1mod completion_diff_element;
2mod init;
3mod input_excerpt;
4mod license_detection;
5mod onboarding_modal;
6mod onboarding_telemetry;
7mod rate_completion_modal;
8
9pub(crate) use completion_diff_element::*;
10use db::kvp::{Dismissable, KEY_VALUE_STORE};
11use edit_prediction::DataCollectionState;
12pub use init::*;
13use license_detection::LICENSE_FILES_TO_CHECK;
14pub use license_detection::is_license_eligible_for_data_collection;
15pub use rate_completion_modal::*;
16
17use anyhow::{Context as _, Result, anyhow};
18use arrayvec::ArrayVec;
19use client::{Client, EditPredictionUsage, UserStore};
20use cloud_llm_client::{
21 AcceptEditPredictionBody, EXPIRED_LLM_TOKEN_HEADER_NAME, MINIMUM_REQUIRED_VERSION_HEADER_NAME,
22 PredictEditsBody, PredictEditsGitInfo, PredictEditsResponse, ZED_VERSION_HEADER_NAME,
23};
24use collections::{HashMap, HashSet, VecDeque};
25use futures::AsyncReadExt;
26use gpui::{
27 App, AppContext as _, AsyncApp, Context, Entity, EntityId, Global, SemanticVersion,
28 Subscription, Task, WeakEntity, actions,
29};
30use http_client::{AsyncBody, HttpClient, Method, Request, Response};
31use input_excerpt::excerpt_for_cursor_position;
32use language::{
33 Anchor, Buffer, BufferSnapshot, EditPreview, OffsetRangeExt, ToOffset, ToPoint, text_diff,
34};
35use language_model::{LlmApiToken, RefreshLlmTokenListener};
36use postage::watch;
37use project::{Project, ProjectPath};
38use release_channel::AppVersion;
39use settings::WorktreeId;
40use std::str::FromStr;
41use std::{
42 borrow::Cow,
43 cmp,
44 fmt::Write,
45 future::Future,
46 mem,
47 ops::Range,
48 path::Path,
49 rc::Rc,
50 sync::Arc,
51 time::{Duration, Instant},
52};
53use telemetry_events::EditPredictionRating;
54use thiserror::Error;
55use util::ResultExt;
56use uuid::Uuid;
57use workspace::Workspace;
58use workspace::notifications::{ErrorMessagePrompt, NotificationId};
59use worktree::Worktree;
60
61const CURSOR_MARKER: &'static str = "<|user_cursor_is_here|>";
62const START_OF_FILE_MARKER: &'static str = "<|start_of_file|>";
63const EDITABLE_REGION_START_MARKER: &'static str = "<|editable_region_start|>";
64const EDITABLE_REGION_END_MARKER: &'static str = "<|editable_region_end|>";
65const BUFFER_CHANGE_GROUPING_INTERVAL: Duration = Duration::from_secs(1);
66const ZED_PREDICT_DATA_COLLECTION_CHOICE: &str = "zed_predict_data_collection_choice";
67
68const MAX_CONTEXT_TOKENS: usize = 150;
69const MAX_REWRITE_TOKENS: usize = 350;
70const MAX_EVENT_TOKENS: usize = 500;
71
72/// Maximum number of events to track.
73const MAX_EVENT_COUNT: usize = 16;
74
75actions!(
76 edit_prediction,
77 [
78 /// Clears the edit prediction history.
79 ClearHistory
80 ]
81);
82
83#[derive(Copy, Clone, Default, Debug, PartialEq, Eq, Hash)]
84pub struct EditPredictionId(Uuid);
85
86impl From<EditPredictionId> for gpui::ElementId {
87 fn from(value: EditPredictionId) -> Self {
88 gpui::ElementId::Uuid(value.0)
89 }
90}
91
92impl std::fmt::Display for EditPredictionId {
93 fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
94 write!(f, "{}", self.0)
95 }
96}
97
98struct ZedPredictUpsell;
99
100impl Dismissable for ZedPredictUpsell {
101 const KEY: &'static str = "dismissed-edit-predict-upsell";
102
103 fn dismissed() -> bool {
104 // To make this backwards compatible with older versions of Zed, we
105 // check if the user has seen the previous Edit Prediction Onboarding
106 // before, by checking the data collection choice which was written to
107 // the database once the user clicked on "Accept and Enable"
108 if KEY_VALUE_STORE
109 .read_kvp(ZED_PREDICT_DATA_COLLECTION_CHOICE)
110 .log_err()
111 .map_or(false, |s| s.is_some())
112 {
113 return true;
114 }
115
116 KEY_VALUE_STORE
117 .read_kvp(Self::KEY)
118 .log_err()
119 .map_or(false, |s| s.is_some())
120 }
121}
122
123pub fn should_show_upsell_modal(user_store: &Entity<UserStore>, cx: &App) -> bool {
124 if user_store.read(cx).has_accepted_terms_of_service() {
125 !ZedPredictUpsell::dismissed()
126 } else {
127 true
128 }
129}
130
131#[derive(Clone)]
132struct ZetaGlobal(Entity<Zeta>);
133
134impl Global for ZetaGlobal {}
135
136#[derive(Clone)]
137pub struct EditPrediction {
138 id: EditPredictionId,
139 path: Arc<Path>,
140 excerpt_range: Range<usize>,
141 cursor_offset: usize,
142 edits: Arc<[(Range<Anchor>, String)]>,
143 snapshot: BufferSnapshot,
144 edit_preview: EditPreview,
145 input_outline: Arc<str>,
146 input_events: Arc<str>,
147 input_excerpt: Arc<str>,
148 output_excerpt: Arc<str>,
149 buffer_snapshotted_at: Instant,
150 response_received_at: Instant,
151}
152
153impl EditPrediction {
154 fn latency(&self) -> Duration {
155 self.response_received_at
156 .duration_since(self.buffer_snapshotted_at)
157 }
158
159 fn interpolate(&self, new_snapshot: &BufferSnapshot) -> Option<Vec<(Range<Anchor>, String)>> {
160 interpolate(&self.snapshot, new_snapshot, self.edits.clone())
161 }
162}
163
164fn interpolate(
165 old_snapshot: &BufferSnapshot,
166 new_snapshot: &BufferSnapshot,
167 current_edits: Arc<[(Range<Anchor>, String)]>,
168) -> Option<Vec<(Range<Anchor>, String)>> {
169 let mut edits = Vec::new();
170
171 let mut model_edits = current_edits.into_iter().peekable();
172 for user_edit in new_snapshot.edits_since::<usize>(&old_snapshot.version) {
173 while let Some((model_old_range, _)) = model_edits.peek() {
174 let model_old_range = model_old_range.to_offset(old_snapshot);
175 if model_old_range.end < user_edit.old.start {
176 let (model_old_range, model_new_text) = model_edits.next().unwrap();
177 edits.push((model_old_range.clone(), model_new_text.clone()));
178 } else {
179 break;
180 }
181 }
182
183 if let Some((model_old_range, model_new_text)) = model_edits.peek() {
184 let model_old_offset_range = model_old_range.to_offset(old_snapshot);
185 if user_edit.old == model_old_offset_range {
186 let user_new_text = new_snapshot
187 .text_for_range(user_edit.new.clone())
188 .collect::<String>();
189
190 if let Some(model_suffix) = model_new_text.strip_prefix(&user_new_text) {
191 if !model_suffix.is_empty() {
192 let anchor = old_snapshot.anchor_after(user_edit.old.end);
193 edits.push((anchor..anchor, model_suffix.to_string()));
194 }
195
196 model_edits.next();
197 continue;
198 }
199 }
200 }
201
202 return None;
203 }
204
205 edits.extend(model_edits.cloned());
206
207 if edits.is_empty() { None } else { Some(edits) }
208}
209
210impl std::fmt::Debug for EditPrediction {
211 fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
212 f.debug_struct("EditPrediction")
213 .field("id", &self.id)
214 .field("path", &self.path)
215 .field("edits", &self.edits)
216 .finish_non_exhaustive()
217 }
218}
219
220pub struct Zeta {
221 workspace: Option<WeakEntity<Workspace>>,
222 client: Arc<Client>,
223 events: VecDeque<Event>,
224 registered_buffers: HashMap<gpui::EntityId, RegisteredBuffer>,
225 shown_completions: VecDeque<EditPrediction>,
226 rated_completions: HashSet<EditPredictionId>,
227 data_collection_choice: Entity<DataCollectionChoice>,
228 llm_token: LlmApiToken,
229 _llm_token_subscription: Subscription,
230 /// Whether an update to a newer version of Zed is required to continue using Zeta.
