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https://github.com/MindWorkAI/AI-Studio.git
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Added local RAG (#756)
Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>
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@@ -0,0 +1,305 @@
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use std::collections::HashMap;
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use std::fs;
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use std::path::PathBuf;
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use std::sync::{Arc, Mutex, OnceLock, RwLock};
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use axum::Json;
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use log::{error, warn};
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use serde::{Deserialize, Serialize};
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use tauri::path::BaseDirectory;
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use tauri::Manager;
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use tokenizers::tokenizer::Tokenizer;
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use crate::api_token::APIToken;
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use crate::environment::DATA_DIRECTORY;
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const DEFAULT_TOKENIZER_RESOURCE_PATH: &str = "resources/tokenizers/tokenizer.json";
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static TOKENIZERS: OnceLock<RwLock<HashMap<PathBuf, Arc<Tokenizer>>>> = OnceLock::new();
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static DEFAULT_TOKENIZER_PATH: OnceLock<PathBuf> = OnceLock::new();
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static TOKENIZER_STORAGE_LOCK: Mutex<()> = Mutex::new(());
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#[derive(Deserialize)]
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pub struct SetTokenText {
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text: String,
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tokenizer_path: String,
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}
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#[derive(Clone, Deserialize)]
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pub struct TokenizerStorage {
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model_id: String,
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file_path: String,
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}
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#[derive(Clone, Deserialize)]
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pub struct TokenizerDelete {
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model_id: String,
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}
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#[derive(Clone, Deserialize)]
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pub struct TokenizerPath {
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file_path: String,
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}
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#[derive(Serialize)]
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pub struct TokenizerResponse {
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success: bool,
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token_count: usize,
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message: String,
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stored_path: String,
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}
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impl TokenizerResponse {
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fn available(token_count: usize) -> Self {
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TokenizerResponse {
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success: true,
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token_count,
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message: String::new(),
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stored_path: String::new(),
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}
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}
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fn stored(stored_path: String) -> Self {
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TokenizerResponse {
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success: true,
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token_count: 0,
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message: String::new(),
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stored_path,
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}
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}
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fn unavailable(reason: String) -> Self {
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TokenizerResponse {
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success: false,
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token_count: 0,
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message: reason,
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stored_path: String::new(),
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}
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}
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}
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pub fn set_default_tokenizer_path(app_handle: tauri::AppHandle) {
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let tokenizer_path = match app_handle
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.path()
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.resolve(DEFAULT_TOKENIZER_RESOURCE_PATH, BaseDirectory::Resource)
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{
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Ok(path) => path,
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Err(e) => {
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let reason = format!("The default tokenizer file '{DEFAULT_TOKENIZER_RESOURCE_PATH}' could not be resolved: {e}");
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error!(Source = "Tokenizer"; "{reason}");
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return;
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}
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};
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if !tokenizer_path.is_file() {
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let reason = format!("The default tokenizer file was not found: {}", tokenizer_path.display());
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error!(Source = "Tokenizer"; "{reason}");
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return;
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}
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match DEFAULT_TOKENIZER_PATH.set(tokenizer_path) {
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Ok(_) => (),
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Err(e) => warn!(Source = "Tokenizer"; "Could not set the default tokenizer path: {:?}", e),
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}
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}
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pub async fn token_count(_token: APIToken, req: Json<SetTokenText>) -> Json<TokenizerResponse> {
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match get_token_count(&req.tokenizer_path, &req.text) {
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Ok(count) => Json(TokenizerResponse::available(count)),
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Err(e) => Json(TokenizerResponse::unavailable(e)),
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}
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}
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pub async fn validate_tokenizer(_token: APIToken, payload: Json<TokenizerPath>) -> Json<TokenizerResponse> {
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match handle_tokenizer_validate(&PathBuf::from(payload.file_path.clone())) {
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Ok(count) => Json(TokenizerResponse::available(count)),
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Err(e) => Json(TokenizerResponse::unavailable(e)),
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}
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}
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pub async fn store_tokenizer(_token: APIToken, payload: Json<TokenizerStorage>) -> Json<TokenizerResponse> {
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match handle_tokenizer_store(&payload) {
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Ok(dest_path) => Json(TokenizerResponse::stored(dest_path)),
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Err(e) => Json(TokenizerResponse::unavailable(e.to_string())),
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}
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}
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pub async fn delete_tokenizer(_token: APIToken, payload: Json<TokenizerDelete>) -> Json<TokenizerResponse> {
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match handle_tokenizer_delete(&payload) {
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Ok(_) => Json(TokenizerResponse::stored(String::new())),
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Err(e) => Json(TokenizerResponse::unavailable(e.to_string())),
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}
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}
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fn handle_tokenizer_validate(path: &PathBuf) -> Result<usize, String> {
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validate_tokenizer_file(path)
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}
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pub fn get_token_count(path: &str, text: &str) -> Result<usize, String> {
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let tokenizer = get_tokenizer(path)?;
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get_token_count_internal(&tokenizer, text, true)
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}
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pub fn get_segment_token_count(tokenizer: &Tokenizer, text: &str) -> Result<usize, String> {
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// Special tokens belong to the final encoding and would inflate sums across many segments.
