zeta.rs

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