1use super::utils::chain_error_with_input;
2use nu_engine::{ClosureEval, ClosureEvalOnce, command_prelude::*};
3use nu_protocol::{Signals, engine::Closure, shell_error::generic::GenericError};
4use rayon::prelude::*;
5use std::{
6 collections::HashMap,
7 sync::{
8 Arc, Mutex, OnceLock,
9 mpsc::{self, RecvTimeoutError},
10 },
11 time::Duration,
12};
13
14const STREAM_BUFFER_SIZE: usize = 64;
15const CTRL_C_CHECK_INTERVAL: Duration = Duration::from_millis(100);
16
17static THREAD_POOLS: OnceLock<Mutex<HashMap<usize, Arc<rayon::ThreadPool>>>> = OnceLock::new();
30
31fn lock_pool_cache(
32 head: Span,
33) -> Result<std::sync::MutexGuard<'static, HashMap<usize, Arc<rayon::ThreadPool>>>, ShellError> {
34 let pools = THREAD_POOLS.get_or_init(|| Mutex::new(HashMap::new()));
35 pools.lock().map_err(|e| {
36 ShellError::Generic(GenericError::new(
37 "Error locking thread pool cache",
38 e.to_string(),
39 head,
40 ))
41 })
42}
43
44fn build_pool(num_threads: usize, head: Span) -> Result<Arc<rayon::ThreadPool>, ShellError> {
45 rayon::ThreadPoolBuilder::new()
46 .num_threads(num_threads)
47 .build()
48 .map(Arc::new)
49 .map_err(|e| {
50 ShellError::Generic(GenericError::new(
51 "Error creating thread pool",
52 e.to_string(),
53 head,
54 ))
55 })
56}
57
58fn create_pool(num_threads: usize, head: Span) -> Result<Arc<rayon::ThreadPool>, ShellError> {
70 if rayon::current_thread_index().is_some() {
72 return build_pool(num_threads, head);
74 }
75
76 {
77 let pools = lock_pool_cache(head)?;
78 if let Some(pool) = pools.get(&num_threads) {
79 return Ok(pool.clone());
80 }
81 }
82
83 let built = build_pool(num_threads, head)?;
84
85 let mut pools = lock_pool_cache(head)?;
86 Ok(pools.entry(num_threads).or_insert(built).clone())
88}
89
90#[derive(Clone)]
91pub struct ParEach;
92
93impl Command for ParEach {
94 fn name(&self) -> &str {
95 "par-each"
96 }
97
98 fn description(&self) -> &str {
99 "Run a closure on each row of the input list in parallel, creating a new list with the results."
100 }
101
102 fn extra_description(&self) -> &str {
103 " Uses a dedicated thread pool (reused across top-level calls; sized by --threads when set). Nested par-each calls use a private pool so they cannot deadlock on the outer pool."
104 }
105
106 fn signature(&self) -> nu_protocol::Signature {
107 Signature::build("par-each")
108 .input_output_types(vec![
109 (
110 Type::List(Box::new(Type::Any)),
111 Type::List(Box::new(Type::Any)),
112 ),
113 (Type::table(), Type::List(Box::new(Type::Any))),
114 (Type::Any, Type::Any),
115 ])
116 .named(
117 "threads",
118 SyntaxShape::Int,
119 "The number of threads to use.",
120 Some('t'),
121 )
122 .switch(
123 "keep-order",
124 "Keep sequence of output same as the order of input.",
125 Some('k'),
126 )
127 .required(
128 "closure",
129 SyntaxShape::Closure(Some(vec![SyntaxShape::Any])),
130 "The closure to run.",
131 )
132 .allow_variants_without_examples(true)
133 .category(Category::Filters)
134 }
135
136 fn examples(&self) -> Vec<Example<'_>> {
137 vec![
138 Example {
139 example: "[1 2 3] | par-each {|e| $e * 2 }",
140 description: "Multiplies each number. Note that the list will become arbitrarily disordered.",
141 result: None,
142 },
143 Example {
144 example: "[1 2 3] | par-each --keep-order {|e| $e * 2 }",
145 description: "Multiplies each number, keeping an original order.",
146 result: Some(Value::test_list(vec![
147 Value::test_int(2),
148 Value::test_int(4),
149 Value::test_int(6),
150 ])),
151 },
152 Example {
153 example: "1..3 | enumerate | par-each {|p| update item ($p.item * 2)} | sort-by item | get item",
154 description: "Enumerate and sort-by can be used to reconstruct the original order.",
155 result: Some(Value::test_list(vec![
156 Value::test_int(2),
157 Value::test_int(4),
158 Value::test_int(6),
159 ])),
160 },
161 Example {
