feat: multi threaded pipeline

bindings/python/py_src/tokenizers/__init__.py

@@ -88,8 +88,10 @@ class SplitDelimiterBehavior(Enum):
 
 from .tokenizers import (
     AddedToken,
+    EncodeHandle,
     Encoding,
     NormalizedString,
+    PipelineTokenizer,
     PreTokenizedString,
     Regex,
     Token,

bindings/python/src/lib.rs

@@ -28,6 +28,7 @@ mod processors;
 mod token;
 mod tokenizer;
 mod trainers;
+mod pipeline;
 mod utils;
 
 use pyo3::prelude::*;
@@ -60,6 +61,10 @@ pub mod tokenizers {
     #[pymodule_export]
     pub use super::tokenizer::PyTokenizer;
     #[pymodule_export]
+    pub use super::pipeline::PyPipelineTokenizer;
+    #[pymodule_export]
+    pub use super::pipeline::PyEncodeHandle;
+    #[pymodule_export]
     pub use super::utils::PyNormalizedString;
     #[pymodule_export]
     pub use super::utils::PyPreTokenizedString;

bindings/python/src/pipeline.rs

@@ -0,0 +1,171 @@
+//! Pipeline python bindings
+
+use std::sync::Mutex;
+
+use pyo3::exceptions;
+use pyo3::prelude::*;
+use pyo3::types::PyString;
+
+use tk::pipeline::{EncodeHandle, Inputs, IntoInputs, PipelineToken, PipelineTokenizer};
+
+use crate::error::ToPyResult;
+use crate::tokenizer::PyTokenizer;
+
+fn ids(tokens: Vec<PipelineToken>) -> Vec<u32> {
+    tokens.iter().map(|t| t.id).collect()
+}
+
+struct PyStrView {
+    ptr: *const u8,
+    len: usize,
+}
+
+/// Keep alive mechanism for zero-copy access to utf8 python strings
+struct PyStrBatch {
+    /// the keep alive ref
+    _owners: Vec<Py<PyString>>,
+    /// (ptr, len)
+    views: Vec<PyStrView>,
+}
+
+// SAFETY: the raw pointers reference CPython's cached UTF-8 buffers, which are
+// immutable and outlive the owning `Py<PyString>`s in `_owners`; the batch
+// never mutates or frees them, and pool workers only read through `get`.
+unsafe impl Send for PyStrBatch {}
+unsafe impl Sync for PyStrBatch {}
+
+impl PyStrBatch {
+    fn new(strings: Vec<Bound<'_, PyString>>) -> PyResult<Self> {
+        let mut owners = Vec::with_capacity(strings.len());
+        let mut views = Vec::with_capacity(strings.len());
+        for s in strings {
+            let view = s.to_str()?;
+            views.push(PyStrView {
+                ptr: view.as_ptr(),
+                len: view.len(),
+            });
+            owners.push(s.unbind());
+        }
+        Ok(Self {
+            _owners: owners,
+            views,
+        })
+    }
+}
+
+impl Inputs for PyStrBatch {
+    fn len(&self) -> usize {
+        self.views.len()
+    }
+
+    fn get(&self, i: usize) -> &str {
+        let (ptr, len) = (self.views[i].ptr, self.views[i].len);
+        // SAFETY: ptr is kept alive by PyStrBatch::_owners, and the underlying buffer is immutable UTF-8
+        unsafe { std::str::from_utf8_unchecked(std::slice::from_raw_parts(ptr, len)) }
+    }
+}
+
+impl IntoInputs for PyStrBatch {
+    type Inputs = PyStrBatch;
+    fn into_inputs(self) -> PyStrBatch {
+        self
+    }
+}
+
+#[pyclass(module = "tokenizers", name = "PipelineTokenizer")]
+pub struct PyPipelineTokenizer {
+    pipeline: PipelineTokenizer,
+}
+
+#[pymethods]
+impl PyPipelineTokenizer {
+    #[staticmethod]
+    fn from_tokenizer(tokenizer: &PyTokenizer) -> PyResult<Self> {
+        let json = {
+            let guard = tokenizer.read_inner()?;
+            serde_json::to_string(&*guard)
