README.md

---
license: apache-2.0
library_name: transformers
---





<style>
/* General Styles */
@import url('https://fonts.googleapis.com/css2?family=Montserrat:wght@400;600;800&display=swap');

body {
  font-family: 'Montserrat', sans-serif;
  background-color: #121212;
  margin: 0;
  padding: 20px;
  line-height: 1.6;
  color: #e0e0e0;
  display: flex;
  flex-direction: column;
  align-items: center;
  justify-content: center;
  min-height: 100vh;
  border-radius: 10px;
  background: rgba(255, 255, 255, 0.05);
}

.container {
  max-width: 900px;
  margin: 20px auto;
  padding: 40px;
  background-color: #1e1e1e;
  border-radius: 20px;
  box-shadow: 0 20px 40px rgba(0, 0, 0, 0.8);
  overflow: hidden;
  animation: fadeIn 1s ease-in-out;
  border: 2px solid #333;
}

@keyframes fadeIn {
  0% {
    opacity: 0;
  }
  100% {
    opacity: 1;
  }
}

.section {
  margin-bottom: 60px;
  padding: 20px;
  border-radius: 10px;
  background: rgba(255, 255, 255, 0.05);
  transition: background 0.3s ease, transform 0.3s ease;
}

.section:hover {
  background: rgba(255, 255, 255, 0.1);
  transform: translateY(-5px);
}

.section-header {
  text-align: center;
  margin-bottom: 40px;
  animation: slideIn 1s ease-in-out;
  border-bottom: 2px solid #333;
  padding-bottom: 10px;
  position: relative;
}

@keyframes slideIn {
  0% {
    transform: translateX(-100%);
    opacity: 0;
  }
  100% {
    transform: translateX(0);
    opacity: 1;
  }
}

.section-title {
  font-size: 36px;
  font-weight: 800;
  margin-bottom: 20px;
  text-transform: uppercase;
  letter-spacing: 2px;
  color: #e0e0e0;
  animation: fadeIn 1s ease-in-out;
  text-shadow: 2px 2px 4px rgba(0, 0, 0, 0.6);
}

.section-description {
  font-size: 18px;
  line-height: 1.8;
  color: #b0b0b0;
  animation: fadeIn 1s ease-in-out;
  text-shadow: 1px 1px 3px rgba(0, 0, 0, 0.5);
}

.detail {
  display: flex;
  align-items: center;
  margin-bottom: 20px;
  color: #e0e0e0;
  animation: fadeIn 1s ease-in-out;
  padding: 10px;
  border-radius: 8px;
  transition: background 0.3s ease, transform 0.3s ease;
}

.detail:hover {
  background: rgba(255, 255, 255, 0.1);
  transform: translateY(-5px);
}

.detail-icon {
  margin-right: 12px;
  font-size: 24px;
  color: #007bff;
}

.detail-text {
  font-size: 18px;
  color: #e0e0e0;
}

.interactive-element {
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  width: 100%;
  height: 300px;
  border-radius: 20px;
  overflow: hidden;
  background: linear-gradient(135deg, #1e1e1e, #121212);
  box-shadow: inset 0 0 10px rgba(0, 0, 0, 0.5);
  transition: transform 0.3s ease;
}

.interactive-element::before,
.interactive-element::after {
  content: '';
  position: absolute;
  width: 100%;
  height: 100%;
  background: linear-gradient(135deg, rgba(255, 0, 0, 0.5), rgba(0, 0, 255, 0.5));
  mix-blend-mode: screen;
  animation: shimmer 5s infinite;
}

.interactive-element::before {
  top: -100%;
  left: 0;
  animation-direction: alternate;
}

.interactive-element::after {
  bottom: -100%;
  right: 0;
  animation-direction: alternate-reverse;
}

@keyframes shimmer {
  0% {
    transform: translateY(0);
  }
  100% {
    transform: translateY(100%);
  }
}