231 update_required: bool,
232 user_store: Entity<UserStore>,
233 license_detection_watchers: HashMap<WorktreeId, Rc<LicenseDetectionWatcher>>,
234}
235
236impl Zeta {
237 pub fn global(cx: &mut App) -> Option<Entity<Self>> {
238 cx.try_global::<ZetaGlobal>().map(|global| global.0.clone())
239 }
240
241 pub fn register(
242 workspace: Option<WeakEntity<Workspace>>,
243 worktree: Option<Entity<Worktree>>,
244 client: Arc<Client>,
245 user_store: Entity<UserStore>,
246 cx: &mut App,
247 ) -> Entity<Self> {
248 let this = Self::global(cx).unwrap_or_else(|| {
249 let entity = cx.new(|cx| Self::new(workspace, client, user_store, cx));
250 cx.set_global(ZetaGlobal(entity.clone()));
251 entity
252 });
253
254 this.update(cx, move |this, cx| {
255 if let Some(worktree) = worktree {
256 worktree.update(cx, |worktree, cx| {
257 this.license_detection_watchers
258 .entry(worktree.id())
259 .or_insert_with(|| Rc::new(LicenseDetectionWatcher::new(worktree, cx)));
260 });
261 }
262 });
263
264 this
265 }
266
267 pub fn clear_history(&mut self) {
268 self.events.clear();
269 }
270
271 pub fn usage(&self, cx: &App) -> Option<EditPredictionUsage> {
272 self.user_store.read(cx).edit_prediction_usage()
273 }
274
275 fn new(
276 workspace: Option<WeakEntity<Workspace>>,
277 client: Arc<Client>,
278 user_store: Entity<UserStore>,
279 cx: &mut Context<Self>,
280 ) -> Self {
281 let refresh_llm_token_listener = RefreshLlmTokenListener::global(cx);
282
283 let data_collection_choice = Self::load_data_collection_choices();
284 let data_collection_choice = cx.new(|_| data_collection_choice);
285
286 Self {
287 workspace,
288 client,
289 events: VecDeque::new(),
290 shown_completions: VecDeque::new(),
291 rated_completions: HashSet::default(),
292 registered_buffers: HashMap::default(),
293 data_collection_choice,
294 llm_token: LlmApiToken::default(),
295 _llm_token_subscription: cx.subscribe(
296 &refresh_llm_token_listener,
297 |this, _listener, _event, cx| {
298 let client = this.client.clone();
299 let llm_token = this.llm_token.clone();
300 cx.spawn(async move |_this, _cx| {
301 llm_token.refresh(&client).await?;
302 anyhow::Ok(())
303 })
304 .detach_and_log_err(cx);
305 },
306 ),
307 update_required: false,
308 license_detection_watchers: HashMap::default(),
309 user_store,
310 }
311 }
312
313 fn push_event(&mut self, event: Event) {
314 if let Some(Event::BufferChange {
315 new_snapshot: last_new_snapshot,
316 timestamp: last_timestamp,
317 ..
318 }) = self.events.back_mut()
319 {
320 // Coalesce edits for the same buffer when they happen one after the other.
321 let Event::BufferChange {
322 old_snapshot,
323 new_snapshot,
324 timestamp,
325 } = &event;
326
327 if timestamp.duration_since(*last_timestamp) <= BUFFER_CHANGE_GROUPING_INTERVAL
328 && old_snapshot.remote_id() == last_new_snapshot.remote_id()
329 && old_snapshot.version == last_new_snapshot.version
330 {
331 *last_new_snapshot = new_snapshot.clone();
332 *last_timestamp = *timestamp;
333 return;
334 }
335 }
336
337 self.events.push_back(event);
338 if self.events.len() >= MAX_EVENT_COUNT {
339 // These are halved instead of popping to improve prompt caching.
340 self.events.drain(..MAX_EVENT_COUNT / 2);
341 }
342 }
343
344 pub fn register_buffer(&mut self, buffer: &Entity<Buffer>, cx: &mut Context<Self>) {
345 let buffer_id = buffer.entity_id();
346 let weak_buffer = buffer.downgrade();
347
348 if let std::collections::hash_map::Entry::Vacant(entry) =
349 self.registered_buffers.entry(buffer_id)
350 {
351 let snapshot = buffer.read(cx).snapshot();
352
353 entry.insert(RegisteredBuffer {
354 snapshot,
355 _subscriptions: [
356 cx.subscribe(buffer, move |this, buffer, event, cx| {
357 this.handle_buffer_event(buffer, event, cx);
358 }),
359 cx.observe_release(buffer, move |this, _buffer, _cx| {
360 this.registered_buffers.remove(&weak_buffer.entity_id());
361 }),
362 ],
363 });
364 };
365 }
366
367 fn handle_buffer_event(
368 &mut self,
369 buffer: Entity<Buffer>,
370 event: &language::BufferEvent,
371 cx: &mut Context<Self>,
372 ) {
373 if let language::BufferEvent::Edited = event {
374 self.report_changes_for_buffer(&buffer, cx);
375 }
376 }
377
378 fn request_completion_impl<F, R>(
379 &mut self,
380 workspace: Option<Entity<Workspace>>,
381 project: Option<&Entity<Project>>,
382 buffer: &Entity<Buffer>,
383 cursor: language::Anchor,
384 can_collect_data: bool,
385 cx: &mut Context<Self>,
386 perform_predict_edits: F,
387 ) -> Task<Result<Option<EditPrediction>>>
388 where
389 F: FnOnce(PerformPredictEditsParams) -> R + 'static,
390 R: Future<Output = Result<(PredictEditsResponse, Option<EditPredictionUsage>)>>
391 + Send
392 + 'static,
393 {
394 let buffer = buffer.clone();
395 let buffer_snapshotted_at = Instant::now();
396 let snapshot = self.report_changes_for_buffer(&buffer, cx);
397 let zeta = cx.entity();
398 let events = self.events.clone();
399 let client = self.client.clone();
400 let llm_token = self.llm_token.clone();
401 let app_version = AppVersion::global(cx);
402
403 let git_info = if let (true, Some(project), Some(file)) =
404 (can_collect_data, project, snapshot.file())
405 {
406 git_info_for_file(project, &ProjectPath::from_file(file.as_ref(), cx), cx)
407 } else {
408 None
409 };
410
411 let full_path: Arc<Path> = snapshot
412 .file()
413 .map(|f| Arc::from(f.full_path(cx).as_path()))
414 .unwrap_or_else(|| Arc::from(Path::new("untitled")));
415 let full_path_str = full_path.to_string_lossy().to_string();
416 let cursor_point = cursor.to_point(&snapshot);
417 let cursor_offset = cursor_point.to_offset(&snapshot);
418 let make_events_prompt = move || prompt_for_events(&events, MAX_EVENT_TOKENS);
419 let gather_task = gather_context(
420 project,
421 full_path_str,
422 &snapshot,
423 cursor_point,
424 make_events_prompt,
425 can_collect_data,
426 git_info,
427 cx,
428 );
429
430 cx.spawn(async move |this, cx| {
431 let GatherContextOutput {
432 body,
433 editable_range,
434 } = gather_task.await?;
435
436 log::debug!(
437 "Events:\n{}\nExcerpt:\n{:?}",
438 body.input_events,
439 body.input_excerpt
440 );
441
442 let input_outline = body.outline.clone().unwrap_or_default();
443 let input_events = body.input_events.clone();
444 let input_excerpt = body.input_excerpt.clone();
445
446 let response = perform_predict_edits(PerformPredictEditsParams {
447 client,
448 llm_token,
449 app_version,
450 body,
451 })
452 .await;
453 let (response, usage) = match response {
454 Ok(response) => response,
455 Err(err) => {
456 if err.is::<ZedUpdateRequiredError>() {
457 cx.update(|cx| {
458 zeta.update(cx, |zeta, _cx| {
459 zeta.update_required = true;
460 });
461
462 if let Some(workspace) = workspace {
463 workspace.update(cx, |workspace, cx| {
464 workspace.show_notification(
465 NotificationId::unique::<ZedUpdateRequiredError>(),
466 cx,
467 |cx| {
468 cx.new(|cx| {
469 ErrorMessagePrompt::new(err.to_string(), cx)
470 .with_link_button(
471 "Update Zed",
472 "https://zed.dev/releases",
473 )
474 })
475 },
476 );
477 });
478 }
479 })
480 .ok();
481 }
482
483 return Err(err);
484 }
485 };
486
487 log::debug!("completion response: {}", &response.output_excerpt);
488
489 if let Some(usage) = usage {
490 this.update(cx, |this, cx| {
491 this.user_store.update(cx, |user_store, cx| {
492 user_store.update_edit_prediction_usage(usage, cx);
493 });
494 })
495 .ok();
496 }
497
498 Self::process_completion_response(
499 response,
500 buffer,
501 &snapshot,
502 editable_range,
503 cursor_offset,
504 full_path,
505 input_outline,
506 input_events,
507 input_excerpt,
508 buffer_snapshotted_at,
509 &cx,
510 )
511 .await
512 })
513 }
514
515 // Generates several example completions of various states to fill the Zeta completion modal
516 #[cfg(any(test, feature = "test-support"))]
517 pub fn fill_with_fake_completions(&mut self, cx: &mut Context<Self>) -> Task<()> {
518 use language::Point;
519
520 let test_buffer_text = indoc::indoc! {r#"a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
521 And maybe a short line
522
523 Then a few lines
524
525 and then another
526 "#};
527
528 let project = None;
529 let buffer = cx.new(|cx| Buffer::local(test_buffer_text, cx));
530 let position = buffer.read(cx).anchor_before(Point::new(1, 0));
531
532 let completion_tasks = vec![
533 self.fake_completion(
534 project,
535 &buffer,
536 position,
537 PredictEditsResponse {
538 request_id: Uuid::parse_str("e7861db5-0cea-4761-b1c5-ad083ac53a80").unwrap(),
539 output_excerpt: format!("{EDITABLE_REGION_START_MARKER}
540a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
541[here's an edit]
542And maybe a short line
543Then a few lines
544and then another
545{EDITABLE_REGION_END_MARKER}
546 ", ),
547 },
548 cx,
549 ),
550 self.fake_completion(
551 project,
552 &buffer,
553 position,
554 PredictEditsResponse {
555 request_id: Uuid::parse_str("077c556a-2c49-44e2-bbc6-dafc09032a5e").unwrap(),
556 output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
