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feat: progress bar for add() (#3067)
## Summary
Adds progress reporting for `table.add()` so users can track large write
operations. The progress callback is available in Rust, Python (sync and
async), and through the PyO3 bindings.
### Usage
Pass `progress=True` to get an automatic tqdm bar:
```python
table.add(data, progress=True)
# 100%|██████████| 1000000/1000000 [00:12<00:00, 82345 rows/s, 45.2 MB/s | 4/4 workers]
```
Or pass a tqdm bar for more control:
```python
from tqdm import tqdm
with tqdm(unit=" rows") as pbar:
table.add(data, progress=pbar)
```
Or use a callback for custom progress handling:
```python
def on_progress(p):
print(f"{p['output_rows']}/{p['total_rows']} rows, "
f"{p['active_tasks']}/{p['total_tasks']} workers, "
f"done={p['done']}")
table.add(data, progress=on_progress)
```
In Rust:
```rust
table.add(data)
.progress(|p| println!("{}/{:?} rows", p.output_rows(), p.total_rows()))
.execute()
.await?;
```
### Details
- `WriteProgress` struct in Rust with getters for `elapsed`,
`output_rows`, `output_bytes`, `total_rows`, `active_tasks`,
`total_tasks`, and `done`. Fields are private behind getters so new
fields can be added without breaking changes.
- `WriteProgressTracker` tracks progress across parallel write tasks
using a mutex for row/byte counts and atomics for active task counts.
- Active task tracking uses an RAII guard pattern (`ActiveTaskGuard`)
that increments on creation and decrements on drop.
- For remote writes, `output_bytes` reflects IPC wire bytes rather than
in-memory Arrow size. For local writes it uses in-memory Arrow size as a
proxy (see TODO below).
- tqdm postfix displays throughput (MB/s) and worker utilization
(active/total).
- The `done` callback always fires, even on error (via `FinishOnDrop`),
so progress bars are always finalized.
### TODO
- Track actual bytes written to disk for local tables. This requires
Lance to expose a progress callback from its write path. See
lance-format/lance#6247.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
---------
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
@@ -19,7 +19,7 @@ use lancedb::table::{
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Table as LanceDbTable,
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};
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use pyo3::{
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Bound, FromPyObject, PyAny, PyRef, PyResult, Python,
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Bound, FromPyObject, Py, PyAny, PyRef, PyResult, Python,
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exceptions::{PyKeyError, PyRuntimeError, PyValueError},
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pyclass, pymethods,
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types::{IntoPyDict, PyAnyMethods, PyDict, PyDictMethods},
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@@ -299,10 +299,12 @@ impl Table {
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})
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}
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#[pyo3(signature = (data, mode, progress=None))]
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pub fn add<'a>(
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self_: PyRef<'a, Self>,
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data: PyScannable,
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mode: String,
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progress: Option<Py<PyAny>>,
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) -> PyResult<Bound<'a, PyAny>> {
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let mut op = self_.inner_ref()?.add(data);
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if mode == "append" {
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@@ -312,6 +314,81 @@ impl Table {
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} else {
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return Err(PyValueError::new_err(format!("Invalid mode: {}", mode)));
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}
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if let Some(progress_obj) = progress {
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let is_callable = Python::attach(|py| progress_obj.bind(py).is_callable());
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if is_callable {
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// Callback: call with a dict of progress info.
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op = op.progress(move |p| {
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Python::attach(|py| {
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let dict = PyDict::new(py);
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if let Err(e) = dict
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.set_item("output_rows", p.output_rows())
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.and_then(|_| dict.set_item("output_bytes", p.output_bytes()))
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.and_then(|_| dict.set_item("total_rows", p.total_rows()))
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.and_then(|_| {
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dict.set_item("elapsed_seconds", p.elapsed().as_secs_f64())
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})
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.and_then(|_| dict.set_item("active_tasks", p.active_tasks()))
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.and_then(|_| dict.set_item("total_tasks", p.total_tasks()))
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.and_then(|_| dict.set_item("done", p.done()))
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{
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log::warn!("progress dict error: {e}");
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return;
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}
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if let Err(e) = progress_obj.call1(py, (dict,)) {
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log::warn!("progress callback error: {e}");
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}
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});
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});
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} else {
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// tqdm-like: has update() method.
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let mut last_rows: usize = 0;
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let mut total_set = false;
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op = op.progress(move |p| {
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let current = p.output_rows();
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let prev = last_rows;
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last_rows = current;
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Python::attach(|py| {
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if let Some(total) = p.total_rows()
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&& !total_set
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{
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if let Err(e) = progress_obj.setattr(py, "total", total) {
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log::warn!("progress setattr error: {e}");
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}
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total_set = true;
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}
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let delta = current.saturating_sub(prev);
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if delta > 0 {
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if let Err(e) = progress_obj.call_method1(py, "update", (delta,)) {
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log::warn!("progress update error: {e}");
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}
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// Show throughput and active workers in tqdm postfix.
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let elapsed = p.elapsed().as_secs_f64();
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if elapsed > 0.0 {
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let mb_per_sec = p.output_bytes() as f64 / elapsed / 1_000_000.0;
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let postfix = format!(
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"{:.1} MB/s | {}/{} workers",
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mb_per_sec,
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p.active_tasks(),
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p.total_tasks()
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);
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if let Err(e) =
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progress_obj.call_method1(py, "set_postfix_str", (postfix,))
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{
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log::warn!("progress set_postfix_str error: {e}");
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}
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}
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}
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if p.done() {
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// Force a final refresh so the bar shows completion.
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if let Err(e) = progress_obj.call_method0(py, "refresh") {
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log::warn!("progress refresh error: {e}");
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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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future_into_py(self_.py(), async move {
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let result = op.execute().await.infer_error()?;
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