.interactive-message {
  position: absolute;
  top: 50%;
  left: 50%;
  transform: translate(-50%, -50%);
  color: #e0e0e0;
  font-size: 24px;
  font-weight: 600;
  text-align: center;
  opacity: 0;
  transition: opacity 0.5s ease-in-out;
}

.interactive-element:hover .interactive-message {
  opacity: 1;
}

.form-container {
  margin-top: 40px;
  padding: 20px;
  border-radius: 10px;
  background: rgba(255, 255, 255, 0.05);
  box-shadow: 0 10px 20px rgba(0, 0, 0, 0.5);
  animation: fadeIn 1s ease-in-out;
  position: relative;
  overflow: hidden;
}

.form-container::before {
  content: '';
  position: absolute;
  top: -50%;
  left: -50%;
  width: 200%;
  height: 200%;
  background: radial-gradient(circle, rgba(255, 255, 255, 0.1), transparent);
  animation: rotate 10s infinite linear;
}

@keyframes rotate {
  0% {
    transform: rotate(0deg);
  }
  100% {
    transform: rotate(360deg);
  }
}

.form-title {
  font-size: 28px;
  font-weight: 700;
  margin-bottom: 20px;
  text-align: center;
  color: #e0e0e0;
  text-shadow: 1px 1px 3px rgba(0, 0, 0, 0.5);
}

.form-field {
  margin-bottom: 20px;
}

.form-label {
  display: block;
  font-size: 16px;
  margin-bottom: 5px;
  color: #b0b0b0;
  text-shadow: 1px 1px 2px rgba(0, 0, 0, 0.5);
}

.form-input {
  width: 100%;
  padding: 10px;
  border-radius: 5px;
  border: 1px solid #333;
  background: #1e1e1e;
  color: #e0e0e0;
  font-size: 16px;
  transition: border-color 0.3s ease, box-shadow 0.3s ease;
}

.form-input:focus {
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  box-shadow: 0 0 5px rgba(0, 123, 255, 0.5);
}

.form-button {
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  width: 100%;
  padding: 10px;
  border-radius: 5px;
  background: #007bff;
  color: #e0e0e0;
  font-size: 18px;
  font-weight: 600;
  text-align: center;
  cursor: pointer;
  transition: background 0.3s ease, transform 0.3s ease;
}

.form-button:hover {
  background: #0056b3;
  transform: translateY(-2px);
}

.widget-container {
  background: rgba(255, 255, 255, 0.05);
  border-radius: 10px;
  padding: 20px;
  margin-top: 40px;
  animation: fadeIn 1s ease-in-out;
  position: relative;
  overflow: hidden;
}

.widget-container::before {
  content: '';
  position: absolute;
  top: -50%;
  left: -50%;
  width: 200%;
  height: 200%;
  background: radial-gradient(circle, rgba(255, 255, 255, 0.1), transparent);
  animation: rotate 10s infinite linear;
}

.widget-header {
  text-align: center;
  font-size: 24px;
  font-weight: 700;
  color: #e0e0e0;
  margin-bottom: 20px;
  text-shadow: 1px 1px 3px rgba(0, 0, 0, 0.5);
}

.widget-content {
  display: flex;
  flex-direction: column;
  align-items: center;
  justify-content: center;
  text-align: center;
  color: #b0b0b0;
}

.widget-content p {
  margin: 10px 0;
}

.trendy-feature {
  background-color: #ffffff;
  padding: 40px;
  border-radius: 20px;
  box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
  cursor: pointer;
  transition: transform 0.3s ease;
  margin: 20px auto;
  max-width: 600px;
}

.trendy-feature:hover {
  transform: translateY(-5px);
}

.trendy-feature h1 {
  font-size: 36px;
  margin-bottom: 20px;
  color: #333;
}

/* Global Styles */
body {
  font-family: Arial, sans-serif;
  color: #333;
  background-color: #f4f4f4;
  margin: 0;
  padding: 0;
}

.container {
  max-width: 1200px;
  margin: 0 auto;
  padding: 20px;
}

.section-title {
  font-size: 2rem;
  margin-bottom: 20px;
  color: #333;
  text-align: center;
}