557a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
558And maybe a short line
559[and another edit]
560Then a few lines
561and then another
562{EDITABLE_REGION_END_MARKER}
563 "#),
564 },
565 cx,
566 ),
567 self.fake_completion(
568 project,
569 &buffer,
570 position,
571 PredictEditsResponse {
572 request_id: Uuid::parse_str("df8c7b23-3d1d-4f99-a306-1f6264a41277").unwrap(),
573 output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
574a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
575And maybe a short line
576
577Then a few lines
578
579and then another
580{EDITABLE_REGION_END_MARKER}
581 "#),
582 },
583 cx,
584 ),
585 self.fake_completion(
586 project,
587 &buffer,
588 position,
589 PredictEditsResponse {
590 request_id: Uuid::parse_str("c743958d-e4d8-44a8-aa5b-eb1e305c5f5c").unwrap(),
591 output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
592a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
593And maybe a short line
594
595Then a few lines
596
597and then another
598{EDITABLE_REGION_END_MARKER}
599 "#),
600 },
601 cx,
602 ),
603 self.fake_completion(
604 project,
605 &buffer,
606 position,
607 PredictEditsResponse {
608 request_id: Uuid::parse_str("ff5cd7ab-ad06-4808-986e-d3391e7b8355").unwrap(),
609 output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
610a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
611And maybe a short line
612Then a few lines
613[a third completion]
614and then another
615{EDITABLE_REGION_END_MARKER}
616 "#),
617 },
618 cx,
619 ),
620 self.fake_completion(
621 project,
622 &buffer,
623 position,
624 PredictEditsResponse {
625 request_id: Uuid::parse_str("83cafa55-cdba-4b27-8474-1865ea06be94").unwrap(),
626 output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
627a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
628And maybe a short line
629and then another
630[fourth completion example]
631{EDITABLE_REGION_END_MARKER}
632 "#),
633 },
634 cx,
635 ),
636 self.fake_completion(
637 project,
638 &buffer,
639 position,
640 PredictEditsResponse {
641 request_id: Uuid::parse_str("d5bd3afd-8723-47c7-bd77-15a3a926867b").unwrap(),
642 output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
643a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
644And maybe a short line
645Then a few lines
646and then another
647[fifth and final completion]
648{EDITABLE_REGION_END_MARKER}
649 "#),
650 },
651 cx,
652 ),
653 ];
654
655 cx.spawn(async move |zeta, cx| {
656 for task in completion_tasks {
657 task.await.unwrap();
658 }
659
660 zeta.update(cx, |zeta, _cx| {
661 zeta.shown_completions.get_mut(2).unwrap().edits = Arc::new([]);
662 zeta.shown_completions.get_mut(3).unwrap().edits = Arc::new([]);
663 })
664 .ok();
665 })
666 }
667
668 #[cfg(any(test, feature = "test-support"))]
669 pub fn fake_completion(
670 &mut self,
671 project: Option<&Entity<Project>>,
672 buffer: &Entity<Buffer>,
673 position: language::Anchor,
674 response: PredictEditsResponse,
675 cx: &mut Context<Self>,
676 ) -> Task<Result<Option<EditPrediction>>> {
677 use std::future::ready;
678
679 self.request_completion_impl(None, project, buffer, position, false, cx, |_params| {
680 ready(Ok((response, None)))
681 })
682 }
683
684 pub fn request_completion(
685 &mut self,
686 project: Option<&Entity<Project>>,
687 buffer: &Entity<Buffer>,
688 position: language::Anchor,
689 can_collect_data: bool,
690 cx: &mut Context<Self>,
691 ) -> Task<Result<Option<EditPrediction>>> {
692 let workspace = self
693 .workspace
694 .as_ref()
695 .and_then(|workspace| workspace.upgrade());
696 self.request_completion_impl(
697 workspace,
698 project,
699 buffer,
700 position,
701 can_collect_data,
702 cx,
703 Self::perform_predict_edits,
704 )
705 }
706
707 pub fn perform_predict_edits(
708 params: PerformPredictEditsParams,
709 ) -> impl Future<Output = Result<(PredictEditsResponse, Option<EditPredictionUsage>)>> {
710 async move {
711 let PerformPredictEditsParams {
712 client,
713 llm_token,
714 app_version,
715 body,
716 ..
717 } = params;
718
719 let http_client = client.http_client();
720 let mut token = llm_token.acquire(&client).await?;
721 let mut did_retry = false;
722
723 loop {
724 let request_builder = http_client::Request::builder().method(Method::POST);
725 let request_builder =
726 if let Ok(predict_edits_url) = std::env::var("ZED_PREDICT_EDITS_URL") {
727 request_builder.uri(predict_edits_url)
728 } else {
729 request_builder.uri(
730 http_client
731 .build_zed_llm_url("/predict_edits/v2", &[])?
732 .as_ref(),
733 )
734 };
735 let request = request_builder
736 .header("Content-Type", "application/json")
737 .header("Authorization", format!("Bearer {}", token))
738 .header(ZED_VERSION_HEADER_NAME, app_version.to_string())
739 .body(serde_json::to_string(&body)?.into())?;
740
741 let mut response = http_client.send(request).await?;
742
743 if let Some(minimum_required_version) = response
744 .headers()
745 .get(MINIMUM_REQUIRED_VERSION_HEADER_NAME)
746 .and_then(|version| SemanticVersion::from_str(version.to_str().ok()?).ok())
747 {
748 anyhow::ensure!(
749 app_version >= minimum_required_version,
750 ZedUpdateRequiredError {
751 minimum_version: minimum_required_version
752 }
753 );
754 }
755
756 if response.status().is_success() {
757 let usage = EditPredictionUsage::from_headers(response.headers()).ok();
758
759 let mut body = String::new();
760 response.body_mut().read_to_string(&mut body).await?;
761 return Ok((serde_json::from_str(&body)?, usage));
762 } else if !did_retry
763 && response
764 .headers()
765 .get(EXPIRED_LLM_TOKEN_HEADER_NAME)
766 .is_some()
767 {
768 did_retry = true;
769 token = llm_token.refresh(&client).await?;
770 } else {
771 let mut body = String::new();
772 response.body_mut().read_to_string(&mut body).await?;
773 anyhow::bail!(
774 "error predicting edits.\nStatus: {:?}\nBody: {}",
775 response.status(),
776 body
777 );
778 }
779 }
780 }
781 }
782
783 fn accept_edit_prediction(
784 &mut self,
785 request_id: EditPredictionId,
786 cx: &mut Context<Self>,
787 ) -> Task<Result<()>> {
788 let client = self.client.clone();
789 let llm_token = self.llm_token.clone();
790 let app_version = AppVersion::global(cx);
791 cx.spawn(async move |this, cx| {
792 let http_client = client.http_client();
793 let mut response = llm_token_retry(&llm_token, &client, |token| {
794 let request_builder = http_client::Request::builder().method(Method::POST);
795 let request_builder =
796 if let Ok(accept_prediction_url) = std::env::var("ZED_ACCEPT_PREDICTION_URL") {
797 request_builder.uri(accept_prediction_url)
798 } else {
799 request_builder.uri(
800 http_client
801 .build_zed_llm_url("/predict_edits/accept", &[])?
802 .as_ref(),
803 )
804 };
805 Ok(request_builder
806 .header("Content-Type", "application/json")
807 .header("Authorization", format!("Bearer {}", token))
808 .header(ZED_VERSION_HEADER_NAME, app_version.to_string())
809 .body(
810 serde_json::to_string(&AcceptEditPredictionBody {
811 request_id: request_id.0,
812 })?
813 .into(),
814 )?)
815 })
816 .await?;
817
818 if let Some(minimum_required_version) = response
819 .headers()
820 .get(MINIMUM_REQUIRED_VERSION_HEADER_NAME)
821 .and_then(|version| SemanticVersion::from_str(version.to_str().ok()?).ok())
822 {
823 if app_version < minimum_required_version {
824 return Err(anyhow!(ZedUpdateRequiredError {
825 minimum_version: minimum_required_version
826 }));
827 }
828 }
829
830 if response.status().is_success() {
831 if let Some(usage) = EditPredictionUsage::from_headers(response.headers()).ok() {
832 this.update(cx, |this, cx| {
833 this.user_store.update(cx, |user_store, cx| {
834 user_store.update_edit_prediction_usage(usage, cx);
835 });
836 })?;
837 }
838
839 Ok(())
840 } else {
841 let mut body = String::new();
842 response.body_mut().read_to_string(&mut body).await?;
843 Err(anyhow!(
844 "error accepting edit prediction.\nStatus: {:?}\nBody: {}",
845 response.status(),
846 body
847 ))
848 }
849 })
850 }
851
852 fn process_completion_response(
853 prediction_response: PredictEditsResponse,
854 buffer: Entity<Buffer>,
855 snapshot: &BufferSnapshot,
856 editable_range: Range<usize>,
857 cursor_offset: usize,
858 path: Arc<Path>,
859 input_outline: String,
860 input_events: String,
861 input_excerpt: String,
862 buffer_snapshotted_at: Instant,
863 cx: &AsyncApp,
864 ) -> Task<Result<Option<EditPrediction>>> {
865 let snapshot = snapshot.clone();
866 let request_id = prediction_response.request_id;
867 let output_excerpt = prediction_response.output_excerpt;
868 cx.spawn(async move |cx| {
869 let output_excerpt: Arc<str> = output_excerpt.into();
870
871 let edits: Arc<[(Range<Anchor>, String)]> = cx
872 .background_spawn({
873 let output_excerpt = output_excerpt.clone();
874 let editable_range = editable_range.clone();
875 let snapshot = snapshot.clone();
876 async move { Self::parse_edits(output_excerpt, editable_range, &snapshot) }
877 })
878 .await?
