Make token counter safer (#4924)
Co-authored-by: Douwe Osinga <douwe@squareup.com>
This commit is contained in:
@@ -8,25 +8,28 @@ use tokio::sync::OnceCell;
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use crate::conversation::message::Message;
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// Global tokenizer instance to avoid repeated initialization
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static TOKENIZER: OnceCell<Arc<CoreBPE>> = OnceCell::const_new();
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// Cache size limits to prevent unbounded growth
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const MAX_TOKEN_CACHE_SIZE: usize = 10_000;
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/// Async token counter with caching capabilities
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// token use for various bits of a tool calls:
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const FUNC_INIT: usize = 7;
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const PROP_INIT: usize = 3;
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const PROP_KEY: usize = 3;
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const ENUM_INIT: isize = -3;
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const ENUM_ITEM: usize = 3;
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const FUNC_END: usize = 12;
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pub struct AsyncTokenCounter {
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tokenizer: Arc<CoreBPE>,
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token_cache: Arc<DashMap<u64, usize>>, // content hash -> token count
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token_cache: Arc<DashMap<u64, usize>>,
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}
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/// Legacy synchronous token counter for backward compatibility
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pub struct TokenCounter {
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tokenizer: Arc<CoreBPE>,
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}
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impl AsyncTokenCounter {
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/// Creates a new async token counter with caching
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pub async fn new() -> Result<Self, String> {
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let tokenizer = get_tokenizer().await?;
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Ok(Self {
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@@ -35,25 +38,19 @@ impl AsyncTokenCounter {
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})
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}
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/// Count tokens with optimized caching
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pub fn count_tokens(&self, text: &str) -> usize {
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// Use faster AHash for better performance
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let mut hasher = AHasher::default();
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text.hash(&mut hasher);
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let hash = hasher.finish();
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// Check cache first
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if let Some(count) = self.token_cache.get(&hash) {
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return *count;
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}
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// Compute and cache result with size management
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let tokens = self.tokenizer.encode_with_special_tokens(text);
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let count = tokens.len();
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// Manage cache size to prevent unbounded growth
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if self.token_cache.len() >= MAX_TOKEN_CACHE_SIZE {
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// Simple eviction: remove a random entry
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if let Some(entry) = self.token_cache.iter().next() {
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let old_hash = *entry.key();
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self.token_cache.remove(&old_hash);
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@@ -64,20 +61,11 @@ impl AsyncTokenCounter {
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count
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}
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/// Count tokens for tools with optimized string handling
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pub fn count_tokens_for_tools(&self, tools: &[Tool]) -> usize {
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// Token counts for different function components
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let func_init = 7; // Tokens for function initialization
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let prop_init = 3; // Tokens for properties initialization
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let prop_key = 3; // Tokens for each property key
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let enum_init: isize = -3; // Tokens adjustment for enum list start
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let enum_item = 3; // Tokens for each enum item
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let func_end = 12; // Tokens for function ending
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let mut func_token_count = 0;
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if !tools.is_empty() {
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for tool in tools {
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func_token_count += func_init;
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func_token_count += FUNC_INIT;
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let name = &tool.name;
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let description = &tool
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.description
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@@ -86,7 +74,6 @@ impl AsyncTokenCounter {
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.unwrap_or_default()
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.trim_end_matches('.');
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// Note: the separator (:) is likely tokenized with adjacent tokens, so we use original approach for accuracy
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let line = format!("{}:{}", name, description);
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func_token_count += self.count_tokens(&line);
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@@ -94,26 +81,27 @@ impl AsyncTokenCounter {
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tool.input_schema.get("properties")
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{
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if !properties.is_empty() {
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func_token_count += prop_init;
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func_token_count += PROP_INIT;
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for (key, value) in properties {
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func_token_count += prop_key;
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func_token_count += PROP_KEY;
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let p_name = key;
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let p_type = value["type"].as_str().unwrap_or("");
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let p_desc = value["description"]
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.as_str()
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let p_type = value.get("type").and_then(|v| v.as_str()).unwrap_or("");
