mirror of
https://github.com/huggingface/text-generation-inference.git
synced 2025-09-11 12:24:53 +00:00
feat: support raise_exception, bos and eos tokens
This commit is contained in:
parent
0eabc83541
commit
db835509ed
@ -1,8 +1,9 @@
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/// Batching and inference logic
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/// Batching and inference logic
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use crate::validation::{Validation, ValidationError};
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use crate::validation::{Validation, ValidationError};
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use crate::HubTokenizerConfig;
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use crate::{
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use crate::{ChatRequest, GenerateRequest, GenerateStreamResponse, PrefillToken};
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ChatTemplateInputs, Entry, GenerateRequest, GenerateStreamResponse, HubTokenizerConfig,
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use crate::{Entry, Queue, Token};
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Message, PrefillToken, Queue, Token,
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};
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use futures::future::try_join_all;
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use futures::future::try_join_all;
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use minijinja::{Environment, ErrorKind, Template};
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use minijinja::{Environment, ErrorKind, Template};
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use nohash_hasher::IntMap;
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use nohash_hasher::IntMap;
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@ -32,8 +33,8 @@ pub struct Infer {
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shared: Arc<Shared>,
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shared: Arc<Shared>,
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/// Inference limit
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/// Inference limit
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limit_concurrent_requests: Arc<Semaphore>,
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limit_concurrent_requests: Arc<Semaphore>,
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/// Chat template
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/// Chat template (template, bos_token, eos_token)
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template: Option<Template<'static, 'static>>,
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template: (Option<Template<'static, 'static>>, String, String),
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}
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}
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/// Infer shared state
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/// Infer shared state
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@ -80,8 +81,12 @@ impl Infer {
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let semaphore = Arc::new(Semaphore::new(max_concurrent_requests));
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let semaphore = Arc::new(Semaphore::new(max_concurrent_requests));
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let template = tokenizer_config.chat_template.map(|t| {
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let template = tokenizer_config.chat_template.map(|t| {
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let env = Box::new(Environment::new());
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let mut env = Box::new(Environment::new());
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let template_str = t.into_boxed_str();
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let template_str = t.into_boxed_str();
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fn raise_exception(err_text: String) -> Result<String, minijinja::Error> {
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Err(minijinja::Error::new(ErrorKind::SyntaxError, err_text))
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}
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env.add_function("raise_exception", raise_exception);
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// leaking env and template_str as read-only, static resources for performance.
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// leaking env and template_str as read-only, static resources for performance.
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Box::leak(env)
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Box::leak(env)
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.template_from_str(Box::leak(template_str))
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.template_from_str(Box::leak(template_str))
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@ -93,7 +98,12 @@ impl Infer {
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queue,
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queue,
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shared,
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shared,
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limit_concurrent_requests: semaphore,
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limit_concurrent_requests: semaphore,
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template,
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template: (
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template,
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// initialize bos_token and eos_token to empty strings if not provided
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tokenizer_config.bos_token.unwrap_or_default(),
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tokenizer_config.eos_token.unwrap_or_default(),
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),
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}
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}
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}
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}
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@ -149,11 +159,16 @@ impl Infer {
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/// Apply the chat template to the chat request
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/// Apply the chat template to the chat request
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#[instrument(skip_all)]
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#[instrument(skip_all)]
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pub(crate) fn apply_chat_template(&self, chat: ChatRequest) -> Result<String, InferError> {
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pub(crate) fn apply_chat_template(&self, messages: Vec<Message>) -> Result<String, InferError> {
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self.template
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let (template, bos_token, eos_token) = self.template.clone();
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template
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.as_ref()
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.as_ref()
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.ok_or_else(|| InferError::TemplateError(ErrorKind::TemplateNotFound.into()))?
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.ok_or_else(|| InferError::TemplateError(ErrorKind::TemplateNotFound.into()))?
