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    #[allow(clippy::too_many_arguments)]
 359    fn request_completion_impl<F, R>(
 360        &mut self,
 361        workspace: Option<Entity<Workspace>>,
 362        project: Option<&Entity<Project>>,
 363        buffer: &Entity<Buffer>,
 364        cursor: language::Anchor,
 365        can_collect_data: bool,
 366        cx: &mut Context<Self>,
 367        perform_predict_edits: F,
 368    ) -> Task<Result<Option<InlineCompletion>>>
 369    where
 370        F: FnOnce(PerformPredictEditsParams) -> R + 'static,
 371        R: Future<Output = Result<PredictEditsResponse>> + Send + 'static,
 372    {
 373        let snapshot = self.report_changes_for_buffer(&buffer, cx);
 374        let diagnostic_groups = snapshot.diagnostic_groups(None);
 375        let cursor_point = cursor.to_point(&snapshot);
 376        let cursor_offset = cursor_point.to_offset(&snapshot);
 377        let events = self.events.clone();
 378        let path: Arc<Path> = snapshot
 379            .file()
 380            .map(|f| Arc::from(f.full_path(cx).as_path()))
 381            .unwrap_or_else(|| Arc::from(Path::new("untitled")));
 382
 383        let zeta = cx.entity();
 384        let client = self.client.clone();
 385        let llm_token = self.llm_token.clone();
 386        let app_version = AppVersion::global(cx);
 387
 388        let buffer = buffer.clone();
 389
 390        let local_lsp_store =
 391            project.and_then(|project| project.read(cx).lsp_store().read(cx).as_local());
 392        let diagnostic_groups = if let Some(local_lsp_store) = local_lsp_store {
 393            Some(
 394                diagnostic_groups
 395                    .into_iter()
 396                    .filter_map(|(language_server_id, diagnostic_group)| {
 397                        let language_server =
 398                            local_lsp_store.running_language_server_for_id(language_server_id)?;
 399
 400                        Some((
 401                            language_server.name(),
 402                            diagnostic_group.resolve::<usize>(&snapshot),
 403                        ))
 404                    })
 405                    .collect::<Vec<_>>(),
 406            )
 407        } else {
 408            None
 409        };
 410
 411        cx.spawn(|_, cx| async move {
 412            let request_sent_at = Instant::now();
 413
 414            struct BackgroundValues {
 415                input_events: String,
 416                input_excerpt: String,
 417                speculated_output: String,
 418                editable_range: Range<usize>,
 419                input_outline: String,
 420            }
 421
 422            let values = cx
 423                .background_spawn({
 424                    let snapshot = snapshot.clone();
 425                    let path = path.clone();
 426                    async move {
 427                        let path = path.to_string_lossy();
 428                        let input_excerpt = excerpt_for_cursor_position(
 429                            cursor_point,
 430                            &path,
 431                            &snapshot,
 432                            MAX_REWRITE_TOKENS,
 433                            MAX_CONTEXT_TOKENS,
 434                        );
 435                        let input_events = prompt_for_events(&events, MAX_EVENT_TOKENS);
 436                        let input_outline = prompt_for_outline(&snapshot);
 437
 438                        anyhow::Ok(BackgroundValues {
 439                            input_events,
 440                            input_excerpt: input_excerpt.prompt,
 441                            speculated_output: input_excerpt.speculated_output,
 442                            editable_range: input_excerpt.editable_range.to_offset(&snapshot),
 443                            input_outline,
 444                        })
 445                    }
 446                })
 447                .await?;
 448
 449            log::debug!(
 450                "Events:\n{}\nExcerpt:\n{:?}",
 451                values.input_events,
 452                values.input_excerpt
 453            );
 454
 455            let body = PredictEditsBody {
 456                input_events: values.input_events.clone(),
 457                input_excerpt: values.input_excerpt.clone(),
 458                speculated_output: Some(values.speculated_output),
 459                outline: Some(values.input_outline.clone()),
 460                can_collect_data,
 461                diagnostic_groups: diagnostic_groups.and_then(|diagnostic_groups| {
 462                    diagnostic_groups
 463                        .into_iter()