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let p_desc = value
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.get("description")
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.and_then(|v| v.as_str())
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.unwrap_or("")
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.trim_end_matches('.');
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// Note: separators are tokenized with adjacent tokens, keep original for accuracy
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let line = format!("{}:{}:{}", p_name, p_type, p_desc);
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func_token_count += self.count_tokens(&line);
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if let Some(enum_values) = value["enum"].as_array() {
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if let Some(enum_values) = value.get("enum").and_then(|v| v.as_array())
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{
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func_token_count =
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func_token_count.saturating_add_signed(enum_init);
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func_token_count.saturating_add_signed(ENUM_INIT);
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for item in enum_values {
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if let Some(item_str) = item.as_str() {
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func_token_count += enum_item;
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func_token_count += ENUM_ITEM;
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func_token_count += self.count_tokens(item_str);
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}
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}
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@@ -122,13 +110,12 @@ impl AsyncTokenCounter {
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}
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}
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}
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func_token_count += func_end;
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func_token_count += FUNC_END;
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}
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func_token_count
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}
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/// Count chat tokens (using cached count_tokens)
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pub fn count_chat_tokens(
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&self,
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system_prompt: &str,
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@@ -148,13 +135,13 @@ impl AsyncTokenCounter {
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if let Some(content_text) = content.as_text() {
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num_tokens += self.count_tokens(content_text);
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} else if let Some(tool_request) = content.as_tool_request() {
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let tool_call = tool_request.tool_call.as_ref().unwrap();
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// Note: separators are tokenized with adjacent tokens, keep original for accuracy
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let text = format!(
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"{}:{}:{:?}",
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tool_request.id, tool_call.name, tool_call.arguments
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);
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num_tokens += self.count_tokens(&text);
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if let Ok(tool_call) = tool_request.tool_call.as_ref() {
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let text = format!(
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"{}:{}:{:?}",
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tool_request.id, tool_call.name, tool_call.arguments
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);
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num_tokens += self.count_tokens(&text);
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}
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} else if let Some(tool_response_text) = content.as_tool_response_text() {
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num_tokens += self.count_tokens(&tool_response_text);
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}
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@@ -170,7 +157,6 @@ impl AsyncTokenCounter {
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num_tokens
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}
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/// Count everything including resources (using cached count_tokens)
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pub fn count_everything(
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&self,
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system_prompt: &str,
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@@ -188,7 +174,6 @@ impl AsyncTokenCounter {
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num_tokens
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}
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/// Cache management methods
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pub fn clear_cache(&self) {
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self.token_cache.clear();
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}
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@@ -205,32 +190,21 @@ impl Default for TokenCounter {
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}
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impl TokenCounter {
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/// Creates a new `TokenCounter` using the fixed o200k_base encoding.
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pub fn new() -> Self {
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// Use blocking version of get_tokenizer
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let tokenizer = get_tokenizer_blocking().expect("Failed to initialize tokenizer");
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Self { tokenizer }
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}
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/// Count tokens for a piece of text using our single tokenizer.
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pub fn count_tokens(&self, text: &str) -> usize {
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let tokens = self.tokenizer.encode_with_special_tokens(text);
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tokens.len()
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}
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pub fn count_tokens_for_tools(&self, tools: &[Tool]) -> usize {
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// Token counts for different function components
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let func_init = 7; // Tokens for function initialization
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let prop_init = 3; // Tokens for properties initialization
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let prop_key = 3; // Tokens for each property key
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let enum_init: isize = -3; // Tokens adjustment for enum list start
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let enum_item = 3; // Tokens for each enum item
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let func_end = 12; // Tokens for function ending
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let mut func_token_count = 0;
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if !tools.is_empty() {
