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Lordoflingus commited on Oct 2, 2025

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e10e84c

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1 Parent(s): c889c8d

import mmap

Browse files

import torch
import json
import os
from huggingface_hub import hf_hub_download

def load_file(filename, device):
with open(filename, mode="r", encoding="utf8") as file_obj:
with mmap.mmap(file_obj.fileno(), length=0, access=mmap.ACCESS_READ) as m:
header = m.read(8)
n = int.from_bytes(header, "little")
metadata_bytes = m.read(n)
metadata = json.loads(metadata_bytes)

size = os.stat(filename).st_size
storage = torch.ByteStorage.from_file(filename, shared=False, size=size).untyped()
offset = n + 8
return {name: create_tensor(storage, info, offset) for name, info in metadata.items() if name != "__metadata__"}

DTYPES = {"F32": torch.float32}
device = "cpu"

def create_tensor(storage, info, offset):
dtype = DTYPES[info["dtype"]]
shape = info["shape"]
start, stop = info["data_offsets"]
return torch.asarray(storage[start + offset : stop + offset], dtype=torch.uint8).view(dtype=dtype).reshape(shape)

def main():
filename = hf_hub_download("gpt2", filename="model.safetensors")
weights = load_file(filename, device)
print(weights.keys())

if __name__ == "__main__":
main()

Files changed (2) hide show

README.md +6 -3
index.html +333 -18

README.md CHANGED Viewed

@@ -1,10 +1,13 @@
 ---
-title: Neuronnet Explorer
-emoji: 🔥
 colorFrom: gray
 colorTo: gray
 sdk: static
 pinned: false
 ---
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

 ---
+title: NeuronNet Explorer 🌐
 colorFrom: gray
 colorTo: gray
+emoji: 🐳
 sdk: static
 pinned: false
+tags:
+  - deepsite-v3
 ---
+# Welcome to your new DeepSite project!
+This project was created with [DeepSite](https://deepsite.hf.co).

index.html CHANGED Viewed

@@ -1,19 +1,334 @@
-<!doctype html>
-<html>
-	<head>
-		<meta charset="utf-8" />
-		<meta name="viewport" content="width=device-width" />
-		<title>My static Space</title>
-		<link rel="stylesheet" href="style.css" />
-	</head>
-	<body>
-		<div class="card">
-			<h1>Welcome to your static Space!</h1>
-			<p>You can modify this app directly by editing <i>index.html</i> in the Files and versions tab.</p>
-			<p>
-				Also don't forget to check the
-				<a href="https://huggingface.co/docs/hub/spaces" target="_blank">Spaces documentation</a>.
-			</p>
-		</div>
-	</body>
 </html>

