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		remplace darkbert. par c'est deux ia. Deux ia pour la paye ai
Browse filesimport os
from huggingface_hub import InferenceClient
client = InferenceClient(
    provider="auto",
    api_key=os.environ["HF_TOKEN"],
)
stream = client.chat.completions.create(
    model="Kwaipilot/KAT-Dev",
    messages=[
        {
            "role": "user",
            "content": "What is the capital of France?"
        }
    ],
    stream=True,
)
for chunk in stream:
    print(chunk.choices[0].delta.content, end="")
ββββ
import os
from openai import OpenAI
client = OpenAI(
    base_url="https://router.huggingface.co/v1",
    api_key=os.environ["HF_TOKEN"],
)
stream = client.chat.completions.create(
    model="deepseek-ai/DeepSeek-V3.1-Terminus",
    messages=[
        {
            "role": "user",
            "content": "What is the capital of France?"
        }
    ],
    stream=True,
)
for chunk in stream:
    print(chunk.choices[0].delta.content, end="")
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                                    <select class="w-full p-3 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500">
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                                        <option value="police">Police Forces</option>
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                                        <option value="fiscal">Tax Administration</option>
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                                        <option value="customs">Customs Services</option>
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                                        <option value="court">Courts</option>
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                                    </select>
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                            <div>
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                                <label class="block text-sm font-medium text-gray-700 mb-2">Documents to Analyze (one per line)</label>
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                                <textarea placeholder="Insert your documents here, one per line..." class="w-full h- | 
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                                <p class="text-xs text-gray-500 mt-1">0 documents | Minimum 3 documents required</p>
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                </main>
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                <meta charset="UTF-8">
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                <meta name="viewport" content="width=device-width, initial-scale=1.0">
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                <title>AI Analysis Suite | HTS Investigation Suite</title>
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            <link rel="icon" type="image/x-icon" href="/static/favicon.ico">
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                <script src="https://cdn.tailwindcss.com"></script>
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                <script src="https://cdn.jsdelivr.net/npm/vanta@latest/dist/vanta.globe.min.js"></script>
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                                <i data-feather="trending-up" class="w-4 h-4"></i>
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                                <span>Dashboard</span>
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                            </a>
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            +
                            <a href="/ai-analysis" class="flex items-center space-x-2 px-4 py-3 border-b-2 border-blue-400 text-blue-400 transition-colors">
         | 
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                                <i data-feather="brain" class="w-4 h-4"></i>
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            +
                                <span>AI Analysis Suite</span>
         | 
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                            </a>
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            +
            <a href="/investigations" class="flex items-center space-x-2 px-4 py-3 border-b-2 border-transparent hover:border-gray-600 transition-colors">
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                                <i data-feather="search" class="w-4 h-4"></i>
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                                <span>Investigations</span>
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                            </a>
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                        </div>
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                    </div>
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                </nav>
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                <!-- Main Content -->
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                <main class="relative z-10 max-w-7xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
         | 
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                    <div class="bg-white rounded-xl shadow-lg p-6 mb-8">
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            +
                        <h2 class="text-2xl font-bold text-gray-900 mb-6">AI Analysis Suite</h2>
         | 
| 88 |  | 
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            +
                        <!-- Model Selection -->
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            +
                        <div class="grid grid-cols-1 lg:grid-cols-2 gap-6 mb-8">
         | 
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            +
                            <!-- KAT-Dev Model -->
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            +
                            <div class="bg-gradient-to-br from-blue-50 to-blue-100 rounded-xl shadow-lg p-6 border border-blue-200">
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                                <div class="flex items-center justify-between mb-4">
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                                    <div class="flex items-center space-x-3">
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                                        <div class="bg-blue-600 p-2 rounded-lg">
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                                            <i data-feather="cpu" class="text-white w-6 h-6"></i>
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            +