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for tool in tools {
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func_token_count += func_init; // Add tokens for start of each function
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func_token_count += FUNC_INIT;
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let name = &tool.name;
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let description = &tool
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.description
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@@ -239,27 +213,31 @@ impl TokenCounter {
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.unwrap_or_default()
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.trim_end_matches('.');
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let line = format!("{}:{}", name, description);
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func_token_count += self.count_tokens(&line); // Add tokens for name and description
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func_token_count += self.count_tokens(&line);
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if let serde_json::Value::Object(properties) = &tool.input_schema["properties"] {
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if let Some(serde_json::Value::Object(properties)) =
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tool.input_schema.get("properties")
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{
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if !properties.is_empty() {
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func_token_count += prop_init; // Add tokens for start of properties
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func_token_count += PROP_INIT;
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for (key, value) in properties {
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func_token_count += prop_key; // Add tokens for each property
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func_token_count += PROP_KEY;
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let p_name = key;
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let p_type = value["type"].as_str().unwrap_or("");
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let p_desc = value["description"]
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.as_str()
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let p_type = value.get("type").and_then(|v| v.as_str()).unwrap_or("");
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let p_desc = value
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.get("description")
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.and_then(|v| v.as_str())
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.unwrap_or("")
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.trim_end_matches('.');
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let line = format!("{}:{}:{}", p_name, p_type, p_desc);
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func_token_count += self.count_tokens(&line);
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if let Some(enum_values) = value["enum"].as_array() {
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if let Some(enum_values) = value.get("enum").and_then(|v| v.as_array())
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{
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func_token_count =
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func_token_count.saturating_add_signed(enum_init); // Add tokens if property has enum list
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func_token_count.saturating_add_signed(ENUM_INIT);
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for item in enum_values {
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if let Some(item_str) = item.as_str() {
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func_token_count += enum_item;
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func_token_count += ENUM_ITEM;
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func_token_count += self.count_tokens(item_str);
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}
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}
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@@ -268,7 +246,7 @@ impl TokenCounter {
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}
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}
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}
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func_token_count += func_end;
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func_token_count += FUNC_END;
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}
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func_token_count
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@@ -280,10 +258,8 @@ impl TokenCounter {
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messages: &[Message],
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tools: &[Tool],
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) -> usize {
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// <|im_start|>ROLE<|im_sep|>MESSAGE<|im_end|>
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let tokens_per_message = 4;
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// Count tokens in the system prompt
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let mut num_tokens = 0;
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if !system_prompt.is_empty() {
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num_tokens += self.count_tokens(system_prompt) + tokens_per_message;
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@@ -291,33 +267,29 @@ impl TokenCounter {
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for message in messages {
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num_tokens += tokens_per_message;
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// Count tokens in the content
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for content in &message.content {
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// content can either be text response or tool request
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if let Some(content_text) = content.as_text() {
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num_tokens += self.count_tokens(content_text);
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} else if let Some(tool_request) = content.as_tool_request() {
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let tool_call = tool_request.tool_call.as_ref().unwrap();
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let text = format!(
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"{}:{}:{:?}",
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tool_request.id, tool_call.name, tool_call.arguments
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);
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num_tokens += self.count_tokens(&text);
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if let Ok(tool_call) = tool_request.tool_call.as_ref() {
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let text = format!(
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"{}:{}:{:?}",
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tool_request.id, tool_call.name, tool_call.arguments
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);
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num_tokens += self.count_tokens(&text);
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}
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} else if let Some(tool_response_text) = content.as_tool_response_text() {
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num_tokens += self.count_tokens(&tool_response_text);
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} else {
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// unsupported content type such as image - pass
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continue;