 464                        .map(|(name, diagnostic_group)| {
 465                            Ok((name.to_string(), serde_json::to_value(diagnostic_group)?))
 466                        })
 467                        .collect::<Result<Vec<_>>>()
 468                        .log_err()
 469                }),
 470            };
 471
 472            let response = perform_predict_edits(PerformPredictEditsParams {
 473                client,
 474                llm_token,
 475                app_version,
 476                body,
 477            })
 478            .await;
 479            let response = match response {
 480                Ok(response) => response,
 481                Err(err) => {
 482                    if err.is::<ZedUpdateRequiredError>() {
 483                        cx.update(|cx| {
 484                            zeta.update(cx, |zeta, _cx| {
 485                                zeta.update_required = true;
 486                            });
 487
 488                            if let Some(workspace) = workspace {
 489                                workspace.update(cx, |workspace, cx| {
 490                                    workspace.show_notification(
 491                                        NotificationId::unique::<ZedUpdateRequiredError>(),
 492                                        cx,
 493                                        |cx| {
 494                                            cx.new(|_| {
 495                                                ErrorMessagePrompt::new(err.to_string())
 496                                                    .with_link_button(
 497                                                        "Update Zed",
 498                                                        "https://zed.dev/releases",
 499                                                    )
 500                                            })
 501                                        },
 502                                    );
 503                                });
 504                            }
 505                        })
 506                        .ok();
 507                    }
 508
 509                    return Err(err);
 510                }
 511            };
 512
 513            log::debug!("completion response: {}", &response.output_excerpt);
 514
 515            Self::process_completion_response(
 516                response,
 517                buffer,
 518                &snapshot,
 519                values.editable_range,
 520                cursor_offset,
 521                path,
 522                values.input_outline,
 523                values.input_events,
 524                values.input_excerpt,
 525                request_sent_at,
 526                &cx,
 527            )
 528            .await
 529        })
 530    }
 531
 532    // Generates several example completions of various states to fill the Zeta completion modal
 533    #[cfg(any(test, feature = "test-support"))]
 534    pub fn fill_with_fake_completions(&mut self, cx: &mut Context<Self>) -> Task<()> {
 535        use language::Point;
 536
 537        let test_buffer_text = indoc::indoc! {r#"a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 538            And maybe a short line
 539
 540            Then a few lines
 541
 542            and then another
 543            "#};
 544
 545        let project = None;
 546        let buffer = cx.new(|cx| Buffer::local(test_buffer_text, cx));
 547        let position = buffer.read(cx).anchor_before(Point::new(1, 0));
 548
 549        let completion_tasks = vec![
 550            self.fake_completion(
 551                project,
 552                &buffer,
 553                position,
 554                PredictEditsResponse {
 555                    request_id: Uuid::parse_str("e7861db5-0cea-4761-b1c5-ad083ac53a80").unwrap(),
 556                    output_excerpt: format!("{EDITABLE_REGION_START_MARKER}
 557a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 558[here's an edit]
 559And maybe a short line
 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("077c556a-2c49-44e2-bbc6-dafc09032a5e").unwrap(),
 573                    output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
 574a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 575And maybe a short line
 576[and another edit]
 577Then a few lines
 578and then another
 579{EDITABLE_REGION_END_MARKER}
 580                        "#),
 581                },
 582                cx,
 583            ),
 584            self.fake_completion(
 585                project,
 586                &buffer,
 587                position,
 588                PredictEditsResponse {
 589                    request_id: Uuid::parse_str("df8c7b23-3d1d-4f99-a306-1f6264a41277").unwrap(),
 590                    output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
 591a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 592And maybe a short line
 593
 594Then a few lines
 595
 596and then another
 597{EDITABLE_REGION_END_MARKER}
 598                        "#),
 599                },
 600                cx,
 601            ),
 602            self.fake_completion(
 603                project,
 604                &buffer,
 605                position,
 606                PredictEditsResponse {
 607                    request_id: Uuid::parse_str("c743958d-e4d8-44a8-aa5b-eb1e305c5f5c").unwrap(),
 608                    output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
 609a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 610And maybe a short line
 611
 612Then a few lines
 613
 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("ff5cd7ab-ad06-4808-986e-d3391e7b8355").unwrap(),
 626                    output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
 627a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 628And maybe a short line
 629Then a few lines
 630[a third completion]
 631and then another
 632{EDITABLE_REGION_END_MARKER}
 633                        "#),
 634                },
 635                cx,
 636            ),
 637            self.fake_completion(
 638                project,
 639                &buffer,
 640                position,
 641                PredictEditsResponse {
 642                    request_id: Uuid::parse_str("83cafa55-cdba-4b27-8474-1865ea06be94").unwrap(),
 643                    output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
 644a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 645And maybe a short line
 646and then another
 647[fourth completion example]
 648{EDITABLE_REGION_END_MARKER}
 649                        "#),
 650                },
 651                cx,
 652            ),
 653            self.fake_completion(
 654                project,
 655                &buffer,
 656                position,
 657                PredictEditsResponse {
 658                    request_id: Uuid::parse_str("d5bd3afd-8723-47c7-bd77-15a3a926867b").unwrap(),
 659                    output_excerpt: format!(r#"{EDITABLE_REGION_START_MARKER}
 660a longggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggggg line
 661And maybe a short line
 662Then a few lines
 663and then another
 664[fifth and final completion]
 665{EDITABLE_REGION_END_MARKER}
 666                        "#),
 667                },
 668                cx,
 669            ),
 670        ];
 671
 672        cx.spawn(|zeta, mut cx| async move {
 673            for task in completion_tasks {
 674                task.await.unwrap();
 675            }
 676
 677            zeta.update(&mut cx, |zeta, _cx| {
 678                zeta.shown_completions.get_mut(2).unwrap().edits = Arc::new([]);
 679                zeta.shown_completions.get_mut(3).unwrap().edits = Arc::new([]);
 680            })
 681            .ok();
 682        })
 683    }
 684
 685    #[cfg(any(test, feature = "test-support"))]
 686    pub fn fake_completion(
 687        &mut self,
 688        project: Option<&Entity<Project>>,
 689        buffer: &Entity<Buffer>,
 690        position: language::Anchor,
 691        response: PredictEditsResponse,
 692        cx: &mut Context<Self>,
 693    ) -> Task<Result<Option<InlineCompletion>>> {
 694        use std::future::ready;
 695
 696        self.request_completion_impl(None, project, buffer, position, false, cx, |_params| {
 697            ready(Ok(response))
 698        })
 699    }
 700
 701    pub fn request_completion(
 702        &mut self,
 703        project: Option<&Entity<Project>>,
 704        buffer: &Entity<Buffer>,
 705        position: language::Anchor,
 706        can_collect_data: bool,
 707        cx: &mut Context<Self>,
 708    ) -> Task<Result<Option<InlineCompletion>>> {
 709        let workspace = self
 710            .editor
 711            .as_ref()
 712            .and_then(|editor| editor.read(cx).workspace());
 713        self.request_completion_impl(
 714            workspace,
 715            project,
 716            buffer,
 717            position,
 718            can_collect_data,
 719            cx,
 720            Self::perform_predict_edits,
 721        )
 722    }
 723
 724    fn perform_predict_edits(
 725        params: PerformPredictEditsParams,
 726    ) -> impl Future<Output = Result<PredictEditsResponse>> {
 727        async move {
 728            let PerformPredictEditsParams {
 729                client,
 730                llm_token,
 731                app_version,
 732                body,
 733                ..
 734            } = params;
 735
 736            let http_client = client.http_client();
 737            let mut token = llm_token.acquire(&client).await?;
 738            let mut did_retry = false;
 739
 740            loop {
 741                let request_builder = http_client::Request::builder().method(Method::POST);
 742                let request_builder =
 743                    if let Ok(predict_edits_url) = std::env::var("ZED_PREDICT_EDITS_URL") {
 744                        request_builder.uri(predict_edits_url)
 745                    } else {
 746                        request_builder.uri(
 747                            http_client
 748                                .build_zed_llm_url("/predict_edits/v2", &[])?