+<!DOCTYPE html>
+<html lang="en" class="dark">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>NeuronNet Explorer - AI Model Analysis</title>
+    <script src="https://cdn.tailwindcss.com"></script>
+    <script src="https://unpkg.com/feather-icons"></script>
+    <script src="https://cdn.jsdelivr.net/npm/feather-icons/dist/feather.min.js"></script>
+    <script>
+        tailwind.config = {
+            darkMode: 'class',
+            theme: {
+                extend: {
+                    colors: {
+                        primary: {
+                            50: '#eef2ff',
+                            100: '#e0e7ff',
+                            200: '#c7d2fe',
+                            300: '#a5b4fc',
+                            400: '#818cf8',
+                            500: '#6366f1',
+                            600: '#4f46e5',
+                            700: '#4338ca',
+                            800: '#3730a3',
+                            900: '#312e81',
+                        },
+                        secondary: {
+                            50: '#ecfdf5',
+                            100: '#d1fae5',
+                            200: '#a7f3d0',
+                            300: '#6ee7b7',
+                            400: '#34d399',
+                            500: '#10b981',
+                            600: '#059669',
+                            700: '#047857',
+                            800: '#065f46',
+                            900: '#064e3b',
+                        }
+                    }
+                }
+            }
+        }
+    </script>
+    <style>
+        .gradient-bg {
+            background: linear-gradient(135deg, #1e1b4b 0%, #312e81 50%, #064e3b 100%);
+        }
+        .neuron-glow {
+            box-shadow: 0 0 20px rgba(99, 102, 241, 0.3);
+        }
+        .pulse-animation {
+            animation: pulse 2s infinite;
+        }
+        @keyframes pulse {
+            0%, 100% { opacity: 1; }
+            50% { opacity: 0.7; }
+        }
+    </style>
+</head>
+<body class="bg-gray-900 text-white font-sans">
+    <!-- Navigation -->
+    <nav class="bg-gray-800/80 backdrop-blur-md fixed w-full z-50">
+        <div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
+            <div class="flex items-center justify-between h-16">
+                <div class="flex items-center">
+                    <div class="flex-shrink-0">
+                        <h1 class="text-xl font-bold text-white">NeuronNet Explorer</h1>
+                    </div>
+                    <div class="hidden md:block">
+                        <div class="ml-10 flex items-baseline space-x-4">
+                            <a href="#" class="text-primary-300 hover:text-white px-3 py-2 rounded-md text-sm font-medium">Dashboard</a>
+                            <a href="#" class="text-gray-300 hover:text-white px-3 py-2 rounded-md text-sm font-medium">Models</a>
+                            <a href="#" class="text-gray-300 hover:text-white px-3 py-2 rounded-md text-sm font-medium">Analytics</a>
+                            <a href="#" class="text-gray-300 hover:text-white px-3 py-2 rounded-md text-sm font-medium">Documentation</a>
+                        </div>
+                    </div>
+                </div>
+                <div class="flex items-center space-x-4">
+                    <button class="bg-primary-600 hover:bg-primary-700 px-4 py-2 rounded-md text-sm font-medium">
+                        Upload Model
+                    </button>
+                    <div class="md:hidden">
+                        <button type="button" class="text-gray-400 hover:text-white">
+                            <i data-feather="menu"></i>
+                        </button>
+                    </div>
+                </div>
+            </div>
+        </div>
+    </nav>
+    <!-- Hero Section -->
+    <section class="gradient-bg pt-24 pb-32">
+        <div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
+            <div class="text-center">
+                <h1 class="text-4xl md:text-6xl font-bold mb-6">
+                    Explore Neural Networks
+                    <span class="text-secondary-400">with Precision</span>
+                </h1>
+                <p class="text-xl text-gray-300 mb-8 max-w-3xl mx-auto">
+                    Visualize, analyze, and understand your AI models with our advanced neural network explorer.
+                    Dive deep into model architectures and weights with unprecedented clarity.
+                </p>
+                <div class="flex flex-col sm:flex-row gap-4 justify-center">
+                    <button class="bg-primary-600 hover:bg-primary-700 px-8 py-3 rounded-lg font-semibold text-lg transition duration-300">
+                        <i data-feather="play" class="inline w-5 h-5 mr-2"></i>
+                        Load Model
+                    </button>
+                    <button class="border border-primary-400 text-primary-300 hover:bg-primary-900 px-8 py-3 rounded-lg font-semibold text-lg transition duration-300">
+                        View Documentation
+                    </button>
+                </div>
+            </div>
+        </div>
+    </section>
+    <!-- Features Section -->
+    <section class="py-20 bg-gray-800">
+        <div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
+            <div class="text-center mb-16">
+                <h2 class="text-3xl md:text-4xl font-bold mb-4">Advanced Model Analysis</h2>