162 example: "[foo bar baz] | par-each {|e| $e + '!' } | sort",
163 description: "Output can still be sorted afterward.",
164 result: Some(Value::test_list(vec![
165 Value::test_string("bar!"),
166 Value::test_string("baz!"),
167 Value::test_string("foo!"),
168 ])),
169 },
170 Example {
171 example: r#"[1 2 3] | enumerate | par-each { |e| if $e.item == 2 { $"found 2 at ($e.index)!"} }"#,
172 description: "Iterate over each element, producing a list showing indexes of any 2s.",
173 result: Some(Value::test_list(vec![Value::test_string("found 2 at 1!")])),
174 },
175 ]
176 }
177
178 fn run(
179 &self,
180 engine_state: &EngineState,
181 stack: &mut Stack,
182 call: &Call,
183 input: PipelineData,
184 ) -> Result<PipelineData, ShellError> {
185 let head = call.head;
186 let closure: Closure = call.req(engine_state, stack, 0)?;
187 let threads: Option<usize> = call.get_flag(engine_state, stack, "threads")?;
188 let max_threads = threads.unwrap_or(0);
189 let keep_order = call.has_flag(engine_state, stack, "keep-order")?;
190 let signals = engine_state.signals().clone();
191
192 if matches!(&input, PipelineData::Value(Value::Custom { val, .. }, _) if val.type_name() == "matrix")
193 {
194 return Err(ShellError::Generic(
195 nu_protocol::shell_error::generic::GenericError::new(
196 "Unsupported type",
197 "Use `matrix map` for element-wise operations.",
198 call.head,
199 ),
200 ));
201 }
202
203 let mut input = input.into_stream_or_original(engine_state);
204 let metadata = input.take_metadata();
205
206 let apply_order = |mut vec: Vec<(usize, Value)>| {
208 if keep_order {
209 vec.par_sort_unstable_by_key(|(index, _)| *index);
212 }
213
214 vec.into_iter().map(|(_, val)| val)
215 };
216
217 match input {
218 PipelineData::Empty => Ok(PipelineData::empty()),
219 PipelineData::Value(value, ..) => {
220 let span = value.span();
221 match value {
222 Value::List { vals, .. } => {
223 let pool = create_pool(max_threads, head)?;
224 if keep_order {
225 Ok(pool.install(|| {
226 let par_iter = vals.into_owned().into_par_iter().enumerate();
227 let mapped =
228 parallel_closure_map(engine_state, stack, &closure, par_iter);
229 apply_order(mapped.collect())
230 .into_pipeline_data(span, signals.clone())
231 }))
232 } else {
233 let par_iter = vals.into_owned().into_par_iter();
234 Ok(stream_parallel_values(
235 engine_state,
236 stack,
237 closure.clone(),
238 pool,
239 span,
240 signals.clone(),
241 par_iter,
242 ))
243 }
244 }
245 Value::Range { val, .. } => {
246 let pool = create_pool(max_threads, head)?;
247 if keep_order {
248 Ok(pool.install(|| {
249 let par_iter = val
250 .into_range_iter(span, signals.clone())
251 .enumerate()
252 .par_bridge();
253 let mapped =
254 parallel_closure_map(engine_state, stack, &closure, par_iter);
255 apply_order(mapped.collect())
256 .into_pipeline_data(span, signals.clone())
257 }))
258 } else {
259 let par_iter = val.into_range_iter(span, signals.clone()).par_bridge();
260 Ok(stream_parallel_values(
261 engine_state,
262 stack,
263 closure.clone(),
264 pool,
265 span,
266 signals.clone(),
267 par_iter,
268 ))
269 }
270 }
271 value => {
274 ClosureEvalOnce::new(engine_state, stack, closure).run_with_value(value)
275 }
276 }
277 }
278 PipelineData::ListStream(stream, ..) => {
279 let pool = create_pool(max_threads, head)?;
280 if keep_order {
281 Ok(pool.install(|| {
282 let par_iter = stream.into_iter().enumerate().par_bridge();
283 let mapped = parallel_closure_map(engine_state, stack, &closure, par_iter);
284 apply_order(mapped.collect()).into_pipeline_data(head, signals.clone())
285 }))
286 } else {
287 let par_iter = stream.into_iter().par_bridge();
288 Ok(stream_parallel_values(
289 engine_state,
290 stack,
291 closure.clone(),
292 pool,
293 head,
294 signals.clone(),
295 par_iter,
296 ))
297 }
298 }
299 PipelineData::ByteStream(stream, ..) => {