879 .into();
880
881 let Some((edits, snapshot, edit_preview)) = buffer.read_with(cx, {
882 let edits = edits.clone();
883 |buffer, cx| {
884 let new_snapshot = buffer.snapshot();
885 let edits: Arc<[(Range<Anchor>, String)]> =
886 interpolate(&snapshot, &new_snapshot, edits)?.into();
887 Some((edits.clone(), new_snapshot, buffer.preview_edits(edits, cx)))
888 }
889 })?
890 else {
891 return anyhow::Ok(None);
892 };
893
894 let edit_preview = edit_preview.await;
895
896 Ok(Some(EditPrediction {
897 id: EditPredictionId(request_id),
898 path,
899 excerpt_range: editable_range,
900 cursor_offset,
901 edits,
902 edit_preview,
903 snapshot,
904 input_outline: input_outline.into(),
905 input_events: input_events.into(),
906 input_excerpt: input_excerpt.into(),
907 output_excerpt,
908 buffer_snapshotted_at,
909 response_received_at: Instant::now(),
910 }))
911 })
912 }
913
914 fn parse_edits(
915 output_excerpt: Arc<str>,
916 editable_range: Range<usize>,
917 snapshot: &BufferSnapshot,
918 ) -> Result<Vec<(Range<Anchor>, String)>> {
919 let content = output_excerpt.replace(CURSOR_MARKER, "");
920
921 let start_markers = content
922 .match_indices(EDITABLE_REGION_START_MARKER)
923 .collect::<Vec<_>>();
924 anyhow::ensure!(
925 start_markers.len() == 1,
926 "expected exactly one start marker, found {}",
927 start_markers.len()
928 );
929
930 let end_markers = content
931 .match_indices(EDITABLE_REGION_END_MARKER)
932 .collect::<Vec<_>>();
933 anyhow::ensure!(
934 end_markers.len() == 1,
935 "expected exactly one end marker, found {}",
936 end_markers.len()
937 );
938
939 let sof_markers = content
940 .match_indices(START_OF_FILE_MARKER)
941 .collect::<Vec<_>>();
942 anyhow::ensure!(
943 sof_markers.len() <= 1,
944 "expected at most one start-of-file marker, found {}",
945 sof_markers.len()
946 );
947
948 let codefence_start = start_markers[0].0;
949 let content = &content[codefence_start..];
950
951 let newline_ix = content.find('\n').context("could not find newline")?;
952 let content = &content[newline_ix + 1..];
953
954 let codefence_end = content
955 .rfind(&format!("\n{EDITABLE_REGION_END_MARKER}"))
956 .context("could not find end marker")?;
957 let new_text = &content[..codefence_end];
958
959 let old_text = snapshot
960 .text_for_range(editable_range.clone())
961 .collect::<String>();
962
963 Ok(Self::compute_edits(
964 old_text,
965 new_text,
966 editable_range.start,
967 &snapshot,
968 ))
969 }
970
971 pub fn compute_edits(
972 old_text: String,
973 new_text: &str,
974 offset: usize,
975 snapshot: &BufferSnapshot,
976 ) -> Vec<(Range<Anchor>, String)> {
977 text_diff(&old_text, &new_text)
978 .into_iter()
979 .map(|(mut old_range, new_text)| {
980 old_range.start += offset;
981 old_range.end += offset;
982
983 let prefix_len = common_prefix(
984 snapshot.chars_for_range(old_range.clone()),
985 new_text.chars(),
986 );
987 old_range.start += prefix_len;
988
989 let suffix_len = common_prefix(
990 snapshot.reversed_chars_for_range(old_range.clone()),
991 new_text[prefix_len..].chars().rev(),
992 );
993 old_range.end = old_range.end.saturating_sub(suffix_len);
994
995 let new_text = new_text[prefix_len..new_text.len() - suffix_len].to_string();
996 let range = if old_range.is_empty() {
997 let anchor = snapshot.anchor_after(old_range.start);
998 anchor..anchor
999 } else {
1000 snapshot.anchor_after(old_range.start)..snapshot.anchor_before(old_range.end)
1001 };
1002 (range, new_text)
1003 })
1004 .collect()
1005 }
1006
1007 pub fn is_completion_rated(&self, completion_id: EditPredictionId) -> bool {
1008 self.rated_completions.contains(&completion_id)
1009 }
1010
1011 pub fn completion_shown(&mut self, completion: &EditPrediction, cx: &mut Context<Self>) {
1012 self.shown_completions.push_front(completion.clone());
1013 if self.shown_completions.len() > 50 {
1014 let completion = self.shown_completions.pop_back().unwrap();
1015 self.rated_completions.remove(&completion.id);
1016 }
1017 cx.notify();
1018 }
1019
1020 pub fn rate_completion(
1021 &mut self,
1022 completion: &EditPrediction,
1023 rating: EditPredictionRating,
1024 feedback: String,
1025 cx: &mut Context<Self>,
1026 ) {
1027 self.rated_completions.insert(completion.id);
1028 telemetry::event!(
1029 "Edit Prediction Rated",
1030 rating,
1031 input_events = completion.input_events,
1032 input_excerpt = completion.input_excerpt,
1033 input_outline = completion.input_outline,
1034 output_excerpt = completion.output_excerpt,
1035 feedback
1036 );
1037 self.client.telemetry().flush_events().detach();
1038 cx.notify();
1039 }
1040
1041 pub fn shown_completions(&self) -> impl DoubleEndedIterator<Item = &EditPrediction> {
1042 self.shown_completions.iter()
1043 }
1044
1045 pub fn shown_completions_len(&self) -> usize {
1046 self.shown_completions.len()
1047 }
1048
1049 fn report_changes_for_buffer(
1050 &mut self,
1051 buffer: &Entity<Buffer>,
1052 cx: &mut Context<Self>,
1053 ) -> BufferSnapshot {
1054 self.register_buffer(buffer, cx);
1055
1056 let registered_buffer = self
1057 .registered_buffers
1058 .get_mut(&buffer.entity_id())
1059 .unwrap();
1060 let new_snapshot = buffer.read(cx).snapshot();
1061
1062 if new_snapshot.version != registered_buffer.snapshot.version {
1063 let old_snapshot = mem::replace(&mut registered_buffer.snapshot, new_snapshot.clone());
1064 self.push_event(Event::BufferChange {
1065 old_snapshot,
1066 new_snapshot: new_snapshot.clone(),
1067 timestamp: Instant::now(),
1068 });
1069 }
1070
1071 new_snapshot
1072 }
1073
1074 fn load_data_collection_choices() -> DataCollectionChoice {
1075 let choice = KEY_VALUE_STORE
1076 .read_kvp(ZED_PREDICT_DATA_COLLECTION_CHOICE)
1077 .log_err()
1078 .flatten();
1079
1080 match choice.as_deref() {
1081 Some("true") => DataCollectionChoice::Enabled,
1082 Some("false") => DataCollectionChoice::Disabled,
1083 Some(_) => {
1084 log::error!("unknown value in '{ZED_PREDICT_DATA_COLLECTION_CHOICE}'");
1085 DataCollectionChoice::NotAnswered
1086 }
1087 None => DataCollectionChoice::NotAnswered,
1088 }
1089 }
1090}
1091
1092pub struct PerformPredictEditsParams {
1093 pub client: Arc<Client>,
1094 pub llm_token: LlmApiToken,
1095 pub app_version: SemanticVersion,
1096 pub body: PredictEditsBody,
1097}
1098
1099#[derive(Error, Debug)]
1100#[error(
1101 "You must update to Zed version {minimum_version} or higher to continue using edit predictions."