.section {
  background-color: #fff;
  border-radius: 8px;
  box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
  margin-bottom: 40px;
  padding: 20px;
}

.section-header {
  border-bottom: 2px solid #eee;
  margin-bottom: 20px;
  padding-bottom: 10px;
}

.section-content {
  display: flex;
  flex-direction: column;
  gap: 20px;
}

.detail {
  display: flex;
  align-items: flex-start;
  gap: 10px;
}

.detail-icon {
  font-size: 2rem;
  color: #555;
}

.detail-text {
  font-size: 1rem;
  line-height: 1.5;
  color: #555;
}

.section-description {
  margin-bottom: 20px;
}

.detail-icon {
  font-size: 1.5rem;
}

@media (max-width: 768px) {
  .section-content {
    flex-direction: column;
  }
}
/* Container */
.container {
  max-width: 1200px;
  margin: 0 auto;
  padding: 20px;
  font-family: 'Arial', sans-serif;
  background-color: #f9f9f9;
  border-radius: 12px;
  box-shadow: 0px 4px 15px rgba(0, 0, 0, 0.1);
  transition: all 0.3s ease-in-out;
}

.container:hover {
  box-shadow: 0px 6px 20px rgba(0, 0, 0, 0.2);
}

/* Titles */
h1.section-title {
  font-size: 32px;
  font-weight: 700;
  color: #333;
  margin-bottom: 30px;
  text-align: center;
}

h2.section-title {
  font-size: 26px;
  font-weight: 600;
  color: #222;
  margin-bottom: 20px;
  position: relative;
  padding-bottom: 10px;
}

h2.section-title::after {
  content: '';
  position: absolute;
  bottom: 0;
  left: 50%;
  transform: translateX(-50%);
  width: 60px;
  height: 3px;
  background-color: #ff5733;
}

/* Section */
.section {
  margin-bottom: 40px;
  padding: 20px;
  background-color: #fff;
  border-radius: 10px;
  box-shadow: 0px 3px 10px rgba(0, 0, 0, 0.05);
  transition: transform 0.2s ease-in-out;
}

.section:hover {
  transform: translateY(-5px);
}

/* Section Headers */
.section-header {
  margin-bottom: 15px;
}

/* Detail */
.detail {
  display: flex;
  align-items: flex-start;
  margin-bottom: 15px;
}

.detail:last-child {
  margin-bottom: 0;
}

.detail-icon {
  font-size: 24px;
  margin-right: 15px;
  color: #ff5733;
}

.detail-text {
  font-size: 18px;
  font-weight: 400;
  color: #444;
  line-height: 1.6;
  max-width: 1000px;
}

.detail-text:hover {
  color: #ff5733;
}

/* Section Content */
.section-content {
  display: flex;
  flex-direction: column;
}

/* Responsive Design */
@media (max-width: 768px) {
  .section-content {
    padding: 10px;
  }

  h1.section-title {
    font-size: 28px;
  }

  h2.section-title {
    font-size: 22px;
  }

  .detail-text {
    font-size: 16px;
  }
}

/* Hover Effects */
.section:hover .detail-icon {
  color: #ff5733;
  transform: rotate(360deg);
  transition: all 0.4s ease;
}

/* Premium Text Styles */
.detail-text {
  font-size: 18px;
  font-weight: 400;
  color: #333;
  transition: color 0.3s ease;
}

.detail-text:hover {
  color: #ff5733;
}

h1, h2 {
  color: #222;
}

h1:hover, h2:hover {
  color: #ff5733;
  cursor: pointer;
}

/* Additional Spacing and Padding */
.container {
  padding: 40px;
}

.section {
  padding: 30px;
}

/* Borders and Layers */
.container {
  border: 2px solid #ddd;
}

.section {
  border: 1px solid #ccc;
}

/* Interactive Elements */
.section:hover {
  background-color: #f4f4f4;
  cursor: pointer;
}