                                        </div>
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            +
                                        <div>
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            +
                                            <h3 class="text-lg font-semibold text-gray-900">KAT-Dev Model</h3>
         | 
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            +
                                            <p class="text-sm text-gray-600">Kwaipilot/KAT-Dev</p>
         | 
| 101 | 
            +
                                        </div>
         | 
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            +
                                    </div>
         | 
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            +
                                    <span class="px-3 py-1 bg-green-100 text-green-800 text-xs font-medium rounded-full">Fast</span>
         | 
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            +
                                </div>
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            +
                                <p class="text-sm text-gray-700 mb-4">Specialized AI model for rapid analysis and processing of investigative data with enhanced security capabilities.</p>
         | 
| 106 | 
            +
                                <div class="space-y-3">
         | 
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            +
                                    <div>
         | 
| 108 | 
            +
                                        <label class="block text-sm font-medium text-gray-700 mb-2">Input Text</label>
         | 
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            +
                                        <textarea placeholder="Enter text for analysis..." class="w-full h-24 p-3 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 text-sm"></textarea>
         | 
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            +
                                    </div>
         | 
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            +
                                    <button class="w-full bg-blue-600 hover:bg-blue-700 text-white font-semibold py-3 px-6 rounded-lg transition-colors flex items-center justify-center gap-2">
         | 
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            +
                                        <i data-feather="zap" class="w-4 h-4"></i>
         | 
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            +
                                        Run KAT-Dev Analysis
         | 
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            +
                                    </button>
         | 
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            +
                                </div>
         | 
| 116 | 
            +
                            </div>
         | 
| 117 | 
            +
             | 
| 118 | 
            +
                            <!-- DeepSeek-V3.1-Terminus Model -->
         | 
| 119 | 
            +
                            <div class="bg-gradient-to-br from-purple-50 to-purple-100 rounded-xl shadow-lg p-6 border border-purple-200">
         | 
| 120 | 
            +
                                <div class="flex items-center justify-between mb-4">
         | 
| 121 | 
            +
                                    <div class="flex items-center space-x-3">
         | 
| 122 | 
            +
                                        <div class="bg-purple-600 p-2 rounded-lg">
         | 
| 123 | 
            +
                                            <i data-feather="brain" class="text-white w-6 h-6"></i>
         | 
| 124 | 
            +
                                        </div>
         | 
| 125 | 
            +
                                        <div>
         | 
| 126 | 
            +
                                            <h3 class="text-lg font-semibold text-gray-900">DeepSeek-V3.1-Terminus</h3>
         | 
| 127 | 
            +
                                            <p class="text-sm text-gray-600">deepseek-ai/DeepSeek-V3.1-Terminus</p>
         | 
| 128 | 
            +
                                        </div>
         | 
| 129 | 
            +
                                    </div>
         | 
| 130 | 
            +
                                    <span class="px-3 py-1 bg-purple-100 text-purple-800 text-xs font-medium rounded-full">Advanced</span>
         | 
| 131 | 
            +
                                </div>
         | 
| 132 | 
            +
                                <p class="text-sm text-gray-700 mb-4">Advanced AI model for comprehensive analysis with deep contextual understanding and superior reasoning capabilities.</p>
         | 
| 133 | 
            +
                                <div class="space-y-3">
         | 
| 134 | 
            +
                                    <div>
         | 
| 135 | 
            +
                                        <label class="block text-sm font-medium text-gray-700 mb-2">Input Text</label>
         | 
| 136 | 
            +
                                        <textarea placeholder="Enter text for analysis..." class="w-full h-24 p-3 border border-gray-300 rounded-lg focus:ring-2 focus:ring-purple-500 text-sm"></textarea>
         | 
| 137 | 
            +
                                    </div>
         | 
| 138 | 
            +
                                    <button class="w-full bg-purple-600 hover:bg-purple-700 text-white font-semibold py-3 px-6 rounded-lg transition-colors flex items-center justify-center gap-2">
         | 
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            +
                                        <i data-feather="layers" class="w-4 h-4"></i>
         | 
| 140 | 
            +
                                        Run DeepSeek Analysis
         | 
| 141 | 
            +
                                    </button>
         | 
| 142 | 
            +
                                </div>
         | 
| 143 | 
            +
                            </div>
         | 
| 144 | 
            +
                        </div>
         | 
| 145 | 
            +
             | 
| 146 | 
            +
                        <!-- Common Configuration -->
         | 
| 147 | 
            +
                        <div class="bg-gray-50 rounded-xl shadow-lg p-6 border border-gray-200">
         | 
| 148 | 
            +
                            <h3 class="text-lg font-semibold text-gray-900 mb-4">Analysis Configuration</h3>
         | 
| 149 | 
            +
                            <div class="grid grid-cols-1 md:grid-cols-3 gap-6">
         | 
| 150 | 
             
