creating the SOP paraphrasers

app.py

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+import gradio as gr
+import os
+import warnings
+import random
+import torch
+import gradio as gr  # Import Gradio for the UI
+from parrot import Parrot
+
+# Suppress warnings
+warnings.filterwarnings("ignore")
+os.environ['TRANSFORMERS_NO_ADVISORY_WARNINGS'] = '1'  # Suppress warnings from Transformers
+
+# Set random state for reproducibility
+def random_state(seed):
+    torch.manual_seed(seed)
+    if torch.cuda.is_available():
+        torch.cuda.manual_seed_all(seed)
+
+random_state(1234)
+
+# Initialize Parrot model
+parrot = Parrot(model_tag="prithivida/parrot_paraphraser_on_T5")
+
+# Function to paraphrase a single sentence
+def paraphrase_sentence(sentence):
+    paraphrases = parrot.augment(input_phrase=sentence, max_return_phrases=10, max_length=100, adequacy_threshold=0.75, fluency_threshold=0.75)
+    if paraphrases:
+        # Randomly select one paraphrase from the generated ones
+        return random.choice(paraphrases)[0]  # Select a random paraphrase
+    return sentence  # Return the original sentence if no paraphrase is available
+
+# Function to split text by periods (full stops)
+def split_text_by_fullstop(text):
+    sentences = [sentence.strip() for sentence in text.split('.') if sentence]  # Split and remove empty strings
+    return sentences
+
+# Main function to process and paraphrase text by splitting at periods
+def process_text_by_fullstop(text):
+    sentences = split_text_by_fullstop(text)  # Split text into sentences by full stops
+    paraphrased_sentences = [paraphrase_sentence(sentence + '.') for sentence in sentences]  # Paraphrase each sentence
+    return ' '.join(paraphrased_sentences)  # Join paraphrased sentences back into a single text
+
+# Gradio interface function
+def generate_content(input_text):
+    paraphrased_text = process_text_by_fullstop(input_text)
+    return paraphrased_text
+
+
+css = """
+    body {
+        font-family: 'Roboto', sans-serif;
+        background-color: #ffffff;
+        color: #000000;
+    }
+    .container {
+        max-width: 800px;
+        margin: 0 auto;
+        display: flex;
+        justify-content: space-between;
+        align-items: flex-start;
+    }
+    .title-container {
+        display: flex;
+        align-items: center;
+        justify-content: center;
+        margin-bottom: 30px;
+        padding: 20px;
+    }
+    .title-text {
+        font-size: 48px;
+        font-weight: 700;
+        background: linear-gradient(45deg, #FFD700, #FF4500);
+        -webkit-background-clip: text;
+        -webkit-text-fill-color: transparent;
+        text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.1);
+        text-align: center;
+    }
+    /*
+    .gradio-container label {
+    margin-left: -10px; 
+    }*/
+    input[type="text"] {
+        background-color: #f0f0f0;
+        border: 1px solid #cccccc;
+        color: #000000;
+        border-radius: 5px;
+        padding: 10px;
+        font-size: 16px;
+        width: 100%;
+        text-align: left;
+    }
+    button {
+        width: 100%;
+        background-color: #1f2937;
+        color: #ffffff;
+        border: none;
+        padding: 10px;
+        font-size: 16px;
+        border-radius: 5px;
+        cursor: pointer;
+        transition: background-color 0.3s;
+    }
+    button:hover {
+        background-color: #161921;
+    }
+    .output-container {
+        display: flex;
+        align-items: center;
+        justify-content: flex-end;
+    }
+    .copy-button {
+        margin-left: 10px;
+        background-color: #4CAF50; /* Green button for copy */
+    }
+    .output-textbox {
+        text-align: left;
+        min-height: 150px;
+        width=100%;
+        background-color: #d0d0d0; /* Slightly Darker Gray for Bot Messages */
+        padding: 10px;
+        border-radius: 10px;
+        color: #000;
+    }
+"""
+
+# JavaScript to copy output to clipboard
+copy_script = """
+<script>
+function copyToClipboard() {
+    var text = document.getElementById('output_text').innerText;
+    navigator.clipboard.writeText(text).then(function() {
+        alert('Copied to clipboard!');
+    }, function(err) {
+        alert('Error copying to clipboard');
+    });
+}
+</script>
+"""
+
+# Gradio Interface
+with gr.Blocks(css=css) as demo:
+    # Title container with logo
+    gr.HTML("""
+        <div class="title-container">
+            <img src="https://raw.githubusercontent.com/juicjaane/blueai/main/logo_2.jpg" style="width: 80px; margin-right: 20px;">
+            <h1 class="title-text">Konect U</h1>
+        </div>
+    """)
+
+    with gr.Row(elem_id="container"):
+        # Left side (Input)
+        with gr.Column(scale=1):
+            input_text = gr.Textbox(placeholder="Enter your text here...", label="You", lines=5, elem_id="input_text")
+            submit_button = gr.Button("Generate")
+
+        # Right side (Output)
+        with gr.Column(scale=1):
+            output_text = gr.HTML(f'<div class="output-textbox" id="output_text">Generated content will appear here...</div>')
+            copy_button = gr.HTML(f'<button class="copy-button" onclick="copyToClipboard()">Copy</button>{copy_script}')
+
+        # Connecting input to output
+        submit_button.click(generate_content, inputs=input_text, outputs=output_text)
+
+# Launch the app
+demo.launch()