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}
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}
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}
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// Count tokens for tools if provided
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if !tools.is_empty() {
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num_tokens += self.count_tokens_for_tools(tools);
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}
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// Every reply is primed with <|start|>assistant<|message|>
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num_tokens += 3;
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num_tokens
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@@ -341,8 +313,6 @@ impl TokenCounter {
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}
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}
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/// Get the global tokenizer instance (async version)
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/// Fixed encoding for all tokenization - using o200k_base for GPT-4o and o1 models
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async fn get_tokenizer() -> Result<Arc<CoreBPE>, String> {
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let tokenizer = TOKENIZER
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.get_or_init(|| async {
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@@ -355,18 +325,14 @@ async fn get_tokenizer() -> Result<Arc<CoreBPE>, String> {
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Ok(tokenizer.clone())
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}
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/// Get the global tokenizer instance (blocking version for backward compatibility)
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fn get_tokenizer_blocking() -> Result<Arc<CoreBPE>, String> {
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// For the blocking version, we need to handle the case where the tokenizer hasn't been initialized yet
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if let Some(tokenizer) = TOKENIZER.get() {
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return Ok(tokenizer.clone());
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}
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// Initialize the tokenizer synchronously
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match tiktoken_rs::o200k_base() {
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Ok(bpe) => {
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let tokenizer = Arc::new(bpe);
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// Try to set it in the OnceCell, but it's okay if another thread beat us to it
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let _ = TOKENIZER.set(tokenizer.clone());
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Ok(tokenizer)
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}
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@@ -374,7 +340,6 @@ fn get_tokenizer_blocking() -> Result<Arc<CoreBPE>, String> {
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}
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}
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/// Factory function for creating async token counters with proper error handling
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pub async fn create_async_token_counter() -> Result<AsyncTokenCounter, String> {
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AsyncTokenCounter::new().await
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}
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@@ -386,30 +351,6 @@ mod tests {
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use rmcp::model::{Role, Tool};
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use rmcp::object;
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#[test]
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fn test_token_counter_basic() {
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let counter = TokenCounter::new();
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let text = "Hello, how are you?";
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let count = counter.count_tokens(text);
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println!("Token count for '{}': {:?}", text, count);
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// With o200k_base encoding, this should give us a reasonable count
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assert!(count > 0, "Token count should be greater than 0");
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}
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#[test]
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fn test_token_counter_simple_text() {
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let counter = TokenCounter::new();
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let text = "Hey there!";
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let count = counter.count_tokens(text);
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println!("Token count for '{}': {:?}", text, count);
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// With o200k_base encoding, this should give us a reasonable count
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assert!(count > 0, "Token count should be greater than 0");
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}
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#[test]
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fn test_count_chat_tokens() {
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let counter = TokenCounter::new();
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@@ -464,7 +405,6 @@ mod tests {
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let token_count_with_tools = counter.count_chat_tokens(system_prompt, &messages, &tools);
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println!("Total tokens with tools: {}", token_count_with_tools);
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// Basic sanity checks - with o200k_base the exact counts may differ from the old tokenizer
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assert!(
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token_count_without_tools > 0,
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"Should have some tokens without tools"
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@@ -475,122 +415,37 @@ mod tests {
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);
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}
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#[tokio::test]
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async fn test_async_token_counter() {
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let counter = create_async_token_counter().await.unwrap();
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let text = "Hello, how are you?";
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let count = counter.count_tokens(text);
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println!("Async token count for '{}': {:?}", text, count);
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assert!(count > 0, "Async token count should be greater than 0");
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}
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#[tokio::test]
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async fn test_async_token_caching() {
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let counter = create_async_token_counter().await.unwrap();
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let text = "This is a test for caching functionality";
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// First call should compute and cache
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let count1 = counter.count_tokens(text);
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assert_eq!(counter.cache_size(), 1);