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get_token_count_internal(tokenizer, text, false)
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}
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fn get_token_count_internal(tokenizer: &Tokenizer, text: &str, add_special_tokens: bool) -> Result<usize, String> {
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if text.trim().is_empty() {
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return Ok(0);
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}
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tokenizer
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.encode(text, add_special_tokens)
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.map(|encoding| encoding.len())
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.map_err(|e| format!("Failed to tokenize text: {e}"))
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}
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fn validate_tokenizer_file(path: &PathBuf) -> Result<usize, String> {
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let tokenizer = load_tokenizer_from_file(path)?;
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let test_string = "Hello, world! This is a test string for tokenizer validation.";
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let encoding = tokenizer
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.encode(test_string, true)
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.map_err(|e| format!("Tokenizer failed to encode validation string: {e}"))?;
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let token_count = encoding.len();
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if token_count == 0 {
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return Err("Tokenizer produced 0 tokens for test string. The tokenizer is likely invalid or misconfigured.".to_string());
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}
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if encoding.get_tokens().iter().any(|t| t.is_empty()) {
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return Err("Tokenizer produced empty tokens. The tokenizer is invalid.".to_string());
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}
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Ok(token_count)
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}
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fn handle_tokenizer_store(payload: &TokenizerStorage) -> Result<String, std::io::Error> {
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let data_dir = DATA_DIRECTORY
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.get()
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.ok_or_else(|| std::io::Error::other("DATA_DIRECTORY not initialized"))?;
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let base_path = PathBuf::from(data_dir).join("tokenizers");
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let source_path = PathBuf::from(&payload.file_path);
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let source_name = source_path
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.file_name()
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.and_then(|n| n.to_str())
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.ok_or_else(|| std::io::Error::new(std::io::ErrorKind::InvalidInput, "Invalid tokenizer file path"))?;
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let model_path = base_path.join(&payload.model_id);
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let destination_path = model_path.join(source_name);
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if source_path.eq(&destination_path) {
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return Ok(destination_path.to_string_lossy().to_string());
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}
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let _storage_guard = TOKENIZER_STORAGE_LOCK
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.lock()
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.map_err(|_| std::io::Error::other("Tokenizer storage lock is poisoned."))?;
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if model_path.try_exists()? {
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invalidate_tokenizers_under(&model_path);
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fs::remove_dir_all(&model_path)?;
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}
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if payload.file_path.trim().is_empty() {
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return Ok(String::new());
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}
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fs::create_dir_all(&model_path)?;
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fs::copy(&source_path, &destination_path)?;
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Ok(destination_path.to_string_lossy().to_string())
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}
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fn handle_tokenizer_delete(payload: &TokenizerDelete) -> Result<(), std::io::Error> {
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if payload.model_id.trim().is_empty() {
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return Ok(());
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}
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let data_dir = DATA_DIRECTORY
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.get()
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.ok_or_else(|| std::io::Error::other("DATA_DIRECTORY not initialized"))?;
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let tokenizer_path = PathBuf::from(data_dir)
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.join("tokenizers")
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.join(&payload.model_id);
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let _storage_guard = TOKENIZER_STORAGE_LOCK
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.lock()
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.map_err(|_| std::io::Error::other("Tokenizer storage lock is poisoned."))?;
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if tokenizer_path.exists() {
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invalidate_tokenizers_under(&tokenizer_path);
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fs::remove_dir_all(tokenizer_path)?;
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}
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Ok(())
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}
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fn tokenizer_cache() -> &'static RwLock<HashMap<PathBuf, Arc<Tokenizer>>> {
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TOKENIZERS.get_or_init(|| RwLock::new(HashMap::new()))
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}
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pub fn get_tokenizer(path: &str) -> Result<Arc<Tokenizer>, String> {
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let resolved_path = resolve_tokenizer_path(path)?;
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let tokenizer_path = fs::canonicalize(&resolved_path)
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.map_err(|e| format!("Could not resolve tokenizer file '{}': {e}", resolved_path.display()))?;
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if let Some(tokenizer) = tokenizer_cache()
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.read()
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.map_err(|_| "Tokenizer cache lock is poisoned.".to_string())?
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.get(&tokenizer_path)
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.cloned()
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{
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return Ok(tokenizer);
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}
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let _storage_guard = TOKENIZER_STORAGE_LOCK
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.lock()
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.map_err(|_| "Tokenizer storage lock is poisoned.".to_string())?;
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if let Some(tokenizer) = tokenizer_cache()
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.read()
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.map_err(|_| "Tokenizer cache lock is poisoned.".to_string())?
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.get(&tokenizer_path)
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.cloned()
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{
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return Ok(tokenizer);
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}
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let loaded_tokenizer = Arc::new(load_tokenizer_from_file(&tokenizer_path)?);
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let mut cache = tokenizer_cache()
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.write()
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.map_err(|_| "Tokenizer cache lock is poisoned.".to_string())?;
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Ok(cache
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.entry(tokenizer_path)
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.or_insert_with(|| loaded_tokenizer)
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.clone())
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}
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fn invalidate_tokenizers_under(path: &PathBuf) {
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let cache_path = fs::canonicalize(path).unwrap_or_else(|_| path.clone());
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match tokenizer_cache().write() {
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Ok(mut cache) => cache.retain(|tokenizer_path, _| !tokenizer_path.starts_with(&cache_path)),
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Err(_) => warn!(Source = "Tokenizer"; "Could not invalidate tokenizer cache because its lock is poisoned."),
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}
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}
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fn resolve_tokenizer_path(path: &str) -> Result<PathBuf, String> {
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if !path.trim().is_empty() {
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return Ok(PathBuf::from(path));
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}
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DEFAULT_TOKENIZER_PATH
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.get()
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.cloned()
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.ok_or_else(|| "Default tokenizer path is not initialized.".to_string())
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}
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fn load_tokenizer_from_file(path: &PathBuf) -> Result<Tokenizer, String> {
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if !path.is_file() {
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return Err(format!("Tokenizer file was not found: {}", path.display()));
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}
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Tokenizer::from_file(path)
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.map_err(|e| format!("Failed to load tokenizer from '{}': {e}", path.display()))
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}
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