+                <p class="text-gray-400 text-lg">Powerful tools for understanding your AI models</p>
+            </div>
+            <div class="grid grid-cols-1 md:grid-cols-3 gap-8">
+                <!-- Feature 1 -->
+                <div class="bg-gray-700/50 rounded-xl p-6 neuron-glow hover:transform hover:scale-105 transition duration-300">
+                    <div class="w-12 h-12 bg-primary-600 rounded-lg flex items-center justify-center mb-4">
+                        <i data-feather="layers" class="w-6 h-6"></i>
+                    </div>
+                    <h3 class="text-xl font-semibold mb-3">Layer Visualization</h3>
+                    <p class="text-gray-300">
+                        Visualize every layer of your neural network with interactive 3D representations
+                        and comprehensive weight analysis.
+                    </p>
+                </div>
+                <!-- Feature 2 -->
+                <div class="bg-gray-700/50 rounded-xl p-6 neuron-glow hover:transform hover:scale-105 transition duration-300">
+                    <div class="w-12 h-12 bg-secondary-600 rounded-lg flex items-center justify-center mb-4">
+                        <i data-feather="activity" class="w-6 h-6"></i>
+                    </div>
+                    <h3 class="text-xl font-semibold mb-3">Real-time Analytics</h3>
+                    <p class="text-gray-300">
+                        Monitor model performance in real-time with detailed metrics,
+                        activation patterns, and gradient flow visualization.
+                    </p>
+                </div>
+                <!-- Feature 3 -->
+                <div class="bg-gray-700/50 rounded-xl p-6 neuron-glow hover:transform hover:scale-105 transition duration-300">
+                    <div class="w-12 h-12 bg-primary-600 rounded-lg flex items-center justify-center mb-4">
+                        <i data-feather="code" class="w-6 h-6"></i>
+                    </div>
+                    <h3 class="text-xl font-semibold mb-3">Code Integration</h3>
+                    <p class="text-gray-300">
+                        Seamlessly integrate with your Python workflow. Load models directly from
+                        Hugging Face, PyTorch, or TensorFlow.
+                    </p>
+                </div>
+            </div>
+        </div>
+    </section>
+    <!-- Model Showcase -->
+    <section class="py-20 bg-gray-900">
+        <div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
+            <div class="grid grid-cols-1 lg:grid-cols-2 gap-12 items-center">
+                <div>
+                    <h2 class="text-3xl md:text-4xl font-bold mb-6">Load & Analyze Any Model</h2>
+                    <p class="text-gray-400 text-lg mb-8">
+                        Our platform supports multiple model formats including SafeTensors,
+                        PyTorch checkpoints, and Hugging Face models. Get detailed insights
+                        into model architecture and weights.
+                    </p>
+                    <div class="space-y-4">
+                        <div class="flex items-center">
+                            <div class="w-8 h-8 bg-primary-600 rounded-full flex items-center justify-center mr-4">
+                                <i data-feather="check" class="w-4 h-4"></i>
+                            </div>
+                            <span class="text-gray-300">Support for SafeTensors format</span>
+                        </div>
+                        <div class="flex items-center">
+                            <div class="w-8 h-8 bg-primary-600 rounded-full flex items-center justify-center mr-4">
+                                <i data-feather="check" class="w-4 h-4"></i>
+                            </div>
+                            <span class="text-gray-300">Hugging Face integration</span>
+                        </div>
+                        <div class="flex items-center">
+                            <div class="w-8 h-8 bg-primary-600 rounded-full flex items-center justify-center mr-4">
+                                <i data-feather="check" class="w-4 h-4"></i>
+                            </div>
+                            <span class="text-gray-300">PyTorch & TensorFlow support</span>
+                        </div>
+                    </div>
+                    <button class="mt-8 bg-secondary-600 hover:bg-secondary-700 px-6 py-3 rounded-lg font-semibold transition duration-300">
+                        Try Demo Model
+                    </button>
+                </div>
+                <div class="bg-gray-800 rounded-2xl p-8 neuron-glow">
+                    <div class="bg-gray-900 rounded-lg p-6">
+                        <div class="flex items-center mb-4">
+                            <div class="w-3 h-3 bg-red-500 rounded-full mr-2"></div>
+                            <div class="w-3 h-3 bg-yellow-500 rounded-full mr-2"></div>
+                            <div class="w-3 h-3 bg-green-500 rounded-full"></div>
+                        </div>
+                        <pre class="text-sm text-gray-300 overflow-x-auto">
+<span class="text-green-400">import</span> mmap
+<span class="text-green-400">import</span> torch
+<span class="text-green-400">from</span> huggingface_hub <span class="text-green-400">import</span> hf_hub_download
+<span class="text-blue-400">def</span> <span class="text-yellow-400">load_model</span>():
+    filename = hf_hub_download(<span class="text-orange-400">"gpt2"</span>,