 749                                .as_ref(),
 750                        )
 751                    };
 752                let request = request_builder
 753                    .header("Content-Type", "application/json")
 754                    .header("Authorization", format!("Bearer {}", token))
 755                    .body(serde_json::to_string(&body)?.into())?;
 756
 757                let mut response = http_client.send(request).await?;
 758
 759                if let Some(minimum_required_version) = response
 760                    .headers()
 761                    .get(MINIMUM_REQUIRED_VERSION_HEADER_NAME)
 762                    .and_then(|version| SemanticVersion::from_str(version.to_str().ok()?).ok())
 763                {
 764                    if app_version < minimum_required_version {
 765                        return Err(anyhow!(ZedUpdateRequiredError {
 766                            minimum_version: minimum_required_version
 767                        }));
 768                    }
 769                }
 770
 771                if response.status().is_success() {
 772                    let mut body = String::new();
 773                    response.body_mut().read_to_string(&mut body).await?;
 774                    return Ok(serde_json::from_str(&body)?);
 775                } else if !did_retry
 776                    && response
 777                        .headers()
 778                        .get(EXPIRED_LLM_TOKEN_HEADER_NAME)
 779                        .is_some()
 780                {
 781                    did_retry = true;
 782                    token = llm_token.refresh(&client).await?;
 783                } else {
 784                    let mut body = String::new();
 785                    response.body_mut().read_to_string(&mut body).await?;
 786                    return Err(anyhow!(
 787                        "error predicting edits.\nStatus: {:?}\nBody: {}",
 788                        response.status(),
 789                        body
 790                    ));
 791                }
 792            }
 793        }
 794    }
 795
 796    #[allow(clippy::too_many_arguments)]
 797    fn process_completion_response(
 798        prediction_response: PredictEditsResponse,
 799        buffer: Entity<Buffer>,
 800        snapshot: &BufferSnapshot,
 801        editable_range: Range<usize>,
 802        cursor_offset: usize,
 803        path: Arc<Path>,
 804        input_outline: String,
 805        input_events: String,
 806        input_excerpt: String,
 807        request_sent_at: Instant,
 808        cx: &AsyncApp,
 809    ) -> Task<Result<Option<InlineCompletion>>> {
 810        let snapshot = snapshot.clone();
 811        let request_id = prediction_response.request_id;
 812        let output_excerpt = prediction_response.output_excerpt;
 813        cx.spawn(|cx| async move {
 814            let output_excerpt: Arc<str> = output_excerpt.into();
 815
 816            let edits: Arc<[(Range<Anchor>, String)]> = cx
 817                .background_spawn({
 818                    let output_excerpt = output_excerpt.clone();
 819                    let editable_range = editable_range.clone();
 820                    let snapshot = snapshot.clone();
 821                    async move { Self::parse_edits(output_excerpt, editable_range, &snapshot) }
 822                })
 823                .await?
 824                .into();
 825
 826            let Some((edits, snapshot, edit_preview)) = buffer.read_with(&cx, {
 827                let edits = edits.clone();
 828                |buffer, cx| {
 829                    let new_snapshot = buffer.snapshot();
 830                    let edits: Arc<[(Range<Anchor>, String)]> =
 831                        interpolate(&snapshot, &new_snapshot, edits)?.into();
 832                    Some((edits.clone(), new_snapshot, buffer.preview_edits(edits, cx)))
 833                }
 834            })?
 835            else {
 836                return anyhow::Ok(None);
 837            };
 838
 839            let edit_preview = edit_preview.await;
 840
 841            Ok(Some(InlineCompletion {
 842                id: InlineCompletionId(request_id),
 843                path,
 844                excerpt_range: editable_range,
 845                cursor_offset,
 846                edits,
 847                edit_preview,
 848                snapshot,
 849                input_outline: input_outline.into(),
 850                input_events: input_events.into(),
 851                input_excerpt: input_excerpt.into(),
 852                output_excerpt,
 853                request_sent_at,
 854                response_received_at: Instant::now(),
 855            }))
 856        })
 857    }
 858
 859    fn parse_edits(
 860        output_excerpt: Arc<str>,
 861        editable_range: Range<usize>,
 862        snapshot: &BufferSnapshot,
 863    ) -> Result<Vec<(Range<Anchor>, String)>> {
 864        let content = output_excerpt.replace(CURSOR_MARKER, "");
 865
 866        let start_markers = content
 867            .match_indices(EDITABLE_REGION_START_MARKER)
 868            .collect::<Vec<_>>();
 869        anyhow::ensure!(
 870            start_markers.len() == 1,
 871            "expected exactly one start marker, found {}",
 872            start_markers.len()
 873        );
 874
 875        let end_markers = content
 876            .match_indices(EDITABLE_REGION_END_MARKER)
 877            .collect::<Vec<_>>();
 878        anyhow::ensure!(
 879            end_markers.len() == 1,
 880            "expected exactly one end marker, found {}",
 881            end_markers.len()
 882        );
 883
 884        let sof_markers = content
 885            .match_indices(START_OF_FILE_MARKER)
 886            .collect::<Vec<_>>();
 887        anyhow::ensure!(
 888            sof_markers.len() <= 1,
 889            "expected at most one start-of-file marker, found {}",
 890            sof_markers.len()
 891        );
 892
 893        let codefence_start = start_markers[0].0;
 894        let content = &content[codefence_start..];
 895
 896        let newline_ix = content.find('\n').context("could not find newline")?;
 897        let content = &content[newline_ix + 1..];
 898
 899        let codefence_end = content
 900            .rfind(&format!("\n{EDITABLE_REGION_END_MARKER}"))
 901            .context("could not find end marker")?;
 902        let new_text = &content[..codefence_end];
 903
 904        let old_text = snapshot
 905            .text_for_range(editable_range.clone())
 906            .collect::<String>();
 907
 908        Ok(Self::compute_edits(
 909            old_text,
 910            new_text,
 911            editable_range.start,
 912            &snapshot,
 913        ))
 914    }
 915
 916    pub fn compute_edits(
 917        old_text: String,
 918        new_text: &str,
 919        offset: usize,
 920        snapshot: &BufferSnapshot,
 921    ) -> Vec<(Range<Anchor>, String)> {
 922        fn tokenize(text: &str) -> Vec<&str> {
 923            let classifier = CharClassifier::new(None).for_completion(true);
 924            let mut chars = text.chars().peekable();
 925            let mut prev_ch = chars.peek().copied();
 926            let mut tokens = Vec::new();
