when I create art.: 1
+Can you pass me the water?: 1
+Please get the milk from the fridge.: 1
+Let’s make some juice together.: 1
+I love this cereal!: 1
+Can you help me with the bread?: 1
+The butter is on the table.: 1
+I like cheese on my sandwich.: 1
+Can I have an apple, please?: 1
+The banana is ripe.: 1
+This sandwich is delicious.: 1
+It’s time to eat dinner.: 1
+Let’s play a game now.: 1
+Can we watch a movie?: 1
+I want to read this book.: 1
+Let’s listen to some music.: 1
+I would like to draw a picture.: 1
+Can I color with you?: 1
+Let’s go outside and play.: 1
+I love going to the park!: 1
+I want to ride my bike today.: 1
+Let’s play hide and seek!: 1
+Can I help you cook?: 1
+It’s time to clean the room.: 1
+I need to wash my hands.: 1
+I’m going to brush my teeth.: 1
+I want to take a bath now.: 1
+Please help me get dressed.: 1
+I like this blue shirt.: 1
+I’m wearing my red shoes today.: 1
+Can I have a jacket?: 1
+I want to use the computer now.: 1
+Let’s play a video game together.: 1
+I’m hungry for a snack.: 1
+Can I have a cookie?: 1
+The cake smells amazing!: 1
+I love ice cream!: 1
+Let’s go shopping this weekend.: 1
+I want to visit Grandma soon.: 1
+Can I talk to Mom?: 1
+I need to speak with Dad.: 1
+Goodnight, everyone!: 1
+It’s time to go to bed.: 1
+Can you read me a story?: 1
+I want to sleep with my teddy bear.: 1
+Please turn off the lights.: 1
+Can you open the window?: 1
+Let’s play some music.: 1
+I want to dance!: 1
+Can we jump on the bed?: 1
+I love swinging in the yard.: 1
+Let’s slide down the slide!: 1
+I want to play in the yard today.: 1
+I can help with laundry.: 1
+I’ll feed the pet.: 1
+Let’s take the dog for a walk.: 1
+Can I water the plants?: 1
+I can sweep the floor.: 1
+Let me help with the dishes.: 1
+I’ll set the table for dinner.: 1
+Can you clear the table?: 1
+Let’s watch a movie together.: 1
+I want popcorn for the movie.: 1
+Can I build with blocks?: 1
+Let’s have a picnic in the yard.: 1
+I want to play dress-up with you.: 1
+Let’s do a puzzle together.: 1
+Can we play with dolls?: 1
+I want to have a tea party!: 1
+Can we build a fort in the living room?: 1
+I have a funny joke to tell!: 1
+Let’s sing a song together.: 1
+Can we paint a picture?: 1
+I want to bake cookies today.: 1
+Let’s play catch outside.: 1
+I want to ride my scooter.: 1
+Can we play soccer in the yard?: 1
+I’d like to go for a walk now.: 1
+Let’s visit the library tomorrow.: 1
+I want to have a sleepover.: 1
+Can we watch the stars tonight?: 1
+I want to make a scrapbook.: 1
+Let’s do a science experiment!: 1
+Can I write a letter to my friend?: 1
+I want to draw a picture for Dad.: 1
+Can I take a picture of you?: 1
+Let’s make a fun video together.: 1
+I want to talk about my day at school.: 1
+Can I share my feelings with you?: 1
+I love spending time with you.: 1
+Please help me tie my shoes.: 1
+I need to find my favorite toy.: 1
+Can we play outside for a while?: 1
+I want to make dinner tonight.: 1
+I like it when you tell me stories.: 1
+Let’s try a new recipe together.: 1
+I want to decorate my room.: 1
+Can we play with the puppy?: 1
+I love you so much!: 1
+May i go to toilet madam?: 1
+may i go to toilet sir?: 1
+may i go to drink water: 1
+may i read this subject?: 1
+can i play in the field?: 1
+please, sir can we sing song?: 1
+i want icecream: 4
+I like ice cream.: 2
+i want the car: 2
+I need water.: 2
+I would love a sandwich.: 2
+Can I have juice?: 2
+I enjoy playing with my toy.: 2
+I feel happy when I get a hug.: 2
+Let’s play together.: 2
+I want to read a book.: 2
+I would like a cookie.: 2
+I love going outside.: 2
+I want to make a craft project.: 2
+I want to plant flowers in the garden.: 2
+: 1
+Can we watch TV?: 1
+I like listening to music.: 1
+I want to visit the park.: 1
+I enjoy riding my bike.: 1
+I want to draw a picture.: 1
+I want to color a page.: 1
+I feel tired; I need a nap.: 1
+I want to go shopping today.: 1
+I miss my friend.: 1
+I love petting the dog.: 1
+Let’s play a game together.: 1
+I want to build a tower with blocks.: 1
+I want to bake cookies with you.: 1
+I would like to have a picnic.: 1
+I want to swim in the pool.: 1
+Let’s go for a walk.: 1
+I want to go to school tomorrow.: 1
+I enjoy playing soccer.: 1
+I love playing basketball.: 1
+I want to learn something new today.: 1
+I want to use the computer.: 1
+I would like to watch a movie.: 1
+I am hungry; I want dinner.: 1
+I want to eat breakfast soon.: 1
+I would like to eat lunch now.: 1
+I want to play some music.: 1
+I want to sing my favorite song.: 1
+I love to dance at parties.: 1
+I want to play with my cat.: 1
+I enjoy spending time with my friends.: 1
+I want to celebrate at a party.: 1
+I want to help you with that.: 1
+I would like to share my toys.: 1
+I want to draw a picture for you.: 1
+I want to tell you a story.: 1
+I want to watch cartoons on Saturday.: 1
+I enjoy playing hide and seek.: 1
+I want to visit a zoo this weekend.: 1
+I would love to go to the beach.: 1
+I want to eat some fruit.: 1
+I want to make a smoothie for breakfast.: 1
+I want to ride a horse at the ranch.: 1
+I want to climb a tree in the park.: 1
+I enjoy doing puzzles with my family.: 1
