chore: sanitize data with ai model
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@@ -5,10 +5,34 @@ use itertools::Itertools;
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use polars::prelude::*;
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use reqwest;
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use walkdir;
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use std::time::Duration;
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use std::env;
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fn main() {
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let PROMPT = std::fs::read_to_string("./PROMPT_DATA_SANITIZATION.txt").expect("Failed to read the promp for data sanitization");
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match dotenv::dotenv().ok() {
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Some(_) => println!("Environment variables loaded from .env file"),
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None => eprintln!("Failed to load .env file, using defaults"),
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}
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// Read environment variables
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let OLLAMA_URL = env::var("OLLAMA_URL").unwrap_or("localhost".to_string());
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let OLLAMA_PORT = env::var("OLLAMA_PORT")
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.unwrap_or("11432".to_string())
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.parse::<u16>()
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.unwrap_or(11432);
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let OLLAMA_AI_MODEL_DATA_SANITIZATION = env::var("OLLAMA_AI_MODEL_DATA_SANITIZATION").expect("Missing environment variable OLLAMA_AI_MODEL_DATA_SANITIZATION");
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let ip_address = ipaddress::IPAddress::parse(OLLAMA_URL.to_string());
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let OLLAMA_SANITIZED_IP = match ip_address {
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Ok(ip) => {
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if ip.is_ipv4() {
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OLLAMA_URL.clone()
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} else {
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format!("[{}]", OLLAMA_URL.clone())
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}
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}
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Err(e) => OLLAMA_URL.clone(),
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};
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// Get the current day in the format YYYY-MM-DD
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let current_date = chrono::Local::now();
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@@ -58,6 +82,65 @@ fn main() {
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println!("{:?}", previous_week_folder_names);
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let prompt_data_sanitization = std::fs::read_to_string("./PROMPT_DATA_SANITIZATION.txt").expect("Failed to read PROMPT_DATA_SANITIZATION.txt");
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let client = reqwest::blocking::Client::new();
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let a = previous_week_folder_names.iter().map(|folder_name| {
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let folder_base_path = std::path::Path::new("./evaluations");
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let folder_date_path = folder_base_path.join(folder_name);
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std::fs::read_dir(folder_date_path)
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})
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.filter_map_ok(|files_inside_folder_on_date |
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{
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files_inside_folder_on_date.filter_ok(|entry| {
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let entry_file_name_as_str = entry.file_name().into_string().expect("Failed to get filename as a String");
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entry_file_name_as_str.ends_with(".csv") &&
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!entry_file_name_as_str.contains("response_time.csv")
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})
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.filter_map(|value|{
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if value.is_ok() {return Some(value.unwrap());}
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None
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})
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.take(1)
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.map(|file_name_csv| {
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let file_contents = std::fs::read_to_string(file_name_csv.path()).expect("Failed to read CSV file");
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println!("{}", format!("{prompt_data_sanitization} \n{file_contents}"));
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let ollama_api_request = client.post(format!("http://{OLLAMA_SANITIZED_IP}:{OLLAMA_PORT}/api/generate"))
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.body(
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serde_json::json!({
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"model": OLLAMA_AI_MODEL_DATA_SANITIZATION,
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"prompt": format!("{prompt_data_sanitization} \n{file_contents}"),
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"stream": false,
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}).to_string()
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);
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let result = ollama_api_request.timeout(Duration::from_secs(3600)).send();
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match result {
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Ok(response) => {println!("Response: {:?}", response);
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let response_json = response.json::<serde_json::Value>().expect("Failed to deserialize response to JSON");
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let ai_response = response_json["response"]
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.as_str()
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.expect("Failed to get AI response as string");
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println!("AI Response: {}", ai_response);
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},
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Err(error) => {println!("Error {error}");}
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};
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})
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.for_each(|value| println!("{:?}", value));
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// println!("{:?}", files_inside_folder_on_date);
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return Some(());
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})
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.collect_vec();
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// println!("{:?}", a);
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// Read CSV files inside folder
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// Use AI to sanitize the data
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