1102)]
1103pub struct ZedUpdateRequiredError {
1104 minimum_version: SemanticVersion,
1105}
1106
1107struct LicenseDetectionWatcher {
1108 is_open_source_rx: watch::Receiver<bool>,
1109 _is_open_source_task: Task<()>,
1110}
1111
1112impl LicenseDetectionWatcher {
1113 pub fn new(worktree: &Worktree, cx: &mut Context<Worktree>) -> Self {
1114 let (mut is_open_source_tx, is_open_source_rx) = watch::channel_with::<bool>(false);
1115
1116 // Check if worktree is a single file, if so we do not need to check for a LICENSE file
1117 let task = if worktree.abs_path().is_file() {
1118 Task::ready(())
1119 } else {
1120 let loaded_files = LICENSE_FILES_TO_CHECK
1121 .iter()
1122 .map(Path::new)
1123 .map(|file| worktree.load_file(file, cx))
1124 .collect::<ArrayVec<_, { LICENSE_FILES_TO_CHECK.len() }>>();
1125
1126 cx.background_spawn(async move {
1127 for loaded_file in loaded_files.into_iter() {
1128 let Ok(loaded_file) = loaded_file.await else {
1129 continue;
1130 };
1131
1132 let path = &loaded_file.file.path;
1133 if is_license_eligible_for_data_collection(&loaded_file.text) {
1134 log::info!("detected '{path:?}' as open source license");
1135 *is_open_source_tx.borrow_mut() = true;
1136 } else {
1137 log::info!("didn't detect '{path:?}' as open source license");
1138 }
1139
1140 // stop on the first license that successfully read
1141 return;
1142 }
1143
1144 log::debug!("didn't find a license file to check, assuming closed source");
1145 })
1146 };
1147
1148 Self {
1149 is_open_source_rx,
1150 _is_open_source_task: task,
1151 }
1152 }
1153
1154 /// Answers false until we find out it's open source
1155 pub fn is_project_open_source(&self) -> bool {
1156 *self.is_open_source_rx.borrow()
1157 }
1158}
1159
1160fn common_prefix<T1: Iterator<Item = char>, T2: Iterator<Item = char>>(a: T1, b: T2) -> usize {
1161 a.zip(b)
1162 .take_while(|(a, b)| a == b)
1163 .map(|(a, _)| a.len_utf8())
1164 .sum()
1165}
1166
1167fn git_info_for_file(
1168 project: &Entity<Project>,
1169 project_path: &ProjectPath,
1170 cx: &App,
1171) -> Option<PredictEditsGitInfo> {
1172 let git_store = project.read(cx).git_store().read(cx);
1173 if let Some((repository, _repo_path)) =
1174 git_store.repository_and_path_for_project_path(project_path, cx)
1175 {
1176 let repository = repository.read(cx);
1177 let head_sha = repository
1178 .head_commit
1179 .as_ref()
1180 .map(|head_commit| head_commit.sha.to_string());
1181 let remote_origin_url = repository.remote_origin_url.clone();
1182 let remote_upstream_url = repository.remote_upstream_url.clone();
1183 if head_sha.is_none() && remote_origin_url.is_none() && remote_upstream_url.is_none() {
1184 return None;
1185 }
1186 Some(PredictEditsGitInfo {
1187 head_sha,
1188 remote_origin_url,
1189 remote_upstream_url,
1190 })
1191 } else {
1192 None
1193 }
1194}
1195
1196pub struct GatherContextOutput {
1197 pub body: PredictEditsBody,
1198 pub editable_range: Range<usize>,
1199}
1200
1201pub fn gather_context(
1202 project: Option<&Entity<Project>>,
1203 full_path_str: String,
1204 snapshot: &BufferSnapshot,
1205 cursor_point: language::Point,
1206 make_events_prompt: impl FnOnce() -> String + Send + 'static,
1207 can_collect_data: bool,
1208 git_info: Option<PredictEditsGitInfo>,
1209 cx: &App,
1210) -> Task<Result<GatherContextOutput>> {
1211 let local_lsp_store =
1212 project.and_then(|project| project.read(cx).lsp_store().read(cx).as_local());
1213 let diagnostic_groups: Vec<(String, serde_json::Value)> =
1214 if can_collect_data && let Some(local_lsp_store) = local_lsp_store {
1215 snapshot
1216 .diagnostic_groups(None)
1217 .into_iter()
1218 .filter_map(|(language_server_id, diagnostic_group)| {
1219 let language_server =
1220 local_lsp_store.running_language_server_for_id(language_server_id)?;
1221 let diagnostic_group = diagnostic_group.resolve::<usize>(&snapshot);
1222 let language_server_name = language_server.name().to_string();
1223 let serialized = serde_json::to_value(diagnostic_group).unwrap();
1224 Some((language_server_name, serialized))
1225 })
1226 .collect::<Vec<_>>()
1227 } else {
1228 Vec::new()
1229 };
1230
1231 cx.background_spawn({
1232 let snapshot = snapshot.clone();
1233 async move {
1234 let diagnostic_groups = if diagnostic_groups.is_empty() {
1235 None
1236 } else {
1237 Some(diagnostic_groups)
1238 };
1239
1240 let input_excerpt = excerpt_for_cursor_position(
1241 cursor_point,
1242 &full_path_str,
1243 &snapshot,
1244 MAX_REWRITE_TOKENS,
1245 MAX_CONTEXT_TOKENS,
1246 );
1247 let input_events = make_events_prompt();
1248 let input_outline = if can_collect_data {
1249 prompt_for_outline(&snapshot)
1250 } else {
1251 String::new()
1252 };
1253 let editable_range = input_excerpt.editable_range.to_offset(&snapshot);
1254
1255 let body = PredictEditsBody {
1256 input_events,
1257 input_excerpt: input_excerpt.prompt,
1258 speculated_output: Some(input_excerpt.speculated_output),
1259 outline: Some(input_outline),
1260 can_collect_data,
1261 diagnostic_groups,
1262 git_info,
1263 };
1264
1265 Ok(GatherContextOutput {
1266 body,
1267 editable_range,
1268 })
1269 }
1270 })
1271}
1272
1273fn prompt_for_outline(snapshot: &BufferSnapshot) -> String {
1274 let mut input_outline = String::new();
1275
1276 writeln!(
1277 input_outline,
1278 "```{}",
1279 snapshot
1280 .file()
1281 .map_or(Cow::Borrowed("untitled"), |file| file
1282 .path()
1283 .to_string_lossy())
1284 )
1285 .unwrap();
1286
1287 if let Some(outline) = snapshot.outline(None) {
1288 for item in &outline.items {
1289 let spacing = " ".repeat(item.depth);
1290 writeln!(input_outline, "{}{}", spacing, item.text).unwrap();
1291 }
1292 }
1293
1294 writeln!(input_outline, "```").unwrap();
1295
1296 input_outline
1297}
1298
1299fn prompt_for_events(events: &VecDeque<Event>, mut remaining_tokens: usize) -> String {
1300 let mut result = String::new();
1301 for event in events.iter().rev() {
1302 let event_string = event.to_prompt();
1303 let event_tokens = tokens_for_bytes(event_string.len());
1304 if event_tokens > remaining_tokens {
1305 break;
1306 }
1307
1308 if !result.is_empty() {
1309 result.insert_str(0, "\n\n");
1310 }
1311 result.insert_str(0, &event_string);
1312 remaining_tokens -= event_tokens;
1313 }
1314 result
1315}
1316
1317struct RegisteredBuffer {
1318 snapshot: BufferSnapshot,
1319 _subscriptions: [gpui::Subscription; 2],
1320}
1321
1322#[derive(Clone)]
1323pub enum Event {
1324 BufferChange {
1325 old_snapshot: BufferSnapshot,
1326 new_snapshot: BufferSnapshot,
1327 timestamp: Instant,
1328 },
1329}
1330
1331impl Event {
1332 fn to_prompt(&self) -> String {
1333 match self {
1334 Event::BufferChange {
1335 old_snapshot,
1336 new_snapshot,
1337 ..