+I want to play with my dollhouse.: 1
+I want to play with my action figures.: 1
+I like dressing up for Halloween.: 1
+I want to go camping this summer.: 1
+I want to go fishing with my dad.: 1
+I want to fly a kite on a windy day.: 1
+I want to learn about different animals.: 1
+I want to explore the backyard.: 1
+I love playing in the snow during winter.: 1
+I want to go to a museum and see dinosaurs.: 1
+I want to have a sleepover at my friend's house.: 1
+I want to try new foods at the restaurant.: 1
+I want to get ice cream after dinner.: 1
+I want to play tag in the park.: 1
+I want to do yoga to relax.: 1
+I want to make a blanket fort.: 1
+I enjoy playing with LEGO blocks.: 1
+I want to build a model airplane.: 1
+I want to play chess with my grandma.: 1
+I want to visit a farm and see animals.: 1
+I want to watch fireworks on the Fourth of July.: 1
+I want to go to a concert with my family.: 1
+I want to play outside after school.: 1
+I want to dig in the sandbox.: 1
+I want to do arts and crafts.: 1
+I want to make a card for my mom.: 1
+I want to play with stickers and decorate.: 1
+I want to splash in the water.: 1
+I want to jump on the trampoline.: 1
+I want to throw a ball in the yard.: 1
+I want to have a dance party at home.: 1
+I want to bake a cake for my birthday.: 1
+I want to make a video with my friends.: 1
+I want to go on a treasure hunt in the backyard.: 1
+I want to ride my bike around the neighborhood.: 1
+I want to write a letter to my pen pal.: 1
+I want to take a picture of my family.: 1
+I want to visit my grandparents this weekend.: 1
+I want to make new friends at school.: 1
+I want to play with a puppet in the playroom.: 1
+I want to listen to a story at bedtime.: 1
+I want to watch nature shows on TV.: 1
+I want to learn how to swim this summer.: 1
+I would love to go to the amusement park.: 1
+I love chocolate cake.: 1
+I need some fruit.: 1
+I would like a new toy.: 1
+Can I have some milk?: 1
+I enjoy playing games.: 1
+I feel excited about the party.: 1
+Let’s go on an adventure.: 1
+I want to watch a show.: 1
+I would love a donut.: 1
+I enjoy riding my scooter.: 1
+Can we go to the park?: 1
+I want to listen to a story.: 1
+I like to draw pictures.: 1
+I need help with my homework.: 1
+I would like a blanket.: 1
+Can I have some popcorn?: 1
+I love playing with my friends.: 1
+I want to bake a cake.: 1
+I enjoy watching movies.: 1
+I feel proud of my drawing.: 1
+Let’s build a fort together.: 1
+I want to explore the garden.: 1
+I would like to make a snack.: 1
+I need a nap after lunch.: 1
+I want to try a new game.: 1
+I love going for walks.: 1
+Can I have a pet fish?: 1
+I want to play dress-up.: 1
+I enjoy doing puzzles with you.: 1
+I feel calm when I read.: 1
+Let’s have a picnic in the park.: 1
+I want to play the guitar.: 1
+I would love to see a movie.: 1
+I need to finish my book.: 1
+I want to make new friends.: 1
+I enjoy visiting my grandparents.: 1
+I feel happy when I play outside.: 1
+Can we go to the beach tomorrow?: 1
+I want to learn how to skate.: 1
+I would like a chocolate bar.: 1
+I need to brush my teeth.: 1
+I want to ride the carousel.: 1
+I enjoy looking at the stars.: 1
+I feel sleepy after lunch.: 1
+Let’s play a fun board game.: 1
+I want to try painting.: 1
+I love going to the zoo.: 1
+Can I have a cookie, please?: 1
+I want to learn to cook.: 1
+I enjoy dancing to music.: 1
+I feel safe with my family.: 1
+Let’s make a scrapbook together.: 1
+I want to visit a farm.: 1
+I would like to plant a tree.: 1
+I need a new backpack.: 1
+I want to join the school club.: 1
+I enjoy listening to the rain.: 1
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+I love going outside.: 2
+I want to make a craft project.: 2
+I want to plant flowers in the garden.: 2
+: 1
+Can we watch TV?: 1
+I like listening to music.: 1
+I want to visit the park.: 1
+I enjoy riding my bike.: 1
+I want to draw a picture.: 1
+I want to color a page.: 1
+I feel tired; I need a nap.: 1
+I want to go shopping today.: 1
+I miss my friend.: 1
+I love petting the dog.: 1
+Let’s play a game together.: 1
+I want to build a tower with blocks.: 1
+I want to bake cookies with you.: 1
+I would like to have a picnic.: 1
+I want to swim in the pool.: 1
+Let’s go for a walk.: 1
+I want to go to school tomorrow.: 1
+I enjoy playing soccer.: 1
+I love playing basketball.: 1
+I want to learn something new today.: 1
+I want to use the computer.: 1
+I would like to watch a movie.: 1
+I am hungry; I want dinner.: 1
+I want to eat breakfast soon.: 1
+I would like to eat lunch now.: 1
+I want to play some music.: 1
+I want to sing my favorite song.: 1
+I love to dance at parties.: 1
+I want to play with my cat.: 1
+I enjoy spending time with my friends.: 1
+I want to celebrate at a party.: 1
+I want to help you with that.: 1
+I would like to share my toys.: 1
+I want to draw a picture for you.: 1
+I want to tell you a story.: 1
+I want to watch cartoons on Saturday.: 1
+I enjoy playing hide and seek.: 1
+I want to visit a zoo this weekend.: 1
+I would love to go to the beach.: 1
+I want to eat some fruit.: 1
+I want to make a smoothie for breakfast.: 1