300 if let Some(chunks) = stream.chunks() {
301 let pool = create_pool(max_threads, head)?;
302 if keep_order {
303 Ok(pool.install(|| {
304 let par_iter = chunks
305 .enumerate()
306 .map(move |(idx, val)| {
307 (idx, val.unwrap_or_else(|err| Value::error(err, head)))
308 })
309 .par_bridge();
310 let mapped =
311 parallel_closure_map(engine_state, stack, &closure, par_iter);
312 apply_order(mapped.collect()).into_pipeline_data(head, signals.clone())
313 }))
314 } else {
315 let par_iter = chunks
316 .map(move |val| val.unwrap_or_else(|err| Value::error(err, head)))
317 .par_bridge();
318 Ok(stream_parallel_values(
319 engine_state,
320 stack,
321 closure.clone(),
322 pool,
323 head,
324 signals.clone(),
325 par_iter,
326 ))
327 }
328 } else {
329 Ok(PipelineData::empty())
330 }
331 }
332 }
333 .and_then(|x| x.filter(|v| !v.is_nothing(), engine_state.signals()))
334 .map(|data| data.set_metadata(metadata))
335 }
336}
337
338fn stream_parallel_values(
339 engine_state: &EngineState,
340 stack: &Stack,
341 closure: Closure,
342 pool: Arc<rayon::ThreadPool>,
343 span: Span,
344 signals: Signals,
345 input: impl ParallelIterator<Item = Value> + 'static,
346) -> PipelineData {
347 let (tx, rx) = mpsc::sync_channel(STREAM_BUFFER_SIZE);
348 let worker_engine_state = engine_state.clone();
349 let worker_stack = stack.captures_to_stack(closure.captures.clone());
352 let worker_signals = signals.clone();
353
354 pool.spawn(move || {
358 let map_signals = worker_signals.clone();
359 let send_signals = worker_signals.clone();
360
361 let _ = input
362 .map_init(
363 move || ClosureEval::new(&worker_engine_state, &worker_stack, closure.clone()),
364 move |closure_eval, value| {
365 if map_signals.interrupted() {
366 return Err(());
367 }
368
369 let value = run_closure_on_value(closure_eval, value);
370
371 if map_signals.interrupted() {
372 Err(())
373 } else {
374 Ok(value)
375 }
376 },
377 )
378 .try_for_each(move |value| match value {
379 Ok(value) => {
380 if send_signals.interrupted() {
381 Err(())
382 } else {
383 tx.send(value).map_err(|_| ())
384 }
385 }
386 Err(()) => Err(()),
387 });
388 });
389
390 ReceiverIter::new(rx, signals).into_pipeline_data(span, Signals::empty())
391}
392
393struct ReceiverIter {
395 receiver: mpsc::Receiver<Value>,
396 signals: Signals,
397}
398
399impl ReceiverIter {
400 fn new(receiver: mpsc::Receiver<Value>, signals: Signals) -> Self {
401 Self { receiver, signals }
402 }
403}
404
405impl Iterator for ReceiverIter {
406 type Item = Value;
407
408 fn next(&mut self) -> Option<Self::Item> {
409 loop {
410 if self.signals.interrupted() {
411 return None;
412 }
413
414 match self.receiver.recv_timeout(CTRL_C_CHECK_INTERVAL) {
415 Ok(value) => return Some(value),
416 Err(RecvTimeoutError::Timeout) => {}
417 Err(RecvTimeoutError::Disconnected) => return None,
418 }
419 }
420 }
421}
422
423fn run_closure_on_value(closure_eval: &mut ClosureEval, value: Value) -> Value {
424 let span = value.span();
425 let is_error = value.is_error();
426
427 closure_eval
428 .run_with_value(value)
429 .and_then(|data| data.into_value(span))
430 .unwrap_or_else(|err| Value::error(chain_error_with_input(err, is_error, span), span))
431}
432
433fn parallel_closure_map(
434 engine_state: &EngineState,
435 stack: &mut Stack,
436 closure: &Closure,
437 input: impl ParallelIterator<Item = (usize, Value)>,
438) -> impl ParallelIterator<Item = (usize, Value)> {
439 input.map_init(
440 move || ClosureEval::new(engine_state, stack, closure.clone()),
441 |closure_eval, (index, value)| {
442 let value = run_closure_on_value(closure_eval, value);
443
444 (index, value)
445 },
446 )
447}
448
449#[cfg(test)]
450mod test {
451 use super::*;
452
453 #[test]
454 fn test_examples() -> nu_test_support::Result {
455 nu_test_support::test().examples(ParEach)
456 }
457}