                                <div>
         | 
| 151 | 
             
                                    <label class="block text-sm font-medium text-gray-700 mb-2">Client Type</label>
         | 
| 152 | 
            +
                                    <select class="w-full p-3 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 bg-white">
         | 
| 153 | 
             
                                        <option value="police">Police Forces</option>
         | 
| 154 | 
             
                                        <option value="fiscal">Tax Administration</option>
         | 
| 155 | 
             
                                        <option value="customs">Customs Services</option>
         | 
| 156 | 
             
                                        <option value="court">Courts</option>
         | 
| 157 | 
             
                                    </select>
         | 
| 158 | 
             
                                </div>
         | 
| 159 | 
            +
                                
         | 
| 160 | 
             
                                <div>
         | 
| 161 | 
             
                                    <label class="block text-sm font-medium text-gray-700 mb-2">Investigation Title</label>
         | 
| 162 | 
            +
                                    <input type="text" placeholder="Ex: Criminal Network Investigation 2025" class="w-full p-3 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 bg-white">
         | 
| 163 | 
             
                                </div>
         | 
| 164 | 
            +
                                
         | 
| 165 | 
             
                                <div>
         | 
| 166 | 
            +
                                    <label class="block text-sm font-medium text-gray-700 mb-2">Security Level</label>
         | 
| 167 | 
            +
                                    <select class="w-full p-3 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 bg-white">
         | 
| 168 | 
            +
                                        <option value="standard">Standard</option>
         | 
| 169 | 
            +
                                        <option value="enhanced">Enhanced</option>
         | 
| 170 | 
            +
                                        <option value="maximum">Maximum</option>
         | 
| 171 | 
             
                                    </select>
         | 
| 172 | 
             
                                </div>
         | 
| 173 | 
             
                            </div>
         | 
| 174 | 
            +
                            
         | 
| 175 | 
            +
                            <div class="mt-6">
         | 
| 176 | 
             
                                <label class="block text-sm font-medium text-gray-700 mb-2">Documents to Analyze (one per line)</label>
         | 
| 177 | 
            +
                                <textarea placeholder="Insert your documents here, one per line..." class="w-full h-32 p-3 border border-gray-300 rounded-lg focus:ring-2 focus:ring-blue-500 font-mono text-sm bg-white"></textarea>
         | 
| 178 | 
            +
                                <p class="text-xs text-gray-500 mt-1">0 documents | Minimum 3 documents required for batch processing</p>
         | 
| 179 | 
             
                            </div>
         | 
| 180 | 
             
                        </div>
         | 
| 181 |  | 
| 182 | 
            +
                        <!-- Results Section -->
         | 
| 183 | 
            +
                        <div class="mt-8 bg-white rounded-xl shadow-lg p-6 border border-gray-200">
         | 
| 184 | 
            +
                            <h3 class="text-lg font-semibold text-gray-900 mb-4">Analysis Results</h3>
         | 
| 185 | 
            +
                            <div class="bg-gray-50 rounded-lg p-4 min-h-32">
         | 
| 186 | 
            +
                                <p class="text-gray-500 text-center">Run an analysis to see results here...</p>
         | 
| 187 | 
            +
                            </div>
         | 
| 188 | 
             
                        </div>
         | 
| 189 | 
             
                    </div>
         | 
| 190 | 
             
                </main>
         | 
| 191 | 
            +
            <script>
         | 
|  | |
| 192 | 
             
                    feather.replace();
         | 
| 193 | 
             
                    VANTA.GLOBE({
         | 
| 194 | 
             
                        el: "#vanta-bg",
         | 
| @@ -88,11 +88,11 @@ | |
| 88 | 
             
                                <i data-feather="trending-up" class="w-4 h-4"></i>
         | 
| 89 | 
             
                                <span>Dashboard</span>
         | 
| 90 | 
             
                            </a>
         | 
| 91 | 
            -
                            <a href="/ | 
| 92 | 
             
                                <i data-feather="brain" class="w-4 h-4"></i>
         | 
| 93 | 
            -
                                <span> | 
| 94 | 
             
                            </a>
         | 
| 95 | 
            -
             | 
| 96 | 
             
                                <i data-feather="search" class="w-4 h-4"></i>
         | 
| 97 | 
             
                                <span>Investigations</span>
         | 
| 98 | 
             
                            </a>
         | 
| @@ -230,14 +230,13 @@ | |
| 230 | 
             
                    <div class="grid grid-cols-1 md:grid-cols-3 gap-6">
         | 
| 231 | 
             
                        <div class="bg-white rounded-xl shadow-lg p-6 border border-gray-200">
         | 
| 232 | 
             