 927            let mut start = 0;
 928            let mut end = 0;
 929            while let Some(ch) = chars.next() {
 930                let prev_kind = prev_ch.map(|ch| classifier.kind(ch));
 931                let kind = classifier.kind(ch);
 932                if Some(kind) != prev_kind || (kind == CharKind::Punctuation && Some(ch) != prev_ch)
 933                {
 934                    tokens.push(&text[start..end]);
 935                    start = end;
 936                }
 937                end += ch.len_utf8();
 938                prev_ch = Some(ch);
 939            }
 940            tokens.push(&text[start..end]);
 941            tokens
 942        }
 943
 944        let old_tokens = tokenize(&old_text);
 945        let new_tokens = tokenize(new_text);
 946
 947        let diff = similar::TextDiffConfig::default()
 948            .algorithm(similar::Algorithm::Patience)
 949            .diff_slices(&old_tokens, &new_tokens);
 950        let mut edits: Vec<(Range<usize>, String)> = Vec::new();
 951        let mut old_start = offset;
 952        for change in diff.iter_all_changes() {
 953            let value = change.value();
 954            match change.tag() {
 955                similar::ChangeTag::Equal => {
 956                    old_start += value.len();
 957                }
 958                similar::ChangeTag::Delete => {
 959                    let old_end = old_start + value.len();
 960                    if let Some((last_old_range, _)) = edits.last_mut() {
 961                        if last_old_range.end == old_start {
 962                            last_old_range.end = old_end;
 963                        } else {
 964                            edits.push((old_start..old_end, String::new()));
 965                        }
 966                    } else {
 967                        edits.push((old_start..old_end, String::new()));
 968                    }
 969                    old_start = old_end;
 970                }
 971                similar::ChangeTag::Insert => {
 972                    if let Some((last_old_range, last_new_text)) = edits.last_mut() {
 973                        if last_old_range.end == old_start {
 974                            last_new_text.push_str(value);
 975                        } else {
 976                            edits.push((old_start..old_start, value.into()));
 977                        }
 978                    } else {
 979                        edits.push((old_start..old_start, value.into()));
 980                    }
 981                }
 982            }
 983        }
 984
 985        edits
 986            .into_iter()
 987            .map(|(mut old_range, new_text)| {
 988                let prefix_len = common_prefix(
 989                    snapshot.chars_for_range(old_range.clone()),
 990                    new_text.chars(),
 991                );
 992                old_range.start += prefix_len;
 993                let suffix_len = common_prefix(
 994                    snapshot.reversed_chars_for_range(old_range.clone()),
 995                    new_text[prefix_len..].chars().rev(),
 996                );
 997                old_range.end = old_range.end.saturating_sub(suffix_len);
 998
 999                let new_text = new_text[prefix_len..new_text.len() - suffix_len].to_string();
1000                let range = if old_range.is_empty() {
1001                    let anchor = snapshot.anchor_after(old_range.start);
1002                    anchor..anchor
1003                } else {
1004                    snapshot.anchor_after(old_range.start)..snapshot.anchor_before(old_range.end)
1005                };
1006                (range, new_text)
1007            })
1008            .collect()
1009    }
1010
1011    pub fn is_completion_rated(&self, completion_id: InlineCompletionId) -> bool {
1012        self.rated_completions.contains(&completion_id)
1013    }
1014
1015    pub fn completion_shown(&mut self, completion: &InlineCompletion, cx: &mut Context<Self>) {
1016        self.shown_completions.push_front(completion.clone());
1017        if self.shown_completions.len() > 50 {
1018            let completion = self.shown_completions.pop_back().unwrap();
1019            self.rated_completions.remove(&completion.id);
1020        }
1021        cx.notify();
1022    }
1023
1024    pub fn rate_completion(
1025        &mut self,
1026        completion: &InlineCompletion,
1027        rating: InlineCompletionRating,
1028        feedback: String,
1029        cx: &mut Context<Self>,
1030    ) {
1031        self.rated_completions.insert(completion.id);
1032        telemetry::event!(
1033            "Edit Prediction Rated",
1034            rating,
1035            input_events = completion.input_events,
1036            input_excerpt = completion.input_excerpt,
1037            input_outline = completion.input_outline,
1038            output_excerpt = completion.output_excerpt,
1039            feedback
1040        );
1041        self.client.telemetry().flush_events();
1042        cx.notify();
1043    }
1044
1045    pub fn shown_completions(&self) -> impl DoubleEndedIterator<Item = &InlineCompletion> {
1046        self.shown_completions.iter()
1047    }
1048
1049    pub fn shown_completions_len(&self) -> usize {
1050        self.shown_completions.len()
1051    }
1052
1053    fn report_changes_for_buffer(
1054        &mut self,
1055        buffer: &Entity<Buffer>,
1056        cx: &mut Context<Self>,
1057    ) -> BufferSnapshot {
1058        self.register_buffer(buffer, cx);
1059
1060        let registered_buffer = self
1061            .registered_buffers
1062            .get_mut(&buffer.entity_id())
1063            .unwrap();
1064        let new_snapshot = buffer.read(cx).snapshot();
1065
1066        if new_snapshot.version != registered_buffer.snapshot.version {
1067            let old_snapshot = mem::replace(&mut registered_buffer.snapshot, new_snapshot.clone());
1068            self.push_event(Event::BufferChange {
1069                old_snapshot,
1070                new_snapshot: new_snapshot.clone(),
1071                timestamp: Instant::now(),
1072            });
1073        }
1074
1075        new_snapshot
1076    }
1077
1078    fn load_data_collection_choices() -> DataCollectionChoice {
1079        let choice = KEY_VALUE_STORE
1080            .read_kvp(ZED_PREDICT_DATA_COLLECTION_CHOICE)
1081            .log_err()
1082            .flatten();
1083
1084        match choice.as_deref() {
1085            Some("true") => DataCollectionChoice::Enabled,
1086            Some("false") => DataCollectionChoice::Disabled,
1087            Some(_) => {
1088                log::error!("unknown value in '{ZED_PREDICT_DATA_COLLECTION_CHOICE}'");
1089                DataCollectionChoice::NotAnswered
1090            }
1091            None => DataCollectionChoice::NotAnswered,
1092        }
1093    }
1094}
1095
1096struct PerformPredictEditsParams {
1097    pub client: Arc<Client>,
1098    pub llm_token: LlmApiToken,
1099    pub app_version: SemanticVersion,
1100    pub body: PredictEditsBody,
1101}
1102
1103#[derive(Error, Debug)]
1104#[error(
1105    "You must update to Zed version {minimum_version} or higher to continue using edit predictions."