+                .map_err(|e| exceptions::PyException::new_err(format!("{e}")))?
+        };
+        let tok: tk::Tokenizer = serde_json::from_str(&json)
+            .map_err(|e| exceptions::PyException::new_err(format!("{e}")))?;
+        let pipeline = PyResult::from(ToPyResult(PipelineTokenizer::try_from(&tok)))?;
+        Ok(Self { pipeline })
+    }
+
+    #[staticmethod]
+    fn from_file(path: &str) -> PyResult<Self> {
+        let tok = PyResult::from(ToPyResult(tk::Tokenizer::from_file(path)))?;
+        let pipeline = PyResult::from(ToPyResult(PipelineTokenizer::try_from(&tok)))?;
+        Ok(Self { pipeline })
+    }
+
+    /// Encode a batch of `str`, returning an [`PyEncodeHandle`] as soon as possible:
+    /// pool workers encode in the background while you hold the job, `wait()`
+    /// for everything (returned in input order), or iterate `(index, ids)` as
+    /// each input completes. Zero-copy: the job reads the Python strings' UTF-8
+    /// buffers in place.
+    fn encode_batch(
+        &self,
+        py: Python<'_>,
+        input: Vec<Bound<'_, PyString>>,
+    ) -> PyResult<PyEncodeHandle> {
+        let batch = PyStrBatch::new(input)?;
+        // Below the cost gate the job is computed inline — release the GIL.
+        let job = py.detach(|| self.pipeline.encode(batch));
+        Ok(PyEncodeHandle {
+            job: Mutex::new(Some(job)),
+        })
+    }
+}
+
+/// An in-flight (or completed) batch encode. `wait()` blocks for all inputs and
+/// returns their ids lists in input order; iterating yields `(index, ids)` for
+/// each input as it completes (completion order, not input order — use `index`
+/// to place it). The consuming thread *assists* the pool while it waits (all
+/// with the GIL released). Dropping the job cancels unclaimed work.
+#[pyclass(module = "tokenizers", name = "EncodeHandle")]
+pub struct PyEncodeHandle {
+    job: Mutex<Option<EncodeHandle>>,
+}
+
+impl PyEncodeHandle {
+    fn take(&self) -> PyResult<EncodeHandle> {
+        self.job
+            .lock()
+            .unwrap_or_else(|e| e.into_inner())
+            .take()
+            .ok_or_else(|| exceptions::PyException::new_err("EncodeHandle already consumed"))
+    }
+}
+
+#[pymethods]
+impl PyEncodeHandle {
+    /// Block until every input is encoded, returning ids lists in input order
+    fn wait(&self, py: Python<'_>) -> PyResult<Vec<Vec<u32>>> {
+        let job = self.take()?;
+        let res = py.detach(|| job.wait_for_completion());
+        let out = PyResult::from(ToPyResult(res))?;
+        Ok(out.into_iter().map(ids).collect())
+    }
+
+    fn __iter__(slf: PyRef<'_, Self>) -> PyRef<'_, Self> {
+        slf
+    }
+
+    /// Yield `(input index, ids)` for each input as it finishes — completion
+    /// order, not input order. `index` is the position in the batch passed to
+    /// `encode_batch` (always `0` for a single input).
+    fn __next__(&self, py: Python<'_>) -> PyResult<Option<(usize, Vec<u32>)>> {
+        let next = py.detach(|| {
+            self.job
+                .lock()
+                .unwrap_or_else(|e| e.into_inner())
+                .as_mut()
+                .and_then(|j| j.next())
+        });
+        match next {
+            None => Ok(None),
+            Some((seq, res)) => Ok(Some((seq, ids(PyResult::from(ToPyResult(res))?)))),
+        }
+    }
+}