+I want to ride a horse at the ranch.: 1
+I want to climb a tree in the park.: 1
+I enjoy doing puzzles with my family.: 1
+I want to play with my dollhouse.: 1
+I want to play with my action figures.: 1
+I like dressing up for Halloween.: 1
+I want to go camping this summer.: 1
+I want to go fishing with my dad.: 1
+I want to fly a kite on a windy day.: 1
+I want to learn about different animals.: 1
+I want to explore the backyard.: 1
+I love playing in the snow during winter.: 1
+I want to go to a museum and see dinosaurs.: 1
+I want to have a sleepover at my friend's house.: 1
+I want to try new foods at the restaurant.: 1
+I want to get ice cream after dinner.: 1
+I want to play tag in the park.: 1
+I want to do yoga to relax.: 1
+I want to make a blanket fort.: 1
+I enjoy playing with LEGO blocks.: 1
+I want to build a model airplane.: 1
+I want to play chess with my grandma.: 1
+I want to visit a farm and see animals.: 1
+I want to watch fireworks on the Fourth of July.: 1
+I want to go to a concert with my family.: 1
+I want to play outside after school.: 1
+I want to dig in the sandbox.: 1
+I want to do arts and crafts.: 1
+I want to make a card for my mom.: 1
+I want to play with stickers and decorate.: 1
+I want to splash in the water.: 1
+I want to jump on the trampoline.: 1
+I want to throw a ball in the yard.: 1
+I want to have a dance party at home.: 1
+I want to bake a cake for my birthday.: 1
+I want to make a video with my friends.: 1
+I want to go on a treasure hunt in the backyard.: 1
+I want to ride my bike around the neighborhood.: 1
+I want to write a letter to my pen pal.: 1
+I want to take a picture of my family.: 1
+I want to visit my grandparents this weekend.: 1
+I want to make new friends at school.: 1
+I want to play with a puppet in the playroom.: 1
+I want to listen to a story at bedtime.: 1
+I want to watch nature shows on TV.: 1
+I want to learn how to swim this summer.: 1
+I would love to go to the amusement park.: 1
+I love chocolate cake.: 1
+I need some fruit.: 1
+I would like a new toy.: 1
+Can I have some milk?: 1
+I enjoy playing games.: 1
+I feel excited about the party.: 1
+Let’s go on an adventure.: 1
+I want to watch a show.: 1
+I would love a donut.: 1
+I enjoy riding my scooter.: 1
+Can we go to the park?: 1
+I want to listen to a story.: 1
+I like to draw pictures.: 1
+I need help with my homework.: 1
+I would like a blanket.: 1
+Can I have some popcorn?: 1
+I love playing with my friends.: 1
+I want to bake a cake.: 1
+I enjoy watching movies.: 1
+I feel proud of my drawing.: 1
+Let’s build a fort together.: 1
+I want to explore the garden.: 1
+I would like to make a snack.: 1
+I need a nap after lunch.: 1
+I want to try a new game.: 1
+I love going for walks.: 1
+Can I have a pet fish?: 1
+I want to play dress-up.: 1
+I enjoy doing puzzles with you.: 1
+I feel calm when I read.: 1
+Let’s have a picnic in the park.: 1
+I want to play the guitar.: 1
+I would love to see a movie.: 1
+I need to finish my book.: 1
+I want to make new friends.: 1
+I enjoy visiting my grandparents.: 1
+I feel happy when I play outside.: 1
+Can we go to the beach tomorrow?: 1
+I want to learn how to skate.: 1
+I would like a chocolate bar.: 1
+I need to brush my teeth.: 1
+I want to ride the carousel.: 1
+I enjoy looking at the stars.: 1
+I feel sleepy after lunch.: 1
+Let’s play a fun board game.: 1
+I want to try painting.: 1
+I love going to the zoo.: 1
+Can I have a cookie, please?: 1
+I want to learn to cook.: 1
+I enjoy dancing to music.: 1
+I feel safe with my family.: 1
+Let’s make a scrapbook together.: 1
+I want to visit a farm.: 1
+I would like to plant a tree.: 1
+I need a new backpack.: 1
+I want to join the school club.: 1
+I enjoy listening to the rain.: 1
+I feel excited about my birthday.: 1
+Let’s play in the snow!: 1
+I want to make a new friend.: 1
+I would love to go ice skating.: 1
+I need to tie my shoes.: 1
+I want to play in the sandbox.: 1
+I enjoy visiting the library.: 1
+I feel happy when I help others.: 1
+Can we have a family game night?: 1
+I want to take a picture of the sunset.: 1
+I would like a new book to read.: 1
+I need to pack my bag.: 1
+I want to watch the sunrise.: 1
+I enjoy making crafts.: 1
+I feel proud of my achievements.: 1
+Let’s go on a nature walk.: 1
+I want to try different foods.: 1
+I would love to visit a museum.: 1
+I need to clean my room.: 1
+I want to make a birthday card.: 1
+I enjoy spending time with my pet.: 1
+I feel excited about the field trip.: 1
+Can we play soccer after school?: 1
+I want to learn to ride a bike.: 1
+I would like to fly a kite.: 1
+I need some new crayons.: 1
+I want to try out for the play.: 1
+I enjoy listening to my favorite songs.: 1
+I feel happy when it’s sunny outside.: 1
+Let’s have a sleepover this weekend.: 1
+I want to go to the farmers' market.: 1
+I would love to make a fruit salad.: 1
+I need to practice my spelling.: 1
+I want to join a sports team.: 1
+I enjoy going to concerts.: 1
+I feel excited to meet new people.: 1
+Can we bake cookies together?: 1
+I want to make a video.: 1
+I would like to visit the aquarium.: 1
+I need a warm jacket for winter.: 1
+I want to learn how to surf.: 1