1106)]
1107pub struct ZedUpdateRequiredError {
1108    minimum_version: SemanticVersion,
1109}
1110
1111struct LicenseDetectionWatcher {
1112    is_open_source_rx: watch::Receiver<bool>,
1113    _is_open_source_task: Task<()>,
1114}
1115
1116impl LicenseDetectionWatcher {
1117    pub fn new(worktree: &Worktree, cx: &mut Context<Worktree>) -> Self {
1118        let (mut is_open_source_tx, is_open_source_rx) = watch::channel_with::<bool>(false);
1119
1120        // Check if worktree is a single file, if so we do not need to check for a LICENSE file
1121        let task = if worktree.abs_path().is_file() {
1122            Task::ready(())
1123        } else {
1124            let loaded_files = LICENSE_FILES_TO_CHECK
1125                .iter()
1126                .map(Path::new)
1127                .map(|file| worktree.load_file(file, cx))
1128                .collect::<ArrayVec<_, { LICENSE_FILES_TO_CHECK.len() }>>();
1129
1130            cx.background_spawn(async move {
1131                for loaded_file in loaded_files.into_iter() {
1132                    let Ok(loaded_file) = loaded_file.await else {
1133                        continue;
1134                    };
1135
1136                    let path = &loaded_file.file.path;
1137                    if is_license_eligible_for_data_collection(&loaded_file.text) {
1138                        log::info!("detected '{path:?}' as open source license");
1139                        *is_open_source_tx.borrow_mut() = true;
1140                    } else {
1141                        log::info!("didn't detect '{path:?}' as open source license");
1142                    }
1143
1144                    // stop on the first license that successfully read
1145                    return;
1146                }
1147
1148                log::debug!("didn't find a license file to check, assuming closed source");
1149            })
1150        };
1151
1152        Self {
1153            is_open_source_rx,
1154            _is_open_source_task: task,
1155        }
1156    }
1157
1158    /// Answers false until we find out it's open source
1159    pub fn is_project_open_source(&self) -> bool {
1160        *self.is_open_source_rx.borrow()
1161    }
1162}
1163
1164fn common_prefix<T1: Iterator<Item = char>, T2: Iterator<Item = char>>(a: T1, b: T2) -> usize {
1165    a.zip(b)
1166        .take_while(|(a, b)| a == b)
1167        .map(|(a, _)| a.len_utf8())
1168        .sum()
1169}
1170
1171fn prompt_for_outline(snapshot: &BufferSnapshot) -> String {
1172    let mut input_outline = String::new();
1173
1174    writeln!(
1175        input_outline,
1176        "```{}",
1177        snapshot
1178            .file()
1179            .map_or(Cow::Borrowed("untitled"), |file| file
1180                .path()
1181                .to_string_lossy())
1182    )
1183    .unwrap();
1184
1185    if let Some(outline) = snapshot.outline(None) {
1186        for item in &outline.items {
1187            let spacing = " ".repeat(item.depth);
1188            writeln!(input_outline, "{}{}", spacing, item.text).unwrap();
1189        }
1190    }
1191
1192    writeln!(input_outline, "```").unwrap();
1193
1194    input_outline
1195}
1196
1197fn prompt_for_events(events: &VecDeque<Event>, mut remaining_tokens: usize) -> String {
1198    let mut result = String::new();
1199    for event in events.iter().rev() {
1200        let event_string = event.to_prompt();
1201        let event_tokens = tokens_for_bytes(event_string.len());
1202        if event_tokens > remaining_tokens {
1203            break;
1204        }
1205
1206        if !result.is_empty() {
1207            result.insert_str(0, "\n\n");
1208        }
1209        result.insert_str(0, &event_string);
1210        remaining_tokens -= event_tokens;
1211    }
1212    result
1213}
1214
1215struct RegisteredBuffer {
1216    snapshot: BufferSnapshot,
1217    _subscriptions: [gpui::Subscription; 2],
1218}
1219
1220#[derive(Clone)]
1221enum Event {
1222    BufferChange {
1223        old_snapshot: BufferSnapshot,
1224        new_snapshot: BufferSnapshot,
1225        timestamp: Instant,
1226    },
1227}
1228
1229impl Event {
1230    fn to_prompt(&self) -> String {
1231        match self {
1232            Event::BufferChange {
1233                old_snapshot,
1234                new_snapshot,
1235                ..