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// Second call should use cache
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let count2 = counter.count_tokens(text);
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assert_eq!(count1, count2);
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assert_eq!(counter.cache_size(), 1);
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// Different text should increase cache
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let count3 = counter.count_tokens("Different text");
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assert_eq!(counter.cache_size(), 2);
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assert_ne!(count1, count3);
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}
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#[tokio::test]
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async fn test_async_count_chat_tokens() {
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let counter = create_async_token_counter().await.unwrap();
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let system_prompt =
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"You are a helpful assistant that can answer questions about the weather.";
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let messages = vec![
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Message::new(
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Role::User,
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0,
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vec![MessageContent::text(
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"What's the weather like in San Francisco?",
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)],
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),
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Message::new(
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Role::Assistant,
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1,
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vec![MessageContent::text(
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"Looks like it's 60 degrees Fahrenheit in San Francisco.",
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)],
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),
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Message::new(
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Role::User,
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2,
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vec![MessageContent::text("How about New York?")],
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),
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];
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let tools = vec![Tool::new(
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"get_current_weather",
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"Get the current weather in a given location",
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object!({
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"properties": {
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"location": {
|
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"type": "string",
|
||||
"description": "The city and state, e.g. San Francisco, CA"
|
||||
},
|
||||
"unit": {
|
||||
"type": "string",
|
||||
"description": "The unit of temperature to return",
|
||||
"enum": ["celsius", "fahrenheit"]
|
||||
}
|
||||
},
|
||||
"required": ["location"]
|
||||
}),
|
||||
)];
|
||||
|
||||
let token_count_without_tools = counter.count_chat_tokens(system_prompt, &messages, &[]);
|
||||
println!(
|
||||
"Async total tokens without tools: {}",
|
||||
token_count_without_tools
|
||||
);
|
||||
|
||||
let token_count_with_tools = counter.count_chat_tokens(system_prompt, &messages, &tools);
|
||||
println!("Async total tokens with tools: {}", token_count_with_tools);
|
||||
|
||||
// Basic sanity checks
|
||||
assert!(
|
||||
token_count_without_tools > 0,
|
||||
"Should have some tokens without tools"
|
||||
);
|
||||
assert!(
|
||||
token_count_with_tools > token_count_without_tools,
|
||||
"Should have more tokens with tools"
|
||||
);
|
||||
}
|
||||
|
||||
#[tokio::test]
|
||||
async fn test_async_cache_management() {
|
||||
let counter = create_async_token_counter().await.unwrap();
|
||||
|
||||
// Add some items to cache
|
||||
counter.count_tokens("First text");
|
||||
counter.count_tokens("Second text");
|
||||
counter.count_tokens("Third text");
|
||||
|
||||
assert_eq!(counter.cache_size(), 3);
|
||||
|
||||
// Clear cache
|
||||
counter.clear_cache();
|
||||
assert_eq!(counter.cache_size(), 0);
|
||||
|
||||
// Re-count should work fine
|
||||
let count = counter.count_tokens("First text");
|
||||
assert!(count > 0);
|
||||
assert_eq!(counter.cache_size(), 1);
|
||||
@@ -598,7 +453,6 @@ mod tests {
|
||||
|
||||
#[tokio::test]
|
||||
async fn test_concurrent_token_counter_creation() {
|
||||
// Test concurrent creation of token counters to verify no race conditions
|
||||
let handles: Vec<_> = (0..10)
|
||||
.map(|_| tokio::spawn(async { create_async_token_counter().await.unwrap() }))
|
||||
.collect();
|
||||
@@ -609,7 +463,6 @@ mod tests {
|
||||
.map(|r| r.unwrap())
|
||||
.collect();
|
||||
|
||||
// All should work and give same results
|
||||
let text = "Test concurrent creation";
|
||||
let expected_count = counters[0].count_tokens(text);
|
||||
|
||||
@@ -622,7 +475,6 @@ mod tests {
|
||||
async fn test_cache_eviction_behavior() {
|
||||
let counter = create_async_token_counter().await.unwrap();
|
||||
|
||||
// Fill cache beyond normal size to test eviction
|
||||
let mut cached_texts = Vec::new();
|
||||
for i in 0..50 {
|
||||
let text = format!("Test string number {}", i);
|
||||
@@ -630,14 +482,11 @@ mod tests {
|
||||
cached_texts.push(text);
|
||||
}
|
||||
|
||||
// Cache should be bounded
|
||||
assert!(counter.cache_size() <= MAX_TOKEN_CACHE_SIZE);
|
||||
|
||||
// Earlier entries may have been evicted, but recent ones should still be cached
|
||||
let recent_text = &cached_texts[cached_texts.len() - 1];
|
||||
let start_size = counter.cache_size();
|
||||
|
||||
// This should be a cache hit (no size increase)
|
||||
counter.count_tokens(recent_text);
|
||||
assert_eq!(counter.cache_size(), start_size);
|
||||
}
|
||||
@@ -646,12 +495,11 @@ mod tests {
|
||||
async fn test_concurrent_cache_operations() {
|
||||
let counter = std::sync::Arc::new(create_async_token_counter().await.unwrap());
|
||||
|
||||
// Test concurrent token counting operations
|
||||
let handles: Vec<_> = (0..20)
|
||||
.map(|i| {
|
||||
let counter_clone = counter.clone();
|
||||
tokio::spawn(async move {
|
||||
let text = format!("Concurrent test {}", i % 5); // Some repetition for cache hits
|
||||
let text = format!("Concurrent test {}", i % 5);
|
||||
counter_clone.count_tokens(&text)
|
||||
})
|
||||
})
|
||||
@@ -663,27 +511,22 @@ mod tests {
|
||||
.map(|r| r.unwrap())
|
||||
.collect();
|
||||
|
||||
// All results should be valid (> 0)
|
||||
for result in results {
|
||||
assert!(result > 0);
|
||||
}
|
||||
|
||||
// Cache should have some entries but be bounded
|
||||
assert!(counter.cache_size() > 0);
|
||||
assert!(counter.cache_size() <= MAX_TOKEN_CACHE_SIZE);
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn test_tokenizer_consistency() {
|
||||
// Test that both sync and async versions give the same results
|
||||
let sync_counter = TokenCounter::new();
|
||||
let text = "This is a test for tokenizer consistency";
|
||||
let sync_count = sync_counter.count_tokens(text);
|
||||
|
||||
// Test that the tokenizer is working correctly
|
||||
assert!(sync_count > 0, "Sync tokenizer should produce tokens");
|
||||
|
||||
// Test with different text lengths
|
||||
let short_text = "Hi";
|
||||
let long_text = "This is a much longer text that should produce significantly more tokens than the short text";
|
||||
|
||||
|
||||
Reference in New Issue
Block a user