+I enjoy playing in the backyard.: 1
+I feel happy when I create art.: 1
+Can you pass me the water?: 1
+Please get the milk from the fridge.: 1
+Let’s make some juice together.: 1
+I love this cereal!: 1
+Can you help me with the bread?: 1
+The butter is on the table.: 1
+I like cheese on my sandwich.: 1
+Can I have an apple, please?: 1
+The banana is ripe.: 1
+This sandwich is delicious.: 1
+It’s time to eat dinner.: 1
+Let’s play a game now.: 1
+Can we watch a movie?: 1
+I want to read this book.: 1
+Let’s listen to some music.: 1
+I would like to draw a picture.: 1
+Can I color with you?: 1
+Let’s go outside and play.: 1
+I love going to the park!: 1
+I want to ride my bike today.: 1
+Let’s play hide and seek!: 1
+Can I help you cook?: 1
+It’s time to clean the room.: 1
+I need to wash my hands.: 1
+I’m going to brush my teeth.: 1
+I want to take a bath now.: 1
+Please help me get dressed.: 1
+I like this blue shirt.: 1
+I’m wearing my red shoes today.: 1
+Can I have a jacket?: 1
+I want to use the computer now.: 1
+Let’s play a video game together.: 1
+I’m hungry for a snack.: 1
+Can I have a cookie?: 1
+The cake smells amazing!: 1
+I love ice cream!: 1
+Let’s go shopping this weekend.: 1
+I want to visit Grandma soon.: 1
+Can I talk to Mom?: 1
+I need to speak with Dad.: 1
+Goodnight, everyone!: 1
+It’s time to go to bed.: 1
+Can you read me a story?: 1
+I want to sleep with my teddy bear.: 1
+Please turn off the lights.: 1
+Can you open the window?: 1
+Let’s play some music.: 1
+I want to dance!: 1
+Can we jump on the bed?: 1
+I love swinging in the yard.: 1
+Let’s slide down the slide!: 1
+I want to play in the yard today.: 1
+I can help with laundry.: 1
+I’ll feed the pet.: 1
+Let’s take the dog for a walk.: 1
+Can I water the plants?: 1
+I can sweep the floor.: 1
+Let me help with the dishes.: 1
+I’ll set the table for dinner.: 1
+Can you clear the table?: 1
+Let’s watch a movie together.: 1
+I want popcorn for the movie.: 1
+Can I build with blocks?: 1
+Let’s have a picnic in the yard.: 1
+I want to play dress-up with you.: 1
+Let’s do a puzzle together.: 1
+Can we play with dolls?: 1
+I want to have a tea party!: 1
+Can we build a fort in the living room?: 1
+I have a funny joke to tell!: 1
+Let’s sing a song together.: 1
+Can we paint a picture?: 1
+I want to bake cookies today.: 1
+Let’s play catch outside.: 1
+I want to ride my scooter.: 1
+Can we play soccer in the yard?: 1
+I’d like to go for a walk now.: 1
+Let’s visit the library tomorrow.: 1
+I want to have a sleepover.: 1
+Can we watch the stars tonight?: 1
+I want to make a scrapbook.: 1
+Let’s do a science experiment!: 1
+Can I write a letter to my friend?: 1
+I want to draw a picture for Dad.: 1
+Can I take a picture of you?: 1
+Let’s make a fun video together.: 1
+I want to talk about my day at school.: 1
+Can I share my feelings with you?: 1
+I love spending time with you.: 1
+Please help me tie my shoes.: 1
+I need to find my favorite toy.: 1
+Can we play outside for a while?: 1
+I want to make dinner tonight.: 1
+I like it when you tell me stories.: 1
+Let’s try a new recipe together.: 1
+I want to decorate my room.: 1
+Can we play with the puppy?: 1
+I love you so much!: 1
+May i go to toilet madam?: 1
+may i go to toilet sir?: 1
+may i go to drink water: 1
+may i read this subject?: 1
+can i play in the field?: 1
+please, sir can we sing song?: 1

most_repeted_sentences.py

@@ -0,0 +1,22 @@
+from collections import Counter
+
+# Load dataset and strip sentences
+# file_path = 'dataset.txt'
+
+def sentences_name(file_path):
+    with open(file_path, 'r') as file:
+        sentences = file.readlines()
+    return [sentence.strip() for sentence in sentences]
+
+# Count the frequency of each sentence
+def get_most_repeated_sentences(sentences):
+    sentence_counts = Counter(sentences)  # Use Counter to count frequencies
+    # Sort sentences by their frequency in descending order
+    most_repeated = sentence_counts.most_common()
+    return most_repeated
+
+# Save most repeated sentences to a .txt file
+def save_most_repeated_sentences(most_repeated, output_file):
+    with open(output_file, 'a') as file:
+        for sentence, count in most_repeated:
+            file.write(f"{sentence}: {count}\n")  # Write both sentence and count

recent.py

@@ -0,0 +1,163 @@
+from flask import Flask, jsonify, request
+from flask_cors import CORS
+import torch
+from transformers import GPT2LMHeadModel, GPT2Tokenizer
+from history import load_dataset, get_unique_next_words_from_dataset
+
+app = Flask(__name__)
+CORS(app)
+
+# Load the model and tokenizer once when the app starts
+model = GPT2LMHeadModel.from_pretrained("gpt2").to("cuda" if torch.cuda.is_available() else "cpu")
+tokenizer = GPT2Tokenizer.from_pretrained("gpt2")
+
+# Global variables
+predicted_words = []
+append_list = []
+
+default_predicted_words = ['i', 'what', 'hello', 'where', 'who', 'how', 'can', 'is', 'are', 'could', 
+ 'would', 'may', 'do', 'does', 'will', 'shall', 'did', 'have', 'has', 
+ 'had', 'am', 'were', 'was', 'should', 'might', 'must', 'please', 'you', 
+ 'he', 'she', 'they', 'it', 'this', 'that', 'these', 'those', 'let', 
+ 'we', 'my', 'your', 'his', 'her', 'their', 'our', 'the', 
