Using CodeLlama or a similar model via Hugging Face, create a Python-based system that generates automation code (e.g., scripts for data pipelines or bots) for e-commerce businesses. Integrate a predictive ML element (e.g., Random Forest from scikit-learn) that analyzes business data (e.g., inventory logs) to predict optimal automation strategies, then generates corresponding code. Include code for the generator, evaluation for syntax correctness, and deployment as a microservice. Design it for freelancers offering premium custom models to clients in high-demand areas like AI integration for predictive tools.
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| class AutomationDashboard extends HTMLElement { | |
| connectedCallback() { | |
| this.attachShadow({ mode: 'open' }); | |
| this.shadowRoot.innerHTML = ` | |
| <style> | |
| .dashboard-container { | |
| max-width: 1200px; | |
| margin: 0 auto; | |
| padding: 2rem; | |
| } | |
| .dashboard-header { | |
| background: white; | |
| padding: 2rem; | |
| border-radius: 1rem; | |
| box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1); | |
| margin-bottom: 2rem; | |
| } | |
| .strategy-form { | |
| background: white; | |
| padding: 2rem; | |
| border-radius: 1rem; | |
| box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1); | |
| margin-bottom: 2rem; | |
| } | |
| .results-section { | |
| background: white; | |
| padding: 2rem; | |
| border-radius: 1rem; | |
| box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1); | |
| } | |
| .form-group { | |
| margin-bottom: 1.5rem; | |
| } | |
| label { | |
| display: block; | |
| font-weight: 500; | |
| color: #374151; | |
| margin-bottom: 0.5rem; | |
| } | |
| input, select, textarea { | |
| width: 100%; | |
| padding: 0.75rem; | |
| border: 1px solid #d1d5db; | |
| border-radius: 0.5rem; | |
| font-size: 0.875rem; | |
| } | |
| button { | |
| background: #4f46e5; | |
| color: white; | |
| padding: 0.75rem 1.5rem; | |
| border: none; | |
| border-radius: 0.5rem; | |
| font-weight: 500; | |
| cursor: pointer; | |
| transition: background-color 0.2s; | |
| } | |
| button:hover { | |
| background: #4338ca; | |
| } | |
| .code-output { | |
| background: #1f2937; | |
| color: #e5e7eb; | |
| padding: 1rem; | |
| border-radius: 0.5rem; | |
| margin-top: 1rem; | |
| } | |
| pre { | |
| background: #111827; | |
| color: #e5e7eb; | |
| padding: 1rem; | |
| border-radius: 0.5rem; | |
| overflow-x: auto; | |
| } | |
| </style> | |
| <div class="dashboard-container"> | |
| <div class="dashboard-header"> | |
| <h1>E-commerce Automation Code Generator</h1> | |
| <p>Generate custom automation scripts powered by predictive AI</p> | |
| <div class="strategy-form"> | |
| <form id="automationForm"> | |
| <div class="form-group"> | |
| <label for="businessName">Business Name</label> | |
| <input type="text" id="businessName" placeholder="Enter your business name" required> | |
| </div> | |
| <div class="grid grid-cols-2 gap-4"> | |
| <div class="form-group"> | |
| <label for="monthlyRevenue">Monthly Revenue ($)</label> | |
| <input type="number" id="monthlyRevenue" placeholder="50000" required> | |
| </div> | |
| <div class="form-group"> | |
| <label for="orderVolume">Monthly Order Volume</label> | |
| <input type="number" id="orderVolume" placeholder="1000" required> | |
| </div> | |
| <div class="form-group"> | |
| <label for="inventoryTurnover">Inventory Turnover Rate</label> | |
| <input type="number" id="inventoryTurnover" placeholder="4.0" step="0.1" required> | |
| </div> | |
| <div class="form-group"> | |
| <label for="businessType">Business Type</label> | |
| <select id="businessType" required> | |
| <option value="">Select business type</option> | |
| <option value="clothing">Clothing & Apparel</option> | |
| <option value="electronics">Electronics</option> | |
| <option value="home_goods">Home Goods</option> | |
| <option value="beauty">Beauty & Cosmetics</option> | |
| <option value="sports">Sports & Outdoors</option> | |
| <option value="other">Other</option> | |
| </select> | |
| </div> | |
| <div class="form-group"> | |
| <label for="customParams">Custom Parameters (JSON)</label> | |
| <textarea id="customParams" placeholder='{"api_key": "your_key"}'></textarea> | |
| </div> | |
| <button type="submit">Generate Automation Code</button> | |
| </form> | |
| <div class="results-section"> | |
| <h2>Generated Automation System</h2> | |
| <div id="codeOutput" class="code-output"> | |
| <p>Your custom automation code will appear here...</p> | |
| </div> | |
| </div> | |
| </div> | |
| `; | |
| // Add event listeners | |
| this.shadowRoot.getElementById('automationForm').addEventListener('submit', async (e) => { | |
| e.preventDefault(); | |
| const formData = { | |
| business_name: this.shadowRoot.getElementById('businessName').value, | |
| monthly_revenue: parseFloat(this.shadowRoot.getElementById('monthlyRevenue').value, | |
| order_volume: parseInt(this.shadowRoot.getElementById('orderVolume').value, | |
| inventory_turnover: parseFloat(this.shadowRoot.getElementById('inventoryTurnover').value, | |
| business_type: this.shadowRoot.getElementById('businessType').value, | |
| custom_params: JSON.parse(this.shadowRoot.getElementById('customParams').value || {} | |
| }; | |
| try { | |
| const response = await fetch('/api/generate-automation', { | |
| method: 'POST', | |
| headers: { | |
| 'Content-Type': 'application/json' | |
| }, | |
| body: JSON.stringify(formData) | |
| }); | |
| const result = await response.json(); | |
| if (result.success) { | |
| this.shadowRoot.getElementById('codeOutput').innerHTML = ` | |
| <h3>${result.strategy} Automation System</h3> | |
| <p><strong>Description:</strong> ${result.generated_code.description} | |
| <pre><code>${result.generated_code.code}</code></pre> | |
| `; | |
| } catch (error) { | |
| console.error('Error:', error); | |
| alert('Failed to generate automation code'); | |
| } | |
| }); | |
| } | |
| } | |
| customElements.define('automation-dashboard', AutomationDashboard); |