251 lines
10 KiB
PHP
251 lines
10 KiB
PHP
<?php
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namespace App\Services;
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use OpenAI;
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use Illuminate\Support\Facades\Storage;
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class OpenAIService
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{
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protected $client;
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public function __construct()
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{
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$this->client = OpenAI::client(env('OPENAI_API_KEY'));
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}
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public function generateGeneralText($prompt, $mainContent)
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{
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are an expert assistant. Your task is to generate a concise response based on the provided prompt and main content.
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Guidelines:
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- Summarize the key points in exactly 5 bullet points.
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- Ensure the response is clear and relevant to the prompt.
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- Use simple and professional language."
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],
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['role' => 'user', 'content' => "Prompt: $prompt \nMain Content: $mainContent"],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function generateClassifyMainContent($prompt, $mainContent)
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{
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are an expert assistant in classifying questions based on whether their answers must be retrieved from a database or can be explained generally.
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Your task is to return one of the following two labels:
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- \"DATABASE\" → If the question requires specific data that can only be obtained from a database.
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- \"GENERAL\" → If the question can be answered without accessing a database.
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Consider the following context: \"$mainContent\"
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Respond with only one of the labels: \"DATABASE\" or \"GENERAL\"."
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],
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['role' => 'user', 'content' => $prompt],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function generateQueryBasedMainContent($prompt, $mainContent)
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{
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// Load file JSON
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$jsonPath = public_path('templates/contentTemplatePrompt.json'); // Sesuaikan path
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$jsonData = json_decode(file_get_contents($jsonPath), true);
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// Periksa apakah kategori ada dalam JSON
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if (!isset($jsonData[$mainContent])) {
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return "Template prompt tidak ditemukan.";
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}
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// Ambil template berdasarkan kategori
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$promptTemplate = $jsonData[$mainContent]['prompt'];
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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['role' => 'system', 'content' => $promptTemplate],
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['role' => 'user', 'content' => $prompt],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function validateSyntaxQuery($queryResponse)
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{
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are a MariaDB SQL expert. Your task is to validate the syntax of an SQL query to ensure it follows proper MariaDB syntax rules.
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Guidelines:
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- Check for any syntax errors, missing keywords, or incorrect clause usage.
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- Ensure the query is well-structured and adheres to best practices.
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- Verify that all SQL keywords are used correctly and in the right order.
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- If the query is valid, respond with: \"VALID\".
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- If the query has issues, respond with: \"INVALID\".
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Always respond with either \"VALID\" or \"INVALID\"."
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],
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['role' => 'user', 'content' => $queryResponse],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function generateNLPFromQuery($inputUser, $resultQuery) {
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are an expert assistant. Your task is to analyze the database query results and transform them into a human-readable answer based on the user's question.
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Guidelines:
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- Understand the user's question and extract the key intent.
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- Summarize or format the query results to directly answer the user's question.
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- Ensure the response is clear, concise, and relevant.
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- If the query result is empty or does not match the question, provide a polite response indicating that no data is available.
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Always provide a well-structured response that makes sense based on the input question."
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],
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['role' => 'user', 'content' => "User's question: $inputUser \nDatabase result: $resultQuery"],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function generateFinalText($nlpResult) {
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are an expert text formatter. Your task is to take the given NLP result and format it into a structured, human-readable text suitable for rendering inside an HTML <div>.
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Guidelines:
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- Preserve the meaning and clarity of the content.
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- Use proper line breaks for readability.
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- If the text contains lists, convert them into bullet points.
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- Emphasize important keywords using <strong> tags if necessary.
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- Ensure the response remains clean and concise without extra explanations."
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],
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['role' => 'user', 'content' => "Here is the NLP result that needs formatting:\n\n$nlpResult"],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function classifyMainGenerateText($prompt) {
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are an assistant that classifies text into one of the following categories:
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- reklame (ads or product/service promotions)
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- business_or_industries (business or industries in general)
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- customers (customers, consumers, or service users)
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- pbg (tasks related to Building Approval)
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- retribusi (retributions related to PBG)
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- spatial_plannings (spatial planning)
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- tourisms (tourism and tourist destinations)
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- umkms (Micro, Small, and Medium Enterprises)
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Respond with only one of the categories above without any additional explanation."
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],
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[
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'role' => 'user',
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'content' => "Classify the following text:\n\n" . $prompt
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],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function createMainQuery($classify, $prompt)
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{
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// Load file JSON
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$jsonPath = public_path('templates/table_config.json');
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$jsonConfig = json_decode(file_get_contents($jsonPath), true);
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// Pastikan kategori tersedia dalam konfigurasi
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if (!isset($jsonConfig[$classify])) {
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return "Error: Kategori tidak ditemukan dalam konfigurasi.";
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}
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// Ambil nama tabel dan kolom
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$tableName = $jsonConfig[$classify]['table_name'];
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$columns = implode(', ', $jsonConfig[$classify]['list_column']);
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are an AI assistant that generates only valid MariaDB queries based on user requests.
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Use the following table information to construct the SQL query:
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- Table Name: $tableName
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- Available Columns: $columns
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Generate only the SQL query without any explanation or additional text."
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],
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[
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'role' => 'user',
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'content' => $prompt
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],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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public function mainGenerateText($prompt) {
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$response = $this->client->chat()->create([
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'model' => 'gpt-4o-mini',
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'messages' => [
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[
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'role' => 'system',
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'content' => "You are an expert assistant with deep knowledge in multiple fields, including programming, data science, and business strategy. Provide clear, concise, and accurate responses."
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],
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[
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'role' => 'user',
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'content' => $prompt
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],
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],
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]);
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return trim($response['choices'][0]['message']['content'] ?? 'No response');
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}
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// 1. Buat fungsi untuk akses data advertisements
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// 2. Buat fungsi untuk akses data business_or_industries
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// 3. Buat fungsi untuk akses data customers
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// 4. Buat fungsi untuk akses data pbg_task
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// 5. Buat fungsi untuk akses data pbg_task_retribution
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// 6. Buat fungsi untuk akses data spatial_plannings
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// 7. Buat fungsi untuk akses data tourisms
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// 8. Buat fungsi untuk akses data umkms
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}
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