+ 'there', 'come', 'go', 'bring', 'take', 'give', 'help', 'want', 
+ 'need', 'eat', 'drink', 'sleep', 'play', 'run', 'walk', 'talk', 'call', 
+ 'find', 'make', 'see', 'get', 'know']
+
+starting_words_for_home = [
+    "i", "let’s", "can", "the", "please", "it’s", "this", "i’m", "i’ll", 
+    "you", "we", "my", "can’t", "shall", "would", "will", "do", 
+    "should", "they", "let"
+]
+
+def generate_predicted_words(input_text,dataset_name= 'dataset.txt'):
+    # Load the dataset
+    # dataset_name = "dataset.txt"
+    dataset = load_dataset(dataset_name)
+
+    history_next_text = get_unique_next_words_from_dataset(input_text, dataset)
+
+    # Tokenize input
+    inputs = tokenizer(input_text, return_tensors="pt").to(model.device)
+
+    # Forward pass through the model
+    with torch.no_grad():
+        outputs = model(**inputs, return_dict=True)
+        logits = outputs.logits
+
+    # Get the logits for the last token
+    last_token_logits = logits[:, -1, :]
+    probabilities = torch.softmax(last_token_logits, dim=-1)
+
+    # Get the top 50 most probable next tokens
+    top_50_probs, top_50_indices = torch.topk(probabilities, 50)
+    top_50_tokens = [tokenizer.decode([idx], clean_up_tokenization_spaces=False) for idx in top_50_indices[0]]
+
+    words = []
+    removable_words = [' (', ' a', "'s", ' "', ' -', ' as', " '", "the", " the", "an", " an", "<|endoftext|>, "]
+
+    for token in top_50_tokens:
+        if len(token) != 1 and token not in removable_words:
+            words.append(token.strip().lower())
+
+    return history_next_text + words
+
+@app.route('/api/display_words', methods=['GET'])
+def get_display_words():
+    count = int(request.args.get('count', 0))
+    start_index = 9 * count
+    end_index = start_index + 9
+
+    if start_index >= len(predicted_words):  # Reset if out of bounds
+        count = 0
+        start_index = 0
+        end_index = 9
+
+    display_words = default_predicted_words[start_index:end_index]
+    return jsonify(display_words)
+
+
+@app.route('/api/scenerio', methods=['POST'])
+# # @app.route('/api/select_location', methods=['GET'])
+def scenerio():
+    # Get the query parameter from the URL, e.g., /api/select_location?place=home
+    place = request.args.get('place')
+    if place == "home":
+        dataset = "C:\Users\bhand\OneDrive\Desktop\hackthon_ktm\scenerio\home_scenerio.txt"
+        # predicted_words = generate_predicted_words(input_text,dataset_name= 'dataset.txt')
+        return jsonify(starting_words_for_home[:9])
+    elif place =='school':
+        dataset = 'C:\Users\bhand\OneDrive\Desktop\hackthon_ktm\scenerio\home_scenerio.txt'
+        return jsonify(starting_words_for_school[:9])
+        
+        
+    
+    
+        
+    
+        
+    
+
+
+    # display_words = default_predicted_words[start_index:end_index]
+    # return jsonify(display_words)
+
+
+@app.route('/api/huu', methods=['GET'])
+def fetch_most_repeated_sentences():  # Ensure the function name is unique
+    try:
+        with open('most_repeated_sentences.txt', 'r') as file:
+            # Read the first 5 lines
+            lines = []
+            for _ in range(5):
+                text = file.readline().strip().split(":")[0]
+                print(text)
+                lines.append(text)
+                
+            # lines = [file.readline().strip().split(':')[0] for _ in range(5)]
+        
+        return jsonify(lines), 200  # Return the lines as JSON with a 200 OK status
+    except FileNotFoundError:
+        return jsonify({"error": "File not found."}), 404  # Handle file not found error
+    except Exception as e:
+        return jsonify({"error": str(e)}), 500  # Handle other potential errors
+
+
+
+@app.route('/api/guu', methods=['POST'])
+def predict_words():
+    global predicted_words, append_list
+
+    try:
+        data = request.get_json()
+        print("Received data:", data)
+
+        if not isinstance(data, dict):
+            return jsonify({'error': 'Invalid JSON format'}), 400
+        
+        input_text = data.get('item', '').strip()  # Ensure we are checking the stripped input
+
+        # Handle case when input_text is "1"
+        if input_text == "1":
+            print("Resetting append_list")
+            append_list = []  # Reset the append list
+            return jsonify(default_predicted_words[:9])  # Return the default words
+
+        if not input_text:
+            return jsonify({'error': 'No input text provided'}), 400
+
+        append_list.append(input_text)
+        print("Current append list:", append_list)
+        combined_input = ' '.join(append_list)
+        print("Combined input for prediction:", combined_input)
+        predicted_words = generate_predicted_words(combined_input)
+        print("Predicted words:", predicted_words)
+
+        return jsonify(predicted_words[:9])
+
+    except Exception as e:
+        print(f"An error occurred: {str(e)}")  # Log the error message
+        return jsonify({'error': str(e)}), 500
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=5000, debug=True)

scenerio/home_scenerio.txt

@@ -0,0 +1,200 @@
+Can you pass me the water?