                            <h3 class="text-lg font-semibold text-gray-900 mb-4">Start New Analysis</h3>
         | 
| 233 | 
            -
                            <p class="text-sm text-gray-600 mb-4">Initiate  | 
| 234 | 
            -
                            <a href="/ | 
| 235 | 
             
                                <i data-feather="brain" class="w-4 h-4"></i>
         | 
| 236 | 
            -
                                <span>Launch  | 
| 237 | 
             
                            </a>
         | 
| 238 | 
             
            </div>
         | 
| 239 | 
            -
             | 
| 240 | 
            -
                        <div class="bg-white rounded-xl shadow-lg p-6 border border-gray-200">
         | 
| 241 | 
             
                            <h3 class="text-lg font-semibold text-gray-900 mb-4">Recent Investigations</h3>
         | 
| 242 | 
             
                            <div class="space-y-2">
         | 
| 243 | 
             
                                <a href="/investigations/operation-midnight" class="block p-2 hover:bg-gray-50 rounded-lg text-sm">Operation Midnight</a>
         | 
|  | |
| 88 | 
             
                                <i data-feather="trending-up" class="w-4 h-4"></i>
         | 
| 89 | 
             
                                <span>Dashboard</span>
         | 
| 90 | 
             
                            </a>
         | 
| 91 | 
            +
                            <a href="/ai-analysis" class="flex items-center space-x-2 px-4 py-3 border-b-2 border-transparent hover:border-gray-600 transition-colors">
         | 
| 92 | 
             
                                <i data-feather="brain" class="w-4 h-4"></i>
         | 
| 93 | 
            +
                                <span>AI Analysis Suite</span>
         | 
| 94 | 
             
                            </a>
         | 
| 95 | 
            +
            <a href="/investigations" class="flex items-center space-x-2 px-4 py-3 border-b-2 border-transparent hover:border-gray-600 transition-colors">
         | 
| 96 | 
             
                                <i data-feather="search" class="w-4 h-4"></i>
         | 
| 97 | 
             
                                <span>Investigations</span>
         | 
| 98 | 
             
                            </a>
         | 
|  | |
| 230 | 
             
                    <div class="grid grid-cols-1 md:grid-cols-3 gap-6">
         | 
| 231 | 
             
                        <div class="bg-white rounded-xl shadow-lg p-6 border border-gray-200">
         | 
| 232 | 
             
                            <h3 class="text-lg font-semibold text-gray-900 mb-4">Start New Analysis</h3>
         | 
| 233 | 
            +
                            <p class="text-sm text-gray-600 mb-4">Initiate AI analysis with documents or text input</p>
         | 
| 234 | 
            +
                            <a href="/ai-analysis" class="w-full bg-blue-600 hover:bg-blue-700 text-white font-medium py-2 px-4 rounded-lg flex items-center justify-center space-x-2">
         | 
| 235 | 
             
                                <i data-feather="brain" class="w-4 h-4"></i>
         | 
| 236 | 
            +
                                <span>Launch AI Analysis</span>
         | 
| 237 | 
             
                            </a>
         | 
| 238 | 
             
            </div>
         | 
| 239 | 
            +
            <div class="bg-white rounded-xl shadow-lg p-6 border border-gray-200">
         | 
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                            <h3 class="text-lg font-semibold text-gray-900 mb-4">Recent Investigations</h3>
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                                <a href="/investigations/operation-midnight" class="block p-2 hover:bg-gray-50 rounded-lg text-sm">Operation Midnight</a>
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                                <span>Investigations</span>
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                            </a>
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                                <span>Dashboard</span>
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                                <span>AI Analysis Suite</span>
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                                <span>Investigations</span>
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                                <span>Dashboard</span>
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                                <span>Investigations</span>
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                            </a>
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                                <span>Dashboard</span>
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                                <span>AI Analysis Suite</span>
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                            </a>
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            <a href="/investigations" class="flex items-center space-x-2 px-4 py-3 border-b-2 border-transparent hover:border-gray-600 transition-colors">
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                                <span>Investigations</span>
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                            </a>
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