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.render(chat)
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.render(ChatTemplateInputs {
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messages,
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eos_token,
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bos_token,
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})
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.map_err(|e| {
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.map_err(|e| {
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metrics::increment_counter!("tgi_request_failure", "err" => "template");
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metrics::increment_counter!("tgi_request_failure", "err" => "template");
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tracing::error!("{e}");
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tracing::error!("{e}");
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@ -702,3 +717,218 @@ impl InferError {
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}
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}
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}
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}
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}
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}
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// tests
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#[cfg(test)]
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mod tests {
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use crate::ChatTemplateInputs;
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use crate::Message;
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use minijinja::Environment;
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#[test]
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fn test_chat_template() {
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let env = Environment::new();
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let source = r#"
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{% for message in messages %}
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{% if message['role'] == 'system' %}
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{% if message['content']%}
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{{'### System:\n' + message['content']+'\n\n'}}
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{% endif %}
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{% elif message['role'] == 'user' %}
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{{'### User:\n' + message['content']+'\n\n'}}
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{% elif message['role'] == 'assistant' %}
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{{'### Assistant:\n' + message['content']}}
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{% endif %}
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{% if loop.last and add_generation_prompt %}
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{{ '### Assistant:\n' }}
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{% endif %}
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{% endfor %}"#;
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// trim all the whitespace
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let source = source
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.lines()
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.map(|line| line.trim())
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.collect::<Vec<&str>>()
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.join("");
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let tmpl = env.template_from_str(&source);
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let chat_template_inputs = ChatTemplateInputs {
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messages: vec![
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Message {
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role: "user".to_string(),
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content: "Hi!".to_string(),
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},
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Message {
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role: "assistant".to_string(),
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content: "Hello how can I help?".to_string(),
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},
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Message {
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role: "user".to_string(),
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content: "What is Deep Learning?".to_string(),
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},
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Message {
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role: "assistant".to_string(),
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content: "magic!".to_string(),
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},
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],
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bos_token: "[BOS]".to_string(),
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eos_token: "[EOS]".to_string(),
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};
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let result = tmpl.unwrap().render(chat_template_inputs).unwrap();
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assert_eq!(
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result,
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r#"### User:
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Hi!
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### Assistant:
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Hello how can I help?### User:
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What is Deep Learning?
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### Assistant:
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magic!"#
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);
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}
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#[test]
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fn test_chat_template_invalid_with_raise() {
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let mut env = Environment::new();
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fn raise_exception(name: String) -> Result<String, minijinja::Error> {
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Err(minijinja::Error::new(
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minijinja::ErrorKind::TemplateNotFound,
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format!("Template not found: {}", name),
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))
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}
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env.add_function("raise_exception", raise_exception);
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let source = r#"
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{{ bos_token }}
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{% for message in messages %}
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{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}
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{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}
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{% endif %}
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{% if message['role'] == 'user' %}
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{{ '[INST] ' + message['content'] + ' [/INST]' }}
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{% elif message['role'] == 'assistant' %}
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{{ message['content'] + eos_token}}
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{% else %}
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{{ raise_exception('Only user and assistant roles are supported!') }}
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{% endif %}
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{% endfor %}"#;
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// trim all the whitespace
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let source = source
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.lines()
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.map(|line| line.trim())
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.collect::<Vec<&str>>()
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.join("");
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let tmpl = env.template_from_str(&source);
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let chat_template_inputs = ChatTemplateInputs {
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messages: vec![
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Message {
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role: "user".to_string(),
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content: "Hi!".to_string(),
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},
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Message {
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role: "user".to_string(),
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content: "Hi again!".to_string(),
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},
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Message {
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role: "assistant".to_string(),
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content: "Hello how can I help?".to_string(),
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},
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Message {
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role: "user".to_string(),
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content: "What is Deep Learning?".to_string(),
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},
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Message {
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role: "assistant".to_string(),
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content: "magic!".to_string(),
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},
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],
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bos_token: "[BOS]".to_string(),
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eos_token: "[EOS]".to_string(),
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};
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let result = tmpl.unwrap().render(chat_template_inputs); //.err().unwrap();
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match result {
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Ok(_) => panic!("Should have failed"),
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Err(e) => {
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assert_eq!(