+Please get the milk from the fridge.
+Let’s make some juice together.
+I love this cereal!
+Can you help me with the bread?
+The butter is on the table.
+I like cheese on my sandwich.
+Can I have an apple, please?
+The banana is ripe.
+This sandwich is delicious.
+It’s time to eat dinner.
+Let’s play a game now.
+Can we watch a movie?
+I want to read this book.
+Let’s listen to some music.
+I would like to draw a picture.
+Can I color with you?
+Let’s go outside and play.
+I love going to the park!
+I want to ride my bike today.
+Let’s play hide and seek!
+Can I help you cook?
+It’s time to clean the room.
+I need to wash my hands.
+I’m going to brush my teeth.
+I want to take a bath now.
+Please help me get dressed.
+I like this blue shirt.
+I’m wearing my red shoes today.
+Can I have a jacket?
+I want to use the computer now.
+Let’s play a video game together.
+I’m hungry for a snack.
+Can I have a cookie?
+The cake smells amazing!
+I love ice cream!
+Let’s go shopping this weekend.
+I want to visit Grandma soon.
+Can I talk to Mom?
+I need to speak with Dad.
+Goodnight, everyone!
+It’s time to go to bed.
+Can you read me a story?
+I want to sleep with my teddy bear.
+Please turn off the lights.
+Can you open the window?
+Let’s play some music.
+I want to dance!
+Can we jump on the bed?
+I love swinging in the yard.
+Let’s slide down the slide!
+I want to play in the yard today.
+I can help with laundry.
+I’ll feed the pet.
+Let’s take the dog for a walk.
+Can I water the plants?
+I want to plant flowers in the garden.
+I can sweep the floor.
+Let me help with the dishes.
+I’ll set the table for dinner.
+Can you clear the table?
+Let’s watch a movie together.
+I want popcorn for the movie.
+Can I build with blocks?
+Let’s have a picnic in the yard.
+I want to play dress-up with you.
+Let’s do a puzzle together.
+Can we play with dolls?
+I want to have a tea party!
+Can we build a fort in the living room?
+I have a funny joke to tell!
+Let’s sing a song together.
+I want to make a craft project.
+Can we paint a picture?
+I want to bake cookies today.
+Let’s play catch outside.
+I want to ride my scooter.
+Can we play soccer in the yard?
+I’d like to go for a walk now.
+Let’s visit the library tomorrow.
+I want to have a sleepover.
+Can we watch the stars tonight?
+I want to make a scrapbook.
+Let’s do a science experiment!
+Can I write a letter to my friend?
+I want to draw a picture for Dad.
+Can I take a picture of you?
+Let’s make a fun video together.
+I want to talk about my day at school.
+Can I share my feelings with you?
+I love spending time with you.
+Please help me tie my shoes.
+I need to find my favorite toy.
+Can we play outside for a while?
+I want to make dinner tonight.
+I like it when you tell me stories.
+Let’s try a new recipe together.
+I want to decorate my room.
+Can we play with the puppy?
+I love you so much!
+Can I have a pencil, please?
+I need to sharpen my pencil.
+Let’s open our textbooks.
+Can you help me with my homework?
+I love this subject!
+I want to join the art club.
+Can we work on a project together?
+I need to study for the test.
+Can you explain this math problem?
+Let’s practice our spelling words.
+I want to read this book.
+Can we go to the library?
+I need to borrow a calculator.
+Let’s play a game during recess.
+I want to play soccer outside.
+Can we sit together at lunch?
+I brought my favorite snack.
+What’s for lunch today?
+I need to finish my assignment.
+Can you help me with this?
+Let’s form a study group.
+I want to learn how to write better.
+Can you show me how to do that?
+I love our science class!
+Let’s do a science experiment.
+I want to learn about space.
+Can we have a class discussion?
+I need to ask the teacher a question.
+I want to present my project.
+Can we draw on the whiteboard?
+I need to practice my speech.
+Let’s prepare for the school play.
+I want to join the music band.
+Can we listen to some music?
+I like to sing in class.
+Let’s make a poster for our project.
+I want to learn how to code.
+Can we use the computer lab?
+I want to write a story.
+Can you help me edit my work?
+Let’s organize our desks.
+I need to find my homework.
+Can you help me carry my books?
+I want to ask a question.
+Let’s take a field trip!
+I love our gym class!
+Can we play basketball?
+I want to join the dance team.
+Can we have a talent show?
+I want to learn how to play an instrument.
+Let’s practice for the quiz.
+I want to make new friends.
+Can we work on this together?
+I need to focus on my studies.
+I want to share my ideas.
+Can we brainstorm for our project?
+I want to explore more subjects.
+Let’s decorate the classroom.
+I want to write a letter to my pen pal.
+Can I help you with that?
+Let’s have a class party!
+I want to celebrate our success.
+Can we learn about different cultures?
+I want to do a presentation.
+Let’s create a video for our project.
+I want to help organize the event.
+Can we have a group discussion?
+I need to practice my reading.
+Let’s share our favorite books.
+I want to make a scrapbook for school.
+Can we have a question and answer session?
+I love participating in class.
+Let’s play a trivia game.