1236            } => {
1237                let mut prompt = String::new();
1238
1239                let old_path = old_snapshot
1240                    .file()
1241                    .map(|f| f.path().as_ref())
1242                    .unwrap_or(Path::new("untitled"));
1243                let new_path = new_snapshot
1244                    .file()
1245                    .map(|f| f.path().as_ref())
1246                    .unwrap_or(Path::new("untitled"));
1247                if old_path != new_path {
1248                    writeln!(prompt, "User renamed {:?} to {:?}\n", old_path, new_path).unwrap();
1249                }
1250
1251                let diff =
1252                    similar::TextDiff::from_lines(&old_snapshot.text(), &new_snapshot.text())
1253                        .unified_diff()
1254                        .to_string();
1255                if !diff.is_empty() {
1256                    write!(
1257                        prompt,
1258                        "User edited {:?}:\n```diff\n{}\n```",
1259                        new_path, diff
1260                    )
1261                    .unwrap();
1262                }
1263
1264                prompt
1265            }
1266        }
1267    }
1268}
1269
1270#[derive(Debug, Clone)]
1271struct CurrentInlineCompletion {
1272    buffer_id: EntityId,
1273    completion: InlineCompletion,
1274}
1275
1276impl CurrentInlineCompletion {
1277    fn should_replace_completion(&self, old_completion: &Self, snapshot: &BufferSnapshot) -> bool {
1278        if self.buffer_id != old_completion.buffer_id {
1279            return true;
1280        }
1281
1282        let Some(old_edits) = old_completion.completion.interpolate(&snapshot) else {
1283            return true;
1284        };
1285        let Some(new_edits) = self.completion.interpolate(&snapshot) else {
1286            return false;
1287        };
1288
1289        if old_edits.len() == 1 && new_edits.len() == 1 {
1290            let (old_range, old_text) = &old_edits[0];
1291            let (new_range, new_text) = &new_edits[0];
1292            new_range == old_range && new_text.starts_with(old_text)
1293        } else {
1294            true
1295        }
1296    }
1297}
1298
1299struct PendingCompletion {
1300    id: usize,
1301    _task: Task<()>,
1302}
1303
1304#[derive(Debug, Clone, Copy)]
1305pub enum DataCollectionChoice {
1306    NotAnswered,
1307    Enabled,
1308    Disabled,
1309}
1310
1311impl DataCollectionChoice {
1312    pub fn is_enabled(self) -> bool {
1313        match self {
1314            Self::Enabled => true,
1315            Self::NotAnswered | Self::Disabled => false,
1316        }
1317    }
1318
1319    pub fn is_answered(self) -> bool {
1320        match self {
1321            Self::Enabled | Self::Disabled => true,
1322            Self::NotAnswered => false,
1323        }
1324    }
1325
1326    pub fn toggle(&self) -> DataCollectionChoice {
1327        match self {
1328            Self::Enabled => Self::Disabled,
1329            Self::Disabled => Self::Enabled,
1330            Self::NotAnswered => Self::Enabled,
1331        }
1332    }
1333}
1334
1335impl From<bool> for DataCollectionChoice {
1336    fn from(value: bool) -> Self {
1337        match value {
1338            true => DataCollectionChoice::Enabled,
1339            false => DataCollectionChoice::Disabled,
1340        }
1341    }
1342}
1343
1344pub struct ProviderDataCollection {
1345    /// When set to None, data collection is not possible in the provider buffer
1346    choice: Option<Entity<DataCollectionChoice>>,
1347    license_detection_watcher: Option<Rc<LicenseDetectionWatcher>>,
1348}
1349
1350impl ProviderDataCollection {
1351    pub fn new(zeta: Entity<Zeta>, buffer: Option<Entity<Buffer>>, cx: &mut App) -> Self {
1352        let choice_and_watcher = buffer.and_then(|buffer| {
1353            let file = buffer.read(cx).file()?;
1354
1355            if !file.is_local() || file.is_private() {
1356                return None;
1357            }
1358
1359            let zeta = zeta.read(cx);
1360            let choice = zeta.data_collection_choice.clone();
1361
1362            let license_detection_watcher = zeta
1363                .license_detection_watchers
1364                .get(&file.worktree_id(cx))
1365                .cloned()?;
1366
1367            Some((choice, license_detection_watcher))
1368        });
1369
1370        if let Some((choice, watcher)) = choice_and_watcher {
1371            ProviderDataCollection {
1372                choice: Some(choice),
1373                license_detection_watcher: Some(watcher),
1374            }
1375        } else {
1376            ProviderDataCollection {
1377                choice: None,
1378                license_detection_watcher: None,
1379            }
1380        }
1381    }
1382
1383    pub fn can_collect_data(&self, cx: &App) -> bool {
1384        self.is_data_collection_enabled(cx) && self.is_project_open_source()
1385    }
1386
1387    pub fn is_data_collection_enabled(&self, cx: &App) -> bool {
1388        self.choice
1389            .as_ref()
1390            .is_some_and(|choice| choice.read(cx).is_enabled())
1391    }
1392
1393    fn is_project_open_source(&self) -> bool {
1394        self.license_detection_watcher
1395            .as_ref()
1396            .is_some_and(|watcher| watcher.is_project_open_source())
1397    }
1398
1399    pub fn toggle(&mut self, cx: &mut App) {
1400        if let Some(choice) = self.choice.as_mut() {
1401            let new_choice = choice.update(cx, |choice, _cx| {
1402                let new_choice = choice.toggle();
1403                *choice = new_choice;
1404                new_choice
1405            });
1406
1407            db::write_and_log(cx, move || {
1408                KEY_VALUE_STORE.write_kvp(
1409                    ZED_PREDICT_DATA_COLLECTION_CHOICE.into(),
1410                    new_choice.is_enabled().to_string(),
1411                )
1412            });
1413        }
1414    }
1415}
1416
1417pub struct ZetaInlineCompletionProvider {
1418    zeta: Entity<Zeta>,
1419    pending_completions: ArrayVec<PendingCompletion, 2>,
1420    next_pending_completion_id: usize,
1421    current_completion: Option<CurrentInlineCompletion>,
1422    /// None if this is entirely disabled for this provider
1423    provider_data_collection: ProviderDataCollection,
1424    last_request_timestamp: Instant,
1425}
1426
1427impl ZetaInlineCompletionProvider {