1338 } => {
1339 let mut prompt = String::new();
1340
1341 let old_path = old_snapshot
1342 .file()
1343 .map(|f| f.path().as_ref())
1344 .unwrap_or(Path::new("untitled"));
1345 let new_path = new_snapshot
1346 .file()
1347 .map(|f| f.path().as_ref())
1348 .unwrap_or(Path::new("untitled"));
1349 if old_path != new_path {
1350 writeln!(prompt, "User renamed {:?} to {:?}\n", old_path, new_path).unwrap();
1351 }
1352
1353 let diff = language::unified_diff(&old_snapshot.text(), &new_snapshot.text());
1354 if !diff.is_empty() {
1355 write!(
1356 prompt,
1357 "User edited {:?}:\n```diff\n{}\n```",
1358 new_path, diff
1359 )
1360 .unwrap();
1361 }
1362
1363 prompt
1364 }
1365 }
1366 }
1367}
1368
1369#[derive(Debug, Clone)]
1370struct CurrentEditPrediction {
1371 buffer_id: EntityId,
1372 completion: EditPrediction,
1373}
1374
1375impl CurrentEditPrediction {
1376 fn should_replace_completion(&self, old_completion: &Self, snapshot: &BufferSnapshot) -> bool {
1377 if self.buffer_id != old_completion.buffer_id {
1378 return true;
1379 }
1380
1381 let Some(old_edits) = old_completion.completion.interpolate(&snapshot) else {
1382 return true;
1383 };
1384 let Some(new_edits) = self.completion.interpolate(&snapshot) else {
1385 return false;
1386 };
1387
1388 if old_edits.len() == 1 && new_edits.len() == 1 {
1389 let (old_range, old_text) = &old_edits[0];
1390 let (new_range, new_text) = &new_edits[0];
1391 new_range == old_range && new_text.starts_with(old_text)
1392 } else {
1393 true
1394 }
1395 }
1396}
1397
1398struct PendingCompletion {
1399 id: usize,
1400 _task: Task<()>,
1401}
1402
1403#[derive(Debug, Clone, Copy)]
1404pub enum DataCollectionChoice {
1405 NotAnswered,
1406 Enabled,
1407 Disabled,
1408}
1409
1410impl DataCollectionChoice {
1411 pub fn is_enabled(self) -> bool {
1412 match self {
1413 Self::Enabled => true,
1414 Self::NotAnswered | Self::Disabled => false,
1415 }
1416 }
1417
1418 pub fn is_answered(self) -> bool {
1419 match self {
1420 Self::Enabled | Self::Disabled => true,
1421 Self::NotAnswered => false,
1422 }
1423 }
1424
1425 pub fn toggle(&self) -> DataCollectionChoice {
1426 match self {
1427 Self::Enabled => Self::Disabled,
1428 Self::Disabled => Self::Enabled,
1429 Self::NotAnswered => Self::Enabled,
1430 }
1431 }
1432}
1433
1434impl From<bool> for DataCollectionChoice {
1435 fn from(value: bool) -> Self {
1436 match value {
1437 true => DataCollectionChoice::Enabled,
1438 false => DataCollectionChoice::Disabled,
1439 }
1440 }
1441}
1442
1443pub struct ProviderDataCollection {
1444 /// When set to None, data collection is not possible in the provider buffer
1445 choice: Option<Entity<DataCollectionChoice>>,
1446 license_detection_watcher: Option<Rc<LicenseDetectionWatcher>>,
1447}
1448
1449impl ProviderDataCollection {
1450 pub fn new(zeta: Entity<Zeta>, buffer: Option<Entity<Buffer>>, cx: &mut App) -> Self {
1451 let choice_and_watcher = buffer.and_then(|buffer| {
1452 let file = buffer.read(cx).file()?;
1453
1454 if !file.is_local() || file.is_private() {
1455 return None;
1456 }
1457
1458 let zeta = zeta.read(cx);
1459 let choice = zeta.data_collection_choice.clone();
1460
1461 let license_detection_watcher = zeta
1462 .license_detection_watchers
1463 .get(&file.worktree_id(cx))
1464 .cloned()?;
1465
1466 Some((choice, license_detection_watcher))
1467 });
1468
1469 if let Some((choice, watcher)) = choice_and_watcher {
1470 ProviderDataCollection {
1471 choice: Some(choice),
1472 license_detection_watcher: Some(watcher),
1473 }
1474 } else {
1475 ProviderDataCollection {
1476 choice: None,
1477 license_detection_watcher: None,
1478 }
1479 }
1480 }
1481
1482 pub fn can_collect_data(&self, cx: &App) -> bool {
1483 self.is_data_collection_enabled(cx) && self.is_project_open_source()
1484 }
1485
1486 pub fn is_data_collection_enabled(&self, cx: &App) -> bool {
1487 self.choice
1488 .as_ref()
1489 .is_some_and(|choice| choice.read(cx).is_enabled())
1490 }
1491
1492 fn is_project_open_source(&self) -> bool {
1493 self.license_detection_watcher
1494 .as_ref()
1495 .is_some_and(|watcher| watcher.is_project_open_source())
1496 }
1497
1498 pub fn toggle(&mut self, cx: &mut App) {
1499 if let Some(choice) = self.choice.as_mut() {
1500 let new_choice = choice.update(cx, |choice, _cx| {
1501 let new_choice = choice.toggle();
1502 *choice = new_choice;
1503 new_choice
1504 });
1505
1506 db::write_and_log(cx, move || {
1507 KEY_VALUE_STORE.write_kvp(
1508 ZED_PREDICT_DATA_COLLECTION_CHOICE.into(),
1509 new_choice.is_enabled().to_string(),
1510 )
1511 });
1512 }
1513 }
1514}
1515
1516async fn llm_token_retry(
1517 llm_token: &LlmApiToken,
1518 client: &Arc<Client>,
1519 build_request: impl Fn(String) -> Result<Request<AsyncBody>>,
1520) -> Result<Response<AsyncBody>> {
1521 let mut did_retry = false;
1522 let http_client = client.http_client();
1523 let mut token = llm_token.acquire(client).await?;
1524 loop {
1525 let request = build_request(token.clone())?;
1526 let response = http_client.send(request).await?;
1527
1528 if !did_retry
1529 && !response.status().is_success()
1530 && response
1531 .headers()
1532 .get(EXPIRED_LLM_TOKEN_HEADER_NAME)
1533 .is_some()
1534 {
1535 did_retry = true;
1536 token = llm_token.refresh(client).await?;
1537 continue;
1538 }
1539
1540 return Ok(response);
1541 }
1542}
1543
1544pub struct ZetaEditPredictionProvider {
1545 zeta: Entity<Zeta>,
1546 pending_completions: ArrayVec<PendingCompletion, 2>,
1547 next_pending_completion_id: usize,
1548 current_completion: Option<CurrentEditPrediction>,
1549 /// None if this is entirely disabled for this provider
1550 provider_data_collection: ProviderDataCollection,
1551 last_request_timestamp: Instant,
1552}
1553
1554impl ZetaEditPredictionProvider {
1555 pub const THROTTLE_TIMEOUT: Duration = Duration::from_millis(300);
1556
1557 pub fn new(zeta: Entity<Zeta>, provider_data_collection: ProviderDataCollection) -> Self {
1558 Self {
1559 zeta,
1560 pending_completions: ArrayVec::new(),
1561 next_pending_completion_id: 0,
1562 current_completion: None,
1563 provider_data_collection,
1564 last_request_timestamp: Instant::now(),
1565 }
1566 }
1567}
1568
1569impl edit_prediction::EditPredictionProvider for ZetaEditPredictionProvider {
1570 fn name() -> &'static str {
1571 "zed-predict"
1572 }
1573
1574 fn display_name() -> &'static str {
1575 "Zed's Edit Predictions"
1576 }
1577
1578 fn show_completions_in_menu() -> bool {
1579 true
1580 }
1581
1582 fn show_tab_accept_marker() -> bool {
1583 true
1584 }
1585
1586 fn data_collection_state(&self, cx: &App) -> DataCollectionState {
1587 let is_project_open_source = self.provider_data_collection.is_project_open_source();
1588
1589 if self.provider_data_collection.is_data_collection_enabled(cx) {
1590 DataCollectionState::Enabled {
1591 is_project_open_source,
1592 }
1593 } else {
1594 DataCollectionState::Disabled {
1595 is_project_open_source,
1596 }
1597 }
1598 }
1599
1600 fn toggle_data_collection(&mut self, cx: &mut App) {
1601 self.provider_data_collection.toggle(cx);
1602 }
1603
1604 fn usage(&self, cx: &App) -> Option<EditPredictionUsage> {
1605 self.zeta.read(cx).usage(cx)
1606 }
1607
1608 fn is_enabled(
1609 &self,
1610 _buffer: &Entity<Buffer>,
1611 _cursor_position: language::Anchor,
1612 _cx: &App,
1613 ) -> bool {
1614 true
1615 }
1616
1617 fn needs_terms_acceptance(&self, cx: &App) -> bool {
1618 !self
1619 .zeta
1620 .read(cx)
1621 .user_store
1622 .read(cx)
1623 .has_accepted_terms_of_service()
1624 }
1625
1626 fn is_refreshing(&self) -> bool {
1627 !self.pending_completions.is_empty()
1628 }
1629
1630 fn refresh(
1631 &mut self,
1632 project: Option<Entity<Project>>,
1633 buffer: Entity<Buffer>,
1634 position: language::Anchor,
1635 _debounce: bool,
1636 cx: &mut Context<Self>,
1637 ) {
1638 if self.needs_terms_acceptance(cx) {
1639 return;
1640 }
1641
1642 if self.zeta.read(cx).update_required {
1643 return;
1644 }
1645
1646 if self
1647 .zeta
1648 .read(cx)
1649 .user_store
1650 .read_with(cx, |user_store, _cx| {
1651 user_store.account_too_young() || user_store.has_overdue_invoices()
1652 })
1653 {
1654 return;
1655 }
1656
1657 if let Some(current_completion) = self.current_completion.as_ref() {
1658 let snapshot = buffer.read(cx).snapshot();
1659 if current_completion
1660 .completion
1661 .interpolate(&snapshot)
1662 .is_some()
1663 {
1664 return;
1665 }
1666 }
1667
1668 let pending_completion_id = self.next_pending_completion_id;
1669 self.next_pending_completion_id += 1;
1670 let can_collect_data = self.provider_data_collection.can_collect_data(cx);
1671 let last_request_timestamp = self.last_request_timestamp;
1672
1673 let task = cx.spawn(async move |this, cx| {
1674 if let Some(timeout) = (last_request_timestamp + Self::THROTTLE_TIMEOUT)
1675 .checked_duration_since(Instant::now())
1676 {
1677 cx.background_executor().timer(timeout).await;
1678 }
1679
1680 let completion_request = this.update(cx, |this, cx| {
1681 this.last_request_timestamp = Instant::now();
1682 this.zeta.update(cx, |zeta, cx| {
1683 zeta.request_completion(
1684 project.as_ref(),
1685 &buffer,
1686 position,
1687 can_collect_data,
1688 cx,
1689 )
1690 })
1691 });
1692
1693 let completion = match completion_request {
1694 Ok(completion_request) => {
1695 let completion_request = completion_request.await;
1696 completion_request.map(|c| {
1697 c.map(|completion| CurrentEditPrediction {
1698 buffer_id: buffer.entity_id(),
1699 completion,
1700 })
1701 })
1702 }
1703 Err(error) => Err(error),
1704 };
1705 let Some(new_completion) = completion
1706 .context("edit prediction failed")
1707 .log_err()
1708 .flatten()
1709 else {
1710 this.update(cx, |this, cx| {
1711 if this.pending_completions[0].id == pending_completion_id {
1712 this.pending_completions.remove(0);
1713 } else {
1714 this.pending_completions.clear();
1715 }
1716
1717 cx.notify();
1718 })
1719 .ok();
1720 return;
1721 };
1722
1723 this.update(cx, |this, cx| {
1724 if this.pending_completions[0].id == pending_completion_id {
1725 this.pending_completions.remove(0);
1726 } else {
1727 this.pending_completions.clear();
1728 }
1729
1730 if let Some(old_completion) = this.current_completion.as_ref() {
1731 let snapshot = buffer.read(cx).snapshot();
1732 if new_completion.should_replace_completion(&old_completion, &snapshot) {
1733 this.zeta.update(cx, |zeta, cx| {
1734 zeta.completion_shown(&new_completion.completion, cx);
1735 });
1736 this.current_completion = Some(new_completion);
1737 }
1738 } else {
1739 this.zeta.update(cx, |zeta, cx| {
1740 zeta.completion_shown(&new_completion.completion, cx);
1741 });
1742 this.current_completion = Some(new_completion);
1743 }
1744
1745 cx.notify();
1746 })
1747 .ok();
1748 });
1749
1750 // We always maintain at most two pending completions. When we already
1751 // have two, we replace the newest one.