+I want to start a school newspaper.
+Can we learn about nature?
+I want to explore new topics.
+Let’s create a time capsule.
+I want to learn about coding.
+Can we have a science fair?
+I want to be a part of the debate team.
+Let’s write a song together.
+I want to discuss current events.
+Can we host a bake sale?
+I need to find my art supplies.
+Let’s practice our presentations.
+I want to create a mural for the school.
+Can we learn about famous inventors?
+I want to explore technology.
+Let’s have a movie day.
+I want to create a website for our class.
+Can we learn about the solar system?
+I want to do a research project.
+Let’s plan for the end-of-year party.
+I want to express my thoughts.
+Can we collaborate on a project?
+I want to improve my grades.
+Let’s review for the final exam.
+I want to thank my teachers.
+Can we take a group picture?
+I love learning with my friends!

scenerio/school_school.txt

@@ -0,0 +1,100 @@
+Can I have a pencil, please?
+I need to sharpen my pencil.
+Let’s open our textbooks.
+Can you help me with my homework?
+I love this subject!
+I want to join the art club.
+Can we work on a project together?
+I need to study for the test.
+Can you explain this math problem?
+Let’s practice our spelling words.
+I want to read this book.
+Can we go to the library?
+I need to borrow a calculator.
+Let’s play a game during recess.
+I want to play soccer outside.
+Can we sit together at lunch?
+I brought my favorite snack.
+What’s for lunch today?
+I need to finish my assignment.
+Can you help me with this?
+Let’s form a study group.
+I want to learn how to write better.
+Can you show me how to do that?
+I love our science class!
+Let’s do a science experiment.
+I want to learn about space.
+Can we have a class discussion?
+I need to ask the teacher a question.
+I want to present my project.
+Can we draw on the whiteboard?
+I need to practice my speech.
+Let’s prepare for the school play.
+I want to join the music band.
+Can we listen to some music?
+I like to sing in class.
+Let’s make a poster for our project.
+I want to learn how to code.
+Can we use the computer lab?
+I want to write a story.
+Can you help me edit my work?
+Let’s organize our desks.
+I need to find my homework.
+Can you help me carry my books?
+I want to ask a question.
+Let’s take a field trip!
+I love our gym class!
+Can we play basketball?
+I want to join the dance team.
+Can we have a talent show?
+I want to learn how to play an instrument.
+Let’s practice for the quiz.
+I want to make new friends.
+Can we work on this together?
+I need to focus on my studies.
+I want to share my ideas.
+Can we brainstorm for our project?
+I want to explore more subjects.
+Let’s decorate the classroom.
+I want to write a letter to my pen pal.
+Can I help you with that?
+Let’s have a class party!
+I want to celebrate our success.
+Can we learn about different cultures?
+I want to do a presentation.
+Let’s create a video for our project.
+I want to help organize the event.
+Can we have a group discussion?
+I need to practice my reading.
+Let’s share our favorite books.
+I want to make a scrapbook for school.
+Can we have a question and answer session?
+I love participating in class.
+Let’s play a trivia game.
+I want to start a school newspaper.
+Can we learn about nature?
+I want to explore new topics.
+Let’s create a time capsule.
+I want to learn about coding.
+Can we have a science fair?
+I want to be a part of the debate team.
+Let’s write a song together.
+I want to discuss current events.
+Can we host a bake sale?
+I need to find my art supplies.
+Let’s practice our presentations.
+I want to create a mural for the school.
+Can we learn about famous inventors?
+I want to explore technology.
+Let’s have a movie day.
+I want to create a website for our class.
+Can we learn about the solar system?
+I want to do a research project.
+Let’s plan for the end-of-year party.
+I want to express my thoughts.
+Can we collaborate on a project?
+I want to improve my grades.
+Let’s review for the final exam.
+I want to thank my teachers.
+Can we take a group picture?
+I love learning with my friends!

set_scenerio.py

@@ -0,0 +1,110 @@
+from flask import Flask, jsonify, request
+from flask_cors import CORS
+import torch
+from transformers import GPT2LMHeadModel, GPT2Tokenizer
+from history import load_dataset, get_unique_next_words_from_dataset
+
+app = Flask(__name__)
+CORS(app)
+
+# Load the model and tokenizer once when the app starts
+model = GPT2LMHeadModel.from_pretrained("gpt2").to("cuda" if torch.cuda.is_available() else "cpu")
+tokenizer = GPT2Tokenizer.from_pretrained("gpt2")
+
+# Global variables
+predicted_words = []
+append_list = []
+
+default_predicted_words = [
+    "I", "What", "Hello", "Where", "Who", "How", "Can", "Is", "Are", "Could",
+    "Would", "May", "Do", "Does", "Will", "Shall", "Did", "Have", "Has",
+    "Had", "Am", "Were", "Was", "Should", "Might", "Must", "Please", "You",
+    "He", "She", "They", "It", "This", "That", "These", "Those", "Let",
+    "We", "My", "Your", "His", "Her", "Their", "Our", "The",
+    "There", "Come", "Go", "Bring", "Take", "Give", "Help", "Want",
+    "Need", "Eat", "Drink", "Sleep", "Play", "Run", "Walk", "Talk", "Call",
+    "Find", "Make", "See", "Get", "Know"
+]
+
+def generate_predicted_words(input_text):
+    # Load the dataset
+    dataset_name = ['C:\Users\bhand\OneDrive\Desktop\hackthon_ktm\scenerio\home_scenerio.txt', 'C:\Users\bhand\OneDrive\Desktop\hackthon_ktm\scenerio\school_school.txt', "dataset.txt"]
+    dataset_name = "dataset.txt"
+    dataset = load_dataset(dataset_name)
+