1428    pub const THROTTLE_TIMEOUT: Duration = Duration::from_millis(300);
1429
1430    pub fn new(zeta: Entity<Zeta>, provider_data_collection: ProviderDataCollection) -> Self {
1431        Self {
1432            zeta,
1433            pending_completions: ArrayVec::new(),
1434            next_pending_completion_id: 0,
1435            current_completion: None,
1436            provider_data_collection,
1437            last_request_timestamp: Instant::now(),
1438        }
1439    }
1440}
1441
1442impl inline_completion::EditPredictionProvider for ZetaInlineCompletionProvider {
1443    fn name() -> &'static str {
1444        "zed-predict"
1445    }
1446
1447    fn display_name() -> &'static str {
1448        "Zed's Edit Predictions"
1449    }
1450
1451    fn show_completions_in_menu() -> bool {
1452        true
1453    }
1454
1455    fn show_tab_accept_marker() -> bool {
1456        true
1457    }
1458
1459    fn data_collection_state(&self, cx: &App) -> DataCollectionState {
1460        let is_project_open_source = self.provider_data_collection.is_project_open_source();
1461
1462        if self.provider_data_collection.is_data_collection_enabled(cx) {
1463            DataCollectionState::Enabled {
1464                is_project_open_source,
1465            }
1466        } else {
1467            DataCollectionState::Disabled {
1468                is_project_open_source,
1469            }
1470        }
1471    }
1472
1473    fn toggle_data_collection(&mut self, cx: &mut App) {
1474        self.provider_data_collection.toggle(cx);
1475    }
1476
1477    fn is_enabled(
1478        &self,
1479        _buffer: &Entity<Buffer>,
1480        _cursor_position: language::Anchor,
1481        _cx: &App,
1482    ) -> bool {
1483        true
1484    }
1485
1486    fn needs_terms_acceptance(&self, cx: &App) -> bool {
1487        !self.zeta.read(cx).tos_accepted
1488    }
1489
1490    fn is_refreshing(&self) -> bool {
1491        !self.pending_completions.is_empty()
1492    }
1493
1494    fn refresh(
1495        &mut self,
1496        project: Option<Entity<Project>>,
1497        buffer: Entity<Buffer>,
1498        position: language::Anchor,
1499        _debounce: bool,
1500        cx: &mut Context<Self>,
1501    ) {
1502        if !self.zeta.read(cx).tos_accepted {
1503            return;
1504        }
1505
1506        if self.zeta.read(cx).update_required {
1507            return;
1508        }
1509
1510        if let Some(current_completion) = self.current_completion.as_ref() {
1511            let snapshot = buffer.read(cx).snapshot();
1512            if current_completion
1513                .completion
1514                .interpolate(&snapshot)
1515                .is_some()
1516            {
1517                return;
1518            }
1519        }
1520
1521        let pending_completion_id = self.next_pending_completion_id;
1522        self.next_pending_completion_id += 1;
1523        let can_collect_data = self.provider_data_collection.can_collect_data(cx);
1524        let last_request_timestamp = self.last_request_timestamp;
1525
1526        let task = cx.spawn(|this, mut cx| async move {
1527            if let Some(timeout) = (last_request_timestamp + Self::THROTTLE_TIMEOUT)
1528                .checked_duration_since(Instant::now())
1529            {
1530                cx.background_executor().timer(timeout).await;
1531            }
1532
1533            let completion_request = this.update(&mut cx, |this, cx| {
1534                this.last_request_timestamp = Instant::now();
1535                this.zeta.update(cx, |zeta, cx| {
1536                    zeta.request_completion(
1537                        project.as_ref(),
1538                        &buffer,
1539                        position,
1540                        can_collect_data,
1541                        cx,
1542                    )
1543                })
1544            });
1545
1546            let completion = match completion_request {
1547                Ok(completion_request) => {
1548                    let completion_request = completion_request.await;
1549                    completion_request.map(|c| {
1550                        c.map(|completion| CurrentInlineCompletion {
1551                            buffer_id: buffer.entity_id(),
1552                            completion,
1553                        })
1554                    })
1555                }
1556                Err(error) => Err(error),
1557            };
1558            let Some(new_completion) = completion
1559                .context("edit prediction failed")
1560                .log_err()
1561                .flatten()
1562            else {
1563                this.update(&mut cx, |this, cx| {
1564                    if this.pending_completions[0].id == pending_completion_id {
1565                        this.pending_completions.remove(0);
1566                    } else {
1567                        this.pending_completions.clear();
1568                    }
1569
1570                    cx.notify();
1571                })
1572                .ok();
1573                return;
1574            };
1575
1576            this.update(&mut cx, |this, cx| {
1577                if this.pending_completions[0].id == pending_completion_id {
1578                    this.pending_completions.remove(0);
1579                } else {
1580                    this.pending_completions.clear();
1581                }
1582
1583                if let Some(old_completion) = this.current_completion.as_ref() {
1584                    let snapshot = buffer.read(cx).snapshot();
1585                    if new_completion.should_replace_completion(&old_completion, &snapshot) {
1586                        this.zeta.update(cx, |zeta, cx| {
1587                            zeta.completion_shown(&new_completion.completion, cx);
1588                        });
1589                        this.current_completion = Some(new_completion);
1590                    }
1591                } else {
1592                    this.zeta.update(cx, |zeta, cx| {
1593                        zeta.completion_shown(&new_completion.completion, cx);
1594                    });
1595                    this.current_completion = Some(new_completion);
1596                }
1597
1598                cx.notify();
1599            })
1600            .ok();
1601        });
1602
1603        // We always maintain at most two pending completions. When we already
1604        // have two, we replace the newest one.