+                             filename=<span class="text-orange-400">"model.safetensors"</span>)
+    weights = load_file(filename, <span class="text-orange-400">"cpu"</span>)
+    <span class="text-green-400">return</span> weights
+<span class="text-gray-600"># Model loaded successfully</span>
+<span class="text-gray-600"># Analyzing 124M parameters...</span></pre>
+                    </div>
+                </div>
+            </div>
+        </div>
+    </section>
+    <!-- Stats Section -->
+    <section class="py-20 bg-gray-800">
+        <div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
+            <div class="grid grid-cols-2 md:grid-cols-4 gap-8 text-center">
+                <div class="p-6">
+                    <div class="text-3xl md:text-4xl font-bold text-primary-400 mb-2">124M+</div>
+                    <div class="text-gray-400">Parameters Analyzed</div>
+                </div>
+                <div class="p-6">
+                    <div class="text-3xl md:text-4xl font-bold text-secondary-400 mb-2">50K+</div>
+                    <div class="text-gray-400">Models Processed</div>
+                </div>
+                <div class="p-6">
+                    <div class="text-3xl md:text-4xl font-bold text-primary-400 mb-2">99.9%</div>
+                    <div class="text-gray-400">Uptime</div>
+                </div>
+                <div class="p-6">
+                    <div class="text-3xl md:text-4xl font-bold text-secondary-400 mb-2">24/7</div>
+                    <div class="text-gray-400">Support</div>
+                </div>
+            </div>
+        </div>
+    </section>
+    <!-- CTA Section -->
+    <section class="py-20 gradient-bg">
+        <div class="max-w-4xl mx-auto text-center px-4 sm:px-6 lg:px-8">
+            <h2 class="text-3xl md:text-4xl font-bold mb-6">Ready to Explore Your Models?</h2>
+            <p class="text-xl text-gray-300 mb-8">
+                Start analyzing your neural networks with our powerful visualization tools.
+                No setup required - just upload and explore.
+            </p>
+            <div class="flex flex-col sm:flex-row gap-4 justify-center">
+                <button class="bg-white text-gray-900 hover:bg-gray-100 px-8 py-3 rounded-lg font-semibold text-lg transition duration-300">
+                    Get Started Free
+                </button>
+                <button class="border border-white text-white hover:bg-white/10 px-8 py-3 rounded-lg font-semibold text-lg transition duration-300">
+                    Schedule Demo
+                </button>
+            </div>
+        </div>
+    </section>
+    <!-- Footer -->
+    <footer class="bg-gray-900 border-t border-gray-800">
+        <div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-12">
+            <div class="grid grid-cols-1 md:grid-cols-4 gap-8">
+                <div>
+                    <h3 class="text-lg font-semibold mb-4">NeuronNet Explorer</h3>
+                    <p class="text-gray-400">
+                        Advanced neural network visualization and analysis platform for AI researchers and developers.
+                    </p>
+                </div>
+                <div>
+                    <h4 class="font-semibold mb-4">Product</h4>
+                    <ul class="space-y-2 text-gray-400">
+                        <li><a href="#" class="hover:text-white">Features</a></li>
+                        <li><a href="#" class="hover:text-white">Pricing</a></li>
+                        <li><a href="#" class="hover:text-white">Documentation</a></li>
+                    </ul>
+                </div>
+                <div>
+                    <h4 class="font-semibold mb-4">Resources</h4>
+                    <ul class="space-y-2 text-gray-400">
+                        <li><a href="#" class="hover:text-white">Blog</a></li>
+                        <li><a href="#" class="hover:text-white">Tutorials</a></li>
+                        <li><a href="#" class="hover:text-white">Support</a></li>
+                    </ul>
+                </div>
+                <div>
+                    <h4 class="font-semibold mb-4">Connect</h4>
+                    <div class="flex space-x-4">
+                        <a href="#" class="text-gray-400 hover:text-white">
+                            <i data-feather="github" class="w-5 h-5"></i>
+                        </a>
+                        <a href="#" class="text-gray-400 hover:text-white">
+                            <i data-feather="twitter" class="w-5 h-5"></i>
+                        </a>
+                        <a href="#" class="text-gray-400 hover:text-white">
+                            <i data-feather="linkedin" class="w-5 h-5"></i>
+                        </a>
+                    </div>
+                </div>
+            </div>
+            <div class="border-t border-gray-800 mt-8 pt-8 text-center text-gray-400">
+                <p>&copy; 2024 NeuronNet Explorer. All rights reserved.</p>
+            </div>
+        </div>
+    </footer>
+    <script>
+        feather.replace();
+        // Simple animation for demo purposes
+        document.addEventListener('DOMContentLoaded', function() {
+            const elements = document.querySelectorAll('.neuron-glow');
+            elements.forEach((el, index) => {
+                setTimeout(() => {
+                    el.classList.add('pulse-animation');
+                }, index * 200);
+            });
+        });
+    </script>
+</body>
 </html>