1752 if self.pending_completions.len() <= 1 {
1753 self.pending_completions.push(PendingCompletion {
1754 id: pending_completion_id,
1755 _task: task,
1756 });
1757 } else if self.pending_completions.len() == 2 {
1758 self.pending_completions.pop();
1759 self.pending_completions.push(PendingCompletion {
1760 id: pending_completion_id,
1761 _task: task,
1762 });
1763 }
1764 }
1765
1766 fn cycle(
1767 &mut self,
1768 _buffer: Entity<Buffer>,
1769 _cursor_position: language::Anchor,
1770 _direction: edit_prediction::Direction,
1771 _cx: &mut Context<Self>,
1772 ) {
1773 // Right now we don't support cycling.
1774 }
1775
1776 fn accept(&mut self, cx: &mut Context<Self>) {
1777 let completion_id = self
1778 .current_completion
1779 .as_ref()
1780 .map(|completion| completion.completion.id);
1781 if let Some(completion_id) = completion_id {
1782 self.zeta
1783 .update(cx, |zeta, cx| {
1784 zeta.accept_edit_prediction(completion_id, cx)
1785 })
1786 .detach();
1787 }
1788 self.pending_completions.clear();
1789 }
1790
1791 fn discard(&mut self, _cx: &mut Context<Self>) {
1792 self.pending_completions.clear();
1793 self.current_completion.take();
1794 }
1795
1796 fn suggest(
1797 &mut self,
1798 buffer: &Entity<Buffer>,
1799 cursor_position: language::Anchor,
1800 cx: &mut Context<Self>,
1801 ) -> Option<edit_prediction::EditPrediction> {
1802 let CurrentEditPrediction {
1803 buffer_id,
1804 completion,
1805 ..
1806 } = self.current_completion.as_mut()?;
1807
1808 // Invalidate previous completion if it was generated for a different buffer.
1809 if *buffer_id != buffer.entity_id() {
1810 self.current_completion.take();
1811 return None;
1812 }
1813
1814 let buffer = buffer.read(cx);
1815 let Some(edits) = completion.interpolate(&buffer.snapshot()) else {
1816 self.current_completion.take();
1817 return None;
1818 };
1819
1820 let cursor_row = cursor_position.to_point(buffer).row;
1821 let (closest_edit_ix, (closest_edit_range, _)) =
1822 edits.iter().enumerate().min_by_key(|(_, (range, _))| {
1823 let distance_from_start = cursor_row.abs_diff(range.start.to_point(buffer).row);
1824 let distance_from_end = cursor_row.abs_diff(range.end.to_point(buffer).row);
1825 cmp::min(distance_from_start, distance_from_end)
1826 })?;
1827
1828 let mut edit_start_ix = closest_edit_ix;
1829 for (range, _) in edits[..edit_start_ix].iter().rev() {
1830 let distance_from_closest_edit =
1831 closest_edit_range.start.to_point(buffer).row - range.end.to_point(buffer).row;
1832 if distance_from_closest_edit <= 1 {
1833 edit_start_ix -= 1;
1834 } else {
1835 break;
1836 }
1837 }
1838
1839 let mut edit_end_ix = closest_edit_ix + 1;
1840 for (range, _) in &edits[edit_end_ix..] {
1841 let distance_from_closest_edit =
1842 range.start.to_point(buffer).row - closest_edit_range.end.to_point(buffer).row;
1843 if distance_from_closest_edit <= 1 {
1844 edit_end_ix += 1;
1845 } else {
1846 break;
1847 }
1848 }
1849
1850 Some(edit_prediction::EditPrediction {
1851 id: Some(completion.id.to_string().into()),
1852 edits: edits[edit_start_ix..edit_end_ix].to_vec(),
1853 edit_preview: Some(completion.edit_preview.clone()),
1854 })
1855 }
1856}
1857
1858fn tokens_for_bytes(bytes: usize) -> usize {
1859 /// Typical number of string bytes per token for the purposes of limiting model input. This is
1860 /// intentionally low to err on the side of underestimating limits.
1861 const BYTES_PER_TOKEN_GUESS: usize = 3;
1862 bytes / BYTES_PER_TOKEN_GUESS
1863}
1864
1865#[cfg(test)]
1866mod tests {
1867 use client::UserStore;
1868 use client::test::FakeServer;
1869 use clock::FakeSystemClock;
1870 use cloud_api_types::{CreateLlmTokenResponse, LlmToken};
1871 use gpui::TestAppContext;
1872 use http_client::FakeHttpClient;
1873 use indoc::indoc;
1874 use language::Point;
1875 use settings::SettingsStore;
1876
1877 use super::*;
1878
1879 #[gpui::test]
1880 async fn test_edit_prediction_basic_interpolation(cx: &mut TestAppContext) {
1881 let buffer = cx.new(|cx| Buffer::local("Lorem ipsum dolor", cx));
1882 let edits: Arc<[(Range<Anchor>, String)]> = cx.update(|cx| {
1883 to_completion_edits(
1884 [(2..5, "REM".to_string()), (9..11, "".to_string())],
1885 &buffer,
1886 cx,
1887 )
1888 .into()
1889 });
1890
1891 let edit_preview = cx
1892 .read(|cx| buffer.read(cx).preview_edits(edits.clone(), cx))
1893 .await;
1894
1895 let completion = EditPrediction {
1896 edits,
1897 edit_preview,
1898 path: Path::new("").into(),
1899 snapshot: cx.read(|cx| buffer.read(cx).snapshot()),
1900 id: EditPredictionId(Uuid::new_v4()),
1901 excerpt_range: 0..0,
1902 cursor_offset: 0,
1903 input_outline: "".into(),
1904 input_events: "".into(),
1905 input_excerpt: "".into(),
1906 output_excerpt: "".into(),
1907 buffer_snapshotted_at: Instant::now(),
1908 response_received_at: Instant::now(),
1909 };
1910
1911 cx.update(|cx| {
1912 assert_eq!(
1913 from_completion_edits(
1914 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1915 &buffer,
1916 cx
1917 ),
1918 vec![(2..5, "REM".to_string()), (9..11, "".to_string())]
1919 );
1920
1921 buffer.update(cx, |buffer, cx| buffer.edit([(2..5, "")], None, cx));
1922 assert_eq!(
1923 from_completion_edits(
1924 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1925 &buffer,
1926 cx
1927 ),
1928 vec![(2..2, "REM".to_string()), (6..8, "".to_string())]
1929 );
1930
1931 buffer.update(cx, |buffer, cx| buffer.undo(cx));
1932 assert_eq!(
1933 from_completion_edits(
1934 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1935 &buffer,
1936 cx
1937 ),
1938 vec![(2..5, "REM".to_string()), (9..11, "".to_string())]
1939 );
1940
1941 buffer.update(cx, |buffer, cx| buffer.edit([(2..5, "R")], None, cx));
1942 assert_eq!(
1943 from_completion_edits(
1944 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1945 &buffer,
1946 cx
1947 ),
1948 vec![(3..3, "EM".to_string()), (7..9, "".to_string())]
1949 );
1950
1951 buffer.update(cx, |buffer, cx| buffer.edit([(3..3, "E")], None, cx));
1952 assert_eq!(
1953 from_completion_edits(
1954 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1955 &buffer,
1956 cx
1957 ),
1958 vec![(4..4, "M".to_string()), (8..10, "".to_string())]
1959 );
1960
1961 buffer.update(cx, |buffer, cx| buffer.edit([(4..4, "M")], None, cx));
1962 assert_eq!(
1963 from_completion_edits(
1964 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1965 &buffer,
1966 cx
1967 ),
1968 vec![(9..11, "".to_string())]
1969 );
1970
1971 buffer.update(cx, |buffer, cx| buffer.edit([(4..5, "")], None, cx));
1972 assert_eq!(
1973 from_completion_edits(
1974 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1975 &buffer,
1976 cx
1977 ),
1978 vec![(4..4, "M".to_string()), (8..10, "".to_string())]
1979 );
1980
1981 buffer.update(cx, |buffer, cx| buffer.edit([(8..10, "")], None, cx));
1982 assert_eq!(
1983 from_completion_edits(
1984 &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1985 &buffer,
1986 cx
1987 ),
1988 vec![(4..4, "M".to_string())]
1989 );
1990