+    history_next_text = get_unique_next_words_from_dataset(input_text, dataset)
+
+    # Tokenize input
+    inputs = tokenizer(input_text, return_tensors="pt").to(model.device)
+
+    # Forward pass through the model
+    with torch.no_grad():
+        outputs = model(**inputs, return_dict=True)
+        logits = outputs.logits
+
+    # Get the logits for the last token
+    last_token_logits = logits[:, -1, :]
+    probabilities = torch.softmax(last_token_logits, dim=-1)
+
+    # Get the top 50 most probable next tokens
+    top_50_probs, top_50_indices = torch.topk(probabilities, 50)
+    top_50_tokens = [tokenizer.decode([idx], clean_up_tokenization_spaces=False) for idx in top_50_indices[0]]
+
+    words = []
+    removable_words = [' (', ' a', "'s", ' "', ' -', ' as', " '", "the", " the", "an", " an", "<|endoftext|>, "]
+
+    for token in top_50_tokens:
+        if len(token) != 1 and token not in removable_words:
+            words.append(token)
+
+    return history_next_text + words
+
+@app.route('/api/display_words', methods=['GET'])
+def get_display_words():
+    count = int(request.args.get('count', 0))
+    label = "home"
+    if label == "home":
+        index = 0
+    start_index = 9 * count
+    end_index = start_index + 9
+
+    if start_index >= len(predicted_words):  # Reset if out of bounds
+        count = 0
+        start_index = 0
+        end_index = 9
+
+    display_words = default_predicted_words[start_index:end_index]
+    return jsonify(display_words)
+
+@app.route('/api/guu', methods=['POST'])
+def predict_words():
+    global predicted_words, append_list
+
+    try: 
+        data = request.get_json()
+
+        if not isinstance(data, dict):
+            return jsonify({'error': 'Invalid JSON format'}), 400
+        
+        flag = data.get('flag', 0) 
+        print("This is ", flag)
+        if flag == 1:
+            print("Empty")
+            append_list = []
+        
+        input_text = data.get('item', '')
+        if not input_text:
+            return jsonify({'error': 'No input text provided'}), 400
+
+        append_list.append(input_text)
+        combined_input = ' '.join(append_list)
+        
+        predicted_words = generate_predicted_words(combined_input)
+
+        return jsonify(predicted_words[:9])
+
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=5000, debug=True)

tempCodeRunnerFile.py

@@ -0,0 +1,102 @@
+from flask import Flask, jsonify, request
+from flask_cors import CORS
+import torch
+from transformers import GPT2LMHeadModel, GPT2Tokenizer
+from history import load_dataset, get_unique_next_words_from_dataset
+
+app = Flask(__name__)
+CORS(app)  # Enable CORS for all routes
+
+# Global variable to store the predicted words
+predicted_words = []
+
+
+def generate_predicted_words(input_text):
+    # Load the model and tokenizer
+    model = GPT2LMHeadModel.from_pretrained("gpt2")
+    tokenizer = GPT2Tokenizer.from_pretrained("gpt2")
+
+    # Load the dataset
+    dataset_name = "dataset.txt"
+    dataset = load_dataset(dataset_name)
+
+    history_next_text = get_unique_next_words_from_dataset(input_text, dataset)
+
+    # Tokenize input
+    inputs = tokenizer(input_text, return_tensors="pt").to("cpu")
+
+    # Forward pass through the model
+    with torch.no_grad():
+        outputs = model(**inputs, return_dict=True)
+        logits = outputs.logits
+
+    # Get the logits for the last token
+    last_token_logits = logits[:, -1, :]
+    probabilities = torch.softmax(last_token_logits, dim=-1)
+
+    # Get the top 50 most probable next tokens
+    top_50_probs, top_50_indices = torch.topk(probabilities, 50)
+    top_50_tokens = [tokenizer.decode([idx]) for idx in top_50_indices[0]]
+
+    words = []
+    removable_words = [' (', ' a', "'s", ' "', ' -', ' as', " '"]
+
+    for token in top_50_tokens:
+        if len(token) != 1 and token not in removable_words:
+            words.append(token)
+
+    return history_next_text + words  # Return combined words
+
+
+@app.route('/api/display_words', methods=['GET'])
+def get_display_words():
+    # Get the count from query parameters
+    count = int(request.args.get('count', 0))
+
+    if not predicted_words:
+        # Generate the list only once if it's not generated yet
+        input_text = "Are"  # Default input, can be changed as needed
+        predicted_words.extend(generate_predicted_words(input_text))
+
+    # Serve the slice of predicted words based on the count
+    start_index = 9 * count
+    end_index = start_index + 9
+
+    if start_index >= len(predicted_words):  # Reset if out of bounds
+        count = 0
+        start_index = 0
+        end_index = 9
+
+    display_words = predicted_words[start_index:end_index]
+
+    return jsonify(display_words)
+
+
+@app.route('/api/guu', methods=['POST'])
+def predict_words():
+    try:
+        # Get the JSON data from the request
+        data = request.get_json()
+        print("data", data)
+
+        # Check if the JSON was parsed properly
+        if not isinstance(data, dict):
+            return jsonify({'error': 'Invalid JSON format'}), 400
+
+        input_text = data.get('message', '')  # Extract the message
+
+        if not input_text:
+            return jsonify({'error': 'No input text provided'}), 400
+
+        global predicted_words
+        predicted_words = generate_predicted_words(
+            input_text)  # Generate words based on the input
+
+        return jsonify(predicted_words)  # Return the predicted words
+
+    except Exception as e:
+        return jsonify({'error': str(e)}), 500
+
+
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=5000, debug=True)