/* Clear Button Hover Effects */
button {
  background-color: #ff5733;
  color: white;
  padding: 10px 20px;
  border: none;
  border-radius: 5px;
  font-size: 18px;
  cursor: pointer;
  transition: background-color 0.3s ease, transform 0.2s ease-in-out;
}

button:hover {
  background-color: #e04d2e;
  transform: translateY(-3px);
}

button:focus {
  outline: none;
}

body {
  font-family: Arial, sans-serif;
  line-height: 1.6;
  margin: 0;
  padding: 20px;
  background-color: #f4f4f4;
}
.model-description {
  background: #fff;
  border-radius: 8px;
  padding: 20px;
  box-shadow: 0 0 10px rgba(0,0,0,0.1);
  max-width: 800px;
  margin: auto;
}
.model-description h2 {
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  color: #333;
}
.model-description p {
  margin: 0 0 10px;
  color: #666;
}
body {
  font-family: 'Arial', sans-serif;
  line-height: 1.6;
  margin: 0;
  padding: 20px;
  background-color: #f4f4f4;
}

.model-description {
  background: #ffffff;
  border-radius: 8px;
  padding: 20px;
  box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
  max-width: 800px;
  margin: 20px auto;
}

.code-container {
  background: #1e1e1e;
  color: #dcdcdc;
  border-radius: 8px;
  padding: 20px;
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  margin: 20px auto;
  overflow-x: auto;
  font-family: 'Courier New', Courier, monospace;
  font-size: 16px;
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}

code {
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code::before {
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code::after {
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body {
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  color: #dcdcdc;
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}

pre {
  margin: 0;
}

code {
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  white-space: pre-wrap;
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}
</style>
<body>



<div class="section">
  <div class="section-header">
    <div class="model-description">
      <h2 class="section-title">Enhanced Model Features</h2>
      <p><strong>Adaptability:</strong> Adjusts to diverse contexts and user needs, ensuring relevant and precise interactions.</p>
      <p><strong>Contextual Intelligence:</strong> Provides contextually aware responses, improving engagement and interaction quality.</p>
      <p><strong>Advanced Algorithms:</strong> Employs cutting-edge algorithms for sophisticated and intelligent responses.</p>
      <p><strong>User Experience:</strong> Designed with a focus on seamless interaction, offering an intuitive and refined user experience.</p>
  </div>
</div>


<body>
    <div class="code-container">
        <pre><code>
from transformers import BartTokenizer, BartForConditionalGeneration
from datasets import load_dataset

# Load pre-trained BART model for summarization
tokenizer = BartTokenizer.from_pretrained('ayjays132/EnhancerModel')
model = BartForConditionalGeneration.from_pretrained('ayjays132/EnhancerModel')

# Load dataset
dataset = load_dataset("cnn_dailymail", "3.0.0")

# Function to generate summary
def summarize(text):
    inputs = tokenizer(text, return_tensors="pt", max_length=1024, truncation=True)
    summary_ids = model.generate(inputs['input_ids'], max_length=150, min_length=40, length_penalty=2.0, num_beams=4, early_stopping=True)
    return tokenizer.decode(summary_ids[0], skip_special_tokens=True)

# Debugging: Print the type and content of the first example
print("Type of dataset['test']:", type(dataset['test']))
print("Type of the first element in dataset['test']:", type(dataset['test'][0]))
print("Content of the first element in dataset['test']:", dataset['test'][0])

# Test the model on a few examples
for example in dataset['test'][:5]:
    try:
        # If the example is a string, then it's likely that 'dataset['test']' is not loaded as expected
        if isinstance(example, str):
            print(f"Article: {example}\n")
            print(f"Summary: {summarize(example)}\n")
        else:
            # Access the 'article' field if the example is a dictionary
            article = example.get('article', None)
            if article:
                print(f"Article: {article}\n")
                print(f"Summary: {summarize(article)}\n")
            else:
                print("No 'article' field found in this example.")
    except Exception as e:
        print(f"Error processing example: {e}")
        </code></pre>
    </div>
</body>