1991 buffer.update(cx, |buffer, cx| buffer.edit([(4..6, "")], None, cx));
1992 assert_eq!(completion.interpolate(&buffer.read(cx).snapshot()), None);
1993 })
1994 }
1995
1996 #[gpui::test]
1997 async fn test_clean_up_diff(cx: &mut TestAppContext) {
1998 cx.update(|cx| {
1999 let settings_store = SettingsStore::test(cx);
2000 cx.set_global(settings_store);
2001 client::init_settings(cx);
2002 });
2003
2004 let edits = edits_for_prediction(
2005 indoc! {"
2006 fn main() {
2007 let word_1 = \"lorem\";
2008 let range = word.len()..word.len();
2009 }
2010 "},
2011 indoc! {"
2012 <|editable_region_start|>
2013 fn main() {
2014 let word_1 = \"lorem\";
2015 let range = word_1.len()..word_1.len();
2016 }
2017
2018 <|editable_region_end|>
2019 "},
2020 cx,
2021 )
2022 .await;
2023 assert_eq!(
2024 edits,
2025 [
2026 (Point::new(2, 20)..Point::new(2, 20), "_1".to_string()),
2027 (Point::new(2, 32)..Point::new(2, 32), "_1".to_string()),
2028 ]
2029 );
2030
2031 let edits = edits_for_prediction(
2032 indoc! {"
2033 fn main() {
2034 let story = \"the quick\"
2035 }
2036 "},
2037 indoc! {"
2038 <|editable_region_start|>
2039 fn main() {
2040 let story = \"the quick brown fox jumps over the lazy dog\";
2041 }
2042
2043 <|editable_region_end|>
2044 "},
2045 cx,
2046 )
2047 .await;
2048 assert_eq!(
2049 edits,
2050 [
2051 (
2052 Point::new(1, 26)..Point::new(1, 26),
2053 " brown fox jumps over the lazy dog".to_string()
2054 ),
2055 (Point::new(1, 27)..Point::new(1, 27), ";".to_string()),
2056 ]
2057 );
2058 }
2059
2060 #[gpui::test]
2061 async fn test_edit_prediction_end_of_buffer(cx: &mut TestAppContext) {
2062 cx.update(|cx| {
2063 let settings_store = SettingsStore::test(cx);
2064 cx.set_global(settings_store);
2065 client::init_settings(cx);
2066 });
2067
2068 let buffer_content = "lorem\n";
2069 let completion_response = indoc! {"
2070 ```animals.js
2071 <|start_of_file|>
2072 <|editable_region_start|>
2073 lorem
2074 ipsum
2075 <|editable_region_end|>
2076 ```"};
2077
2078 let http_client = FakeHttpClient::create(move |req| async move {
2079 match (req.method(), req.uri().path()) {
2080 (&Method::POST, "/client/llm_tokens") => Ok(http_client::Response::builder()
2081 .status(200)
2082 .body(
2083 serde_json::to_string(&CreateLlmTokenResponse {
2084 token: LlmToken("the-llm-token".to_string()),
2085 })
2086 .unwrap()
2087 .into(),
2088 )
2089 .unwrap()),
2090 (&Method::POST, "/predict_edits/v2") => Ok(http_client::Response::builder()
2091 .status(200)
2092 .body(
2093 serde_json::to_string(&PredictEditsResponse {
2094 request_id: Uuid::parse_str("7e86480f-3536-4d2c-9334-8213e3445d45")
2095 .unwrap(),
2096 output_excerpt: completion_response.to_string(),
2097 })
2098 .unwrap()
2099 .into(),
2100 )
2101 .unwrap()),
2102 _ => Ok(http_client::Response::builder()
2103 .status(404)
2104 .body("Not Found".into())
2105 .unwrap()),
2106 }
2107 });
2108
2109 let client = cx.update(|cx| Client::new(Arc::new(FakeSystemClock::new()), http_client, cx));
2110 cx.update(|cx| {
2111 RefreshLlmTokenListener::register(client.clone(), cx);
2112 });
2113 // Construct the fake server to authenticate.
2114 let _server = FakeServer::for_client(42, &client, cx).await;
2115 let user_store = cx.new(|cx| UserStore::new(client.clone(), cx));
2116 let zeta = cx.new(|cx| Zeta::new(None, client, user_store.clone(), cx));
2117
2118 let buffer = cx.new(|cx| Buffer::local(buffer_content, cx));
2119 let cursor = buffer.read_with(cx, |buffer, _| buffer.anchor_before(Point::new(1, 0)));
2120 let completion_task = zeta.update(cx, |zeta, cx| {
2121 zeta.request_completion(None, &buffer, cursor, false, cx)
2122 });
2123
2124 let completion = completion_task.await.unwrap().unwrap();
2125 buffer.update(cx, |buffer, cx| {
2126 buffer.edit(completion.edits.iter().cloned(), None, cx)
2127 });
2128 assert_eq!(
2129 buffer.read_with(cx, |buffer, _| buffer.text()),
2130 "lorem\nipsum"
2131 );
2132 }
2133
2134 async fn edits_for_prediction(
2135 buffer_content: &str,
2136 completion_response: &str,
2137 cx: &mut TestAppContext,
2138 ) -> Vec<(Range<Point>, String)> {
2139 let completion_response = completion_response.to_string();
2140 let http_client = FakeHttpClient::create(move |req| {
2141 let completion = completion_response.clone();
2142 async move {
2143 match (req.method(), req.uri().path()) {
2144 (&Method::POST, "/client/llm_tokens") => Ok(http_client::Response::builder()
2145 .status(200)
2146 .body(
2147 serde_json::to_string(&CreateLlmTokenResponse {
2148 token: LlmToken("the-llm-token".to_string()),
2149 })
2150 .unwrap()
2151 .into(),
2152 )
2153 .unwrap()),
2154 (&Method::POST, "/predict_edits/v2") => Ok(http_client::Response::builder()
2155 .status(200)
2156 .body(
2157 serde_json::to_string(&PredictEditsResponse {
2158 request_id: Uuid::new_v4(),
2159 output_excerpt: completion,
2160 })
2161 .unwrap()
2162 .into(),
2163 )
2164 .unwrap()),
2165 _ => Ok(http_client::Response::builder()
2166 .status(404)
2167 .body("Not Found".into())
2168 .unwrap()),
2169 }
2170 }
2171 });
2172
2173 let client = cx.update(|cx| Client::new(Arc::new(FakeSystemClock::new()), http_client, cx));
2174 cx.update(|cx| {
2175 RefreshLlmTokenListener::register(client.clone(), cx);
2176 });
2177 // Construct the fake server to authenticate.
2178 let _server = FakeServer::for_client(42, &client, cx).await;
2179 let user_store = cx.new(|cx| UserStore::new(client.clone(), cx));
2180 let zeta = cx.new(|cx| Zeta::new(None, client, user_store.clone(), cx));
2181
2182 let buffer = cx.new(|cx| Buffer::local(buffer_content, cx));
2183 let snapshot = buffer.read_with(cx, |buffer, _| buffer.snapshot());
2184 let cursor = buffer.read_with(cx, |buffer, _| buffer.anchor_before(Point::new(1, 0)));
2185 let completion_task = zeta.update(cx, |zeta, cx| {
2186 zeta.request_completion(None, &buffer, cursor, false, cx)
2187 });
2188
2189 let completion = completion_task.await.unwrap().unwrap();
2190 completion
2191 .edits
2192 .into_iter()
2193 .map(|(old_range, new_text)| (old_range.to_point(&snapshot), new_text.clone()))
2194 .collect::<Vec<_>>()
2195 }
2196
2197 fn to_completion_edits(
2198 iterator: impl IntoIterator<Item = (Range<usize>, String)>,
2199 buffer: &Entity<Buffer>,
2200 cx: &App,
2201 ) -> Vec<(Range<Anchor>, String)> {
2202 let buffer = buffer.read(cx);
2203 iterator
2204 .into_iter()
2205 .map(|(range, text)| {
2206 (
2207 buffer.anchor_after(range.start)..buffer.anchor_before(range.end),
2208 text,
2209 )
2210 })
2211 .collect()
2212 }
2213
2214 fn from_completion_edits(
2215 editor_edits: &[(Range<Anchor>, String)],
2216 buffer: &Entity<Buffer>,
2217 cx: &App,
2218 ) -> Vec<(Range<usize>, String)> {
2219 let buffer = buffer.read(cx);
2220 editor_edits
2221 .iter()
2222 .map(|(range, text)| {
2223 (
2224 range.start.to_offset(buffer)..range.end.to_offset(buffer),
2225 text.clone(),
2226 )
2227 })
2228 .collect()
2229 }
2230
2231 #[ctor::ctor]
2232 fn init_logger() {
2233 zlog::init_test();
2234 }
2235}