summaryrefslogtreecommitdiff
path: root/candle-examples/src/token_output_stream.rs
diff options
context:
space:
mode:
authorLaurent Mazare <laurent.mazare@gmail.com>2023-09-30 16:04:11 +0200
committerGitHub <noreply@github.com>2023-09-30 15:04:11 +0100
commit06207332bc58e20680dd1925b7d90bac51f4f21c (patch)
tree21602b4923638fcea5463cf02567865a8a7b3806 /candle-examples/src/token_output_stream.rs
parent4021272875605aa8a7196a5d08ccf901c3ea6c4b (diff)
downloadcandle-06207332bc58e20680dd1925b7d90bac51f4f21c.tar.gz
candle-06207332bc58e20680dd1925b7d90bac51f4f21c.tar.bz2
candle-06207332bc58e20680dd1925b7d90bac51f4f21c.zip
Streaming mode for reporting the generated tokens (#1007)
* Token streaming. * Use the token output stream. * Flush the output. * Ensure that the last characters get reported.
Diffstat (limited to 'candle-examples/src/token_output_stream.rs')
-rw-r--r--candle-examples/src/token_output_stream.rs74
1 files changed, 74 insertions, 0 deletions
diff --git a/candle-examples/src/token_output_stream.rs b/candle-examples/src/token_output_stream.rs
new file mode 100644
index 00000000..3d975d63
--- /dev/null
+++ b/candle-examples/src/token_output_stream.rs
@@ -0,0 +1,74 @@
+use candle::Result;
+
+/// This is a wrapper around a tokenizer to ensure that tokens can be returned to the user in a
+/// streaming way rather than having to wait for the full decoding.
+pub struct TokenOutputStream {
+ tokenizer: tokenizers::Tokenizer,
+ tokens: Vec<u32>,
+ prev_index: usize,
+ current_index: usize,
+}
+
+impl TokenOutputStream {
+ pub fn new(tokenizer: tokenizers::Tokenizer) -> Self {
+ Self {
+ tokenizer,
+ tokens: Vec::new(),
+ prev_index: 0,
+ current_index: 0,
+ }
+ }
+
+ pub fn into_inner(self) -> tokenizers::Tokenizer {
+ self.tokenizer
+ }
+
+ fn decode(&self, tokens: &[u32]) -> Result<String> {
+ match self.tokenizer.decode(tokens, true) {
+ Ok(str) => Ok(str),
+ Err(err) => candle::bail!("cannot decode: {err}"),
+ }
+ }
+
+ // https://github.com/huggingface/text-generation-inference/blob/5ba53d44a18983a4de32d122f4cb46f4a17d9ef6/server/text_generation_server/models/model.py#L68
+ pub fn next_token(&mut self, token: u32) -> Result<Option<String>> {
+ let prev_text = if self.tokens.is_empty() {
+ String::new()
+ } else {
+ let tokens = &self.tokens[self.prev_index..self.current_index];
+ self.decode(tokens)?
+ };
+ self.tokens.push(token);
+ let text = self.decode(&self.tokens[self.prev_index..])?;
+ if text.len() > prev_text.len() && text.chars().last().unwrap().is_ascii() {
+ let text = text.split_at(prev_text.len());
+ self.prev_index = self.current_index;
+ self.current_index = self.tokens.len();
+ Ok(Some(text.1.to_string()))
+ } else {
+ Ok(None)
+ }
+ }
+
+ pub fn decode_rest(&self) -> Result<String> {
+ self.decode(&self.tokens[self.prev_index..])
+ }
+
+ pub fn decode_all(&self) -> Result<String> {
+ self.decode(&self.tokens)
+ }
+
+ pub fn get_token(&self, token_s: &str) -> Option<u32> {
+ self.tokenizer.get_vocab(true).get(token_s).copied()
+ }
+
+ pub fn tokenizer(&self) -> &tokenizers::Tokenizer {
+ &self.tokenizer
+ }
+
+ pub fn clear(&mut self) {
+ self.tokens.clear();
+ self.prev_index = 0;
+ self.current_index = 0;
+ }
+}