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vishesh9131 committed Jul 13, 2024
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<!doctype html>
<html lang="en">
<head>
<!-- Required meta tags -->
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<title>CoreRec-e</title>
<meta name="description" content="Prism is a beautiful Bootstrap 4 template for open-source landing pages."/>

<!--Google font-->
<!-- <link href="https://fonts.googleapis.com/css?family=K2D:300,400,500,700,800" rel="stylesheet"> -->
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Poppins:ital,wght@0,100;0,200;0,300;0,400;0,500;0,600;0,700;0,800;0,900;1,100;1,200;1,300;1,400;1,500;1,600;1,700;1,800;1,900&display=swap" rel="stylesheet">

<!-- Bootstrap CSS / Color Scheme -->
<link rel="stylesheet" href="css/bootstrap.css">
</head>
<body>

<!--Header Section-->
<section class="bg-gradient pt-4 pb-6">
<div class="container">
<div class="row">
<div class="col-12 d-flex flex-row align-items-center justify-content-between">
<div class="heading-brand">CoreRec</div>
<!-- <a href="https://prismjs.com/download.html" class="btn btn-dark" target="_blank">Download</a> -->
</div>
</div>
<div class="row mt-6">
<div class="col-md-8 mx-auto text-center">
<h1>CoreRec is your all-in-one recommendation engine for graph-based algorithms.</h1>
<p class="lead mb-5">CoreRec excels in node recommendations, model training, and graph visualizations,
making it the ultimate tool for data scientists and researchers.</p>
<a href="https://github.com/vishesh9131/CoreRec" class="btn btn-success svg-icon">
<em class="mr-2" data-feather="github"></em>
Contribute
</a>
</div>
</div>
<div class="row mt-5">
<div class="col-md-9 mx-auto">
<div class="code-window">
<div class="dots">
<div class="red"></div>
<div class="orange"></div>
<div class="green"></div>
</div>
<pre class="language-javascript line-numbers"><code class="python3">import core_rec as cr
import vish_graphs as vg
import numpy as np


file_path=vg.generaterandom_graph(100,seed=221)
graph_dataset = cs.GraphDataset(adj_matrix)
data_loader = DataLoader(graph_dataset, batch_size=5, shuffle=True)
adj_matrix = np.loadtxt(file_path,delimiter=',')
model = cs.GraphTransformer(
num_layers, d_model, num_heads, d_feedforward, input_dim)
top_nodes = vg.find_top_nodes(adj_matrix, num_nodes=5)

num_epochs = 10
cs.train_model(model, data_loader, criterion, optimizer, num_epochs)


node_index = 2 #target node
recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=5, threshold=0.5)
print(f"Recommended nodes for node {node_index}: {recommended_nodes}")
</code></pre>
</div>
</div>
</div>
</div>
</section>

<!--Features Section-->
<section class="py-6">
<div class="container">
<div class="row">
<div class="col-md-8 mx-auto">
<h2 class="text-center text-md-left">Reasons Why People Will Love <span class="text-success">CoreRec</span></h2>
<div class="row feature-grid">
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="check-circle" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Dead Simple
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="command" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Highly Intuitive
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="feather" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Light as a Feather
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="zap" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Blazing Fast
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="git-pull-request" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Extensible
</div>
</div>
</div><div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="droplet" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Easy Styling
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</section>



<!--footer-->
<footer class="py-5 bg-light">
<div class="container">
<div class="row">
<div class="col-12 text-center">
<ul class="list-inline">
<li class="list-inline-item"><a href="https://github.com/vishesh9131/CoreRec/blob/main/USECASES/usecases.md">Examples</a></li>
<li class="list-inline-item"><a href="https://medium.com/@sciencely98/exploring-graph-analysis-and-recommendation-with-vishgraphs-and-corerec-51e696ee6e59">Medium</a></li>
<li class="list-inline-item"><a href="https://github.com/vishesh9131/CoreRec">Fork on GitHub</a></li>
</ul>
</div>
</div>
<div class="row my-2">
<div class="col-md-4 mx-auto text-muted text-center small-xl">
&copy; 2024 CoreRec by Vishesh Yadav
</div>
</div>
</div>
</footer>

<!-- jQuery first, then Popper.js, then Bootstrap JS -->
<script src="https://code.jquery.com/jquery-3.2.1.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/feather-icons/4.7.3/feather.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.15.0/prism.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.15.0/plugins/line-numbers/prism-line-numbers.min.js"></script>
<script src="js/scripts.js"></script>
</body>
</html>
189 changes: 189 additions & 0 deletions .history/index_20240713160050.html
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Original file line number Diff line number Diff line change
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<!doctype html>
<html lang="en">
<head>
<!-- Required meta tags -->
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<title>CoreRec-easy to use, fast, and efficient graph-based recommendation engine</title>
<meta name="description" content="Prism is a beautiful Bootstrap 4 template for open-source landing pages."/>