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e.to_string(),
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"template not found: Template not found: Conversation roles must alternate user/assistant/user/assistant/... (in <string>:1)"
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);
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}
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}
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}
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#[test]
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fn test_chat_template_valid_with_raise() {
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let mut env = Environment::new();
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fn raise_exception(name: String) -> Result<String, minijinja::Error> {
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Err(minijinja::Error::new(
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minijinja::ErrorKind::TemplateNotFound,
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format!("Template not found: {}", name),
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))
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}
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env.add_function("raise_exception", raise_exception);
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let source = r#"
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{{ bos_token }}
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{% for message in messages %}
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{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}
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{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}
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{% endif %}
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{% if message['role'] == 'user' %}
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{{ '[INST] ' + message['content'] + ' [/INST]' }}
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{% elif message['role'] == 'assistant' %}
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{{ message['content'] + eos_token}}
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{% else %}
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{{ raise_exception('Only user and assistant roles are supported!') }}
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{% endif %}
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{% endfor %}"#;
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// trim all the whitespace
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let source = source
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.lines()
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.map(|line| line.trim())
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.collect::<Vec<&str>>()
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.join("");
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let tmpl = env.template_from_str(&source);
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let chat_template_inputs = ChatTemplateInputs {
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messages: vec![
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Message {
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role: "user".to_string(),
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content: "Hi!".to_string(),
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},
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Message {
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role: "assistant".to_string(),
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content: "Hello how can I help?".to_string(),
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},
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Message {
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role: "user".to_string(),
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content: "What is Deep Learning?".to_string(),
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},
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Message {
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role: "assistant".to_string(),
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content: "magic!".to_string(),
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},
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],
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bos_token: "[BOS]".to_string(),
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eos_token: "[EOS]".to_string(),
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};
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let result = tmpl.unwrap().render(chat_template_inputs).unwrap();
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assert_eq!(result, "[BOS][INST] Hi! [/INST]Hello how can I help?[EOS][INST] What is Deep Learning? [/INST]magic![EOS]");
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}
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}
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@ -31,8 +31,9 @@ pub struct HubModelInfo {
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#[derive(Clone, Deserialize, Default)]
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#[derive(Clone, Deserialize, Default)]
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pub struct HubTokenizerConfig {
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pub struct HubTokenizerConfig {
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#[serde(default)]
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pub chat_template: Option<String>,
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pub chat_template: Option<String>,
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pub bos_token: Option<String>,
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pub eos_token: Option<String>,
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}
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}
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impl HubTokenizerConfig {
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impl HubTokenizerConfig {
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@ -366,6 +367,13 @@ pub(crate) struct ChatRequest {
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pub seed: Option<u64>,
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pub seed: Option<u64>,
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}
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}
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#[derive(Clone, Serialize, Deserialize)]
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pub(crate) struct ChatTemplateInputs {
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messages: Vec<Message>,
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bos_token: String,
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eos_token: String,
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}
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#[derive(Clone, Deserialize, ToSchema, Serialize)]
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#[derive(Clone, Deserialize, ToSchema, Serialize)]
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pub(crate) struct Message {
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pub(crate) struct Message {
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#[schema(example = "user")]
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#[schema(example = "user")]
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@ -2,11 +2,11 @@
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use crate::health::Health;
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use crate::health::Health;
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use crate::infer::{InferError, InferResponse, InferStreamResponse};
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use crate::infer::{InferError, InferResponse, InferStreamResponse};
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use crate::validation::ValidationError;
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use crate::validation::ValidationError;
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use crate::HubTokenizerConfig;
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use crate::{
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use crate::{
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BestOfSequence, ChatCompletion, ChatCompletionChunk, ChatRequest, CompatGenerateRequest,
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BestOfSequence, ChatCompletion, ChatCompletionChunk, ChatRequest, CompatGenerateRequest,
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Details, ErrorResponse, FinishReason, GenerateParameters, GenerateRequest, GenerateResponse,
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Details, ErrorResponse, FinishReason, GenerateParameters, GenerateRequest, GenerateResponse,
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HubModelInfo, Infer, Info, PrefillToken, StreamDetails, StreamResponse, Token, Validation,
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HubModelInfo, HubTokenizerConfig, Infer, Info, PrefillToken, StreamDetails, StreamResponse,
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Token, Validation,
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};
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};
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use axum::extract::Extension;
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use axum::extract::Extension;
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use axum::http::{HeaderMap, Method, StatusCode};
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use axum::http::{HeaderMap, Method, StatusCode};
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@ -572,7 +572,7 @@ async fn chat_completions(
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let seed = req.seed;
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let seed = req.seed;
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// apply chat template to flatten the request into a single input
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// apply chat template to flatten the request into a single input
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let inputs = match infer.apply_chat_template(req) {
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let inputs = match infer.apply_chat_template(req.messages) {
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Ok(inputs) => inputs,
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Ok(inputs) => inputs,
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Err(err) => {
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Err(err) => {
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metrics::increment_counter!("tgi_request_failure", "err" => "validation");
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metrics::increment_counter!("tgi_request_failure", "err" => "validation");
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