<!--Google font-->
<!-- <link href="https://fonts.googleapis.com/css?family=K2D:300,400,500,700,800" rel="stylesheet"> -->
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Poppins:ital,wght@0,100;0,200;0,300;0,400;0,500;0,600;0,700;0,800;0,900;1,100;1,200;1,300;1,400;1,500;1,600;1,700;1,800;1,900&display=swap" rel="stylesheet">

<!-- Bootstrap CSS / Color Scheme -->
<link rel="stylesheet" href="css/bootstrap.css">
</head>
<body>

<!--Header Section-->
<section class="bg-gradient pt-4 pb-6">
<div class="container">
<div class="row">
<div class="col-12 d-flex flex-row align-items-center justify-content-between">
<div class="heading-brand">CoreRec</div>
<!-- <a href="https://prismjs.com/download.html" class="btn btn-dark" target="_blank">Download</a> -->
</div>
</div>
<div class="row mt-6">
<div class="col-md-8 mx-auto text-center">
<h1>CoreRec is your all-in-one recommendation engine for graph-based algorithms.</h1>
<p class="lead mb-5">CoreRec excels in node recommendations, model training, and graph visualizations,
making it the ultimate tool for data scientists and researchers.</p>
<a href="https://github.com/vishesh9131/CoreRec" class="btn btn-success svg-icon">
<em class="mr-2" data-feather="github"></em>
Contribute
</a>
</div>
</div>
<div class="row mt-5">
<div class="col-md-9 mx-auto">
<div class="code-window">
<div class="dots">
<div class="red"></div>
<div class="orange"></div>
<div class="green"></div>
</div>
<pre class="language-javascript line-numbers"><code class="python3">import core_rec as cr
import vish_graphs as vg
import numpy as np


file_path=vg.generaterandom_graph(100,seed=221)
graph_dataset = cs.GraphDataset(adj_matrix)
data_loader = DataLoader(graph_dataset, batch_size=5, shuffle=True)
adj_matrix = np.loadtxt(file_path,delimiter=',')
model = cs.GraphTransformer(
num_layers, d_model, num_heads, d_feedforward, input_dim)
top_nodes = vg.find_top_nodes(adj_matrix, num_nodes=5)

num_epochs = 10
cs.train_model(model, data_loader, criterion, optimizer, num_epochs)


node_index = 2 #target node
recommended_nodes = cs.predict(model, adj_matrix, node_index, top_k=5, threshold=0.5)
print(f"Recommended nodes for node {node_index}: {recommended_nodes}")
</code></pre>
</div>
</div>
</div>
</div>
</section>

<!--Features Section-->
<section class="py-6">
<div class="container">
<div class="row">
<div class="col-md-8 mx-auto">
<h2 class="text-center text-md-left">Reasons Why People Will Love <span class="text-success">CoreRec</span></h2>
<div class="row feature-grid">
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="check-circle" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Dead Simple
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="command" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Highly Intuitive
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="feather" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Light as a Feather
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="zap" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Blazing Fast
</div>
</div>
</div>
<div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="git-pull-request" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Extensible
</div>
</div>
</div><div class="col-sm-6">
<div class="media">
<div class="icon-box">
<div class="icon-box-inner">
<span data-feather="droplet" width="28" height="28"></span>
</div>
</div>
<div class="media-body">
Easy Styling
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</section>



<!--footer-->
<footer class="py-5 bg-light">
<div class="container">
<div class="row">
<div class="col-12 text-center">
<ul class="list-inline">
<li class="list-inline-item"><a href="https://github.com/vishesh9131/CoreRec/blob/main/USECASES/usecases.md">Examples</a></li>
<li class="list-inline-item"><a href="https://medium.com/@sciencely98/exploring-graph-analysis-and-recommendation-with-vishgraphs-and-corerec-51e696ee6e59">Medium</a></li>
<li class="list-inline-item"><a href="https://github.com/vishesh9131/CoreRec">Fork on GitHub</a></li>
</ul>
</div>
</div>
<div class="row my-2">
<div class="col-md-4 mx-auto text-muted text-center small-xl">
&copy; 2024 CoreRec by Vishesh Yadav
</div>
</div>
</div>
</footer>

<!-- jQuery first, then Popper.js, then Bootstrap JS -->
<script src="https://code.jquery.com/jquery-3.2.1.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/feather-icons/4.7.3/feather.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.15.0/prism.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/prism/1.15.0/plugins/line-numbers/prism-line-numbers.min.js"></script>
<script src="js/scripts.js"></script>
</body>
</html>
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