1605        if self.pending_completions.len() <= 1 {
1606            self.pending_completions.push(PendingCompletion {
1607                id: pending_completion_id,
1608                _task: task,
1609            });
1610        } else if self.pending_completions.len() == 2 {
1611            self.pending_completions.pop();
1612            self.pending_completions.push(PendingCompletion {
1613                id: pending_completion_id,
1614                _task: task,
1615            });
1616        }
1617    }
1618
1619    fn cycle(
1620        &mut self,
1621        _buffer: Entity<Buffer>,
1622        _cursor_position: language::Anchor,
1623        _direction: inline_completion::Direction,
1624        _cx: &mut Context<Self>,
1625    ) {
1626        // Right now we don't support cycling.
1627    }
1628
1629    fn accept(&mut self, _cx: &mut Context<Self>) {
1630        self.pending_completions.clear();
1631    }
1632
1633    fn discard(&mut self, _cx: &mut Context<Self>) {
1634        self.pending_completions.clear();
1635        self.current_completion.take();
1636    }
1637
1638    fn suggest(
1639        &mut self,
1640        buffer: &Entity<Buffer>,
1641        cursor_position: language::Anchor,
1642        cx: &mut Context<Self>,
1643    ) -> Option<inline_completion::InlineCompletion> {
1644        let CurrentInlineCompletion {
1645            buffer_id,
1646            completion,
1647            ..
1648        } = self.current_completion.as_mut()?;
1649
1650        // Invalidate previous completion if it was generated for a different buffer.
1651        if *buffer_id != buffer.entity_id() {
1652            self.current_completion.take();
1653            return None;
1654        }
1655
1656        let buffer = buffer.read(cx);
1657        let Some(edits) = completion.interpolate(&buffer.snapshot()) else {
1658            self.current_completion.take();
1659            return None;
1660        };
1661
1662        let cursor_row = cursor_position.to_point(buffer).row;
1663        let (closest_edit_ix, (closest_edit_range, _)) =
1664            edits.iter().enumerate().min_by_key(|(_, (range, _))| {
1665                let distance_from_start = cursor_row.abs_diff(range.start.to_point(buffer).row);
1666                let distance_from_end = cursor_row.abs_diff(range.end.to_point(buffer).row);
1667                cmp::min(distance_from_start, distance_from_end)
1668            })?;
1669
1670        let mut edit_start_ix = closest_edit_ix;
1671        for (range, _) in edits[..edit_start_ix].iter().rev() {
1672            let distance_from_closest_edit =
1673                closest_edit_range.start.to_point(buffer).row - range.end.to_point(buffer).row;
1674            if distance_from_closest_edit <= 1 {
1675                edit_start_ix -= 1;
1676            } else {
1677                break;
1678            }
1679        }
1680
1681        let mut edit_end_ix = closest_edit_ix + 1;
1682        for (range, _) in &edits[edit_end_ix..] {
1683            let distance_from_closest_edit =
1684                range.start.to_point(buffer).row - closest_edit_range.end.to_point(buffer).row;
1685            if distance_from_closest_edit <= 1 {
1686                edit_end_ix += 1;
1687            } else {
1688                break;
1689            }
1690        }
1691
1692        Some(inline_completion::InlineCompletion {
1693            id: Some(completion.id.to_string().into()),
1694            edits: edits[edit_start_ix..edit_end_ix].to_vec(),
1695            edit_preview: Some(completion.edit_preview.clone()),
1696        })
1697    }
1698}
1699
1700fn tokens_for_bytes(bytes: usize) -> usize {
1701    /// Typical number of string bytes per token for the purposes of limiting model input. This is
1702    /// intentionally low to err on the side of underestimating limits.
1703    const BYTES_PER_TOKEN_GUESS: usize = 3;
1704    bytes / BYTES_PER_TOKEN_GUESS
1705}
1706
1707#[cfg(test)]
1708mod tests {
1709    use client::test::FakeServer;
1710    use clock::FakeSystemClock;
1711    use gpui::TestAppContext;
1712    use http_client::FakeHttpClient;
1713    use indoc::indoc;
1714    use language::Point;
1715    use language_models::RefreshLlmTokenListener;
1716    use rpc::proto;
1717    use settings::SettingsStore;
1718
1719    use super::*;
1720
1721    #[gpui::test]
1722    async fn test_inline_completion_basic_interpolation(cx: &mut TestAppContext) {
1723        let buffer = cx.new(|cx| Buffer::local("Lorem ipsum dolor", cx));
1724        let edits: Arc<[(Range<Anchor>, String)]> = cx.update(|cx| {
1725            to_completion_edits(
1726                [(2..5, "REM".to_string()), (9..11, "".to_string())],
1727                &buffer,
1728                cx,
1729            )
1730            .into()
1731        });
1732
1733        let edit_preview = cx
1734            .read(|cx| buffer.read(cx).preview_edits(edits.clone(), cx))
1735            .await;
1736
1737        let completion = InlineCompletion {
1738            edits,
1739            edit_preview,
1740            path: Path::new("").into(),
1741            snapshot: cx.read(|cx| buffer.read(cx).snapshot()),
1742            id: InlineCompletionId(Uuid::new_v4()),
1743            excerpt_range: 0..0,
1744            cursor_offset: 0,
1745            input_outline: "".into(),
1746            input_events: "".into(),
1747            input_excerpt: "".into(),
1748            output_excerpt: "".into(),
1749            request_sent_at: Instant::now(),
1750            response_received_at: Instant::now(),
1751        };
1752
1753        cx.update(|cx| {
1754            assert_eq!(
1755                from_completion_edits(
1756                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1757                    &buffer,
1758                    cx
1759                ),
1760                vec![(2..5, "REM".to_string()), (9..11, "".to_string())]
1761            );
1762
1763            buffer.update(cx, |buffer, cx| buffer.edit([(2..5, "")], None, cx));
1764            assert_eq!(
1765                from_completion_edits(
1766                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1767                    &buffer,
1768                    cx
1769                ),
1770                vec![(2..2, "REM".to_string()), (6..8, "".to_string())]
1771            );
1772
1773            buffer.update(cx, |buffer, cx| buffer.undo(cx));
1774            assert_eq!(
1775                from_completion_edits(
1776                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1777                    &buffer,
1778                    cx
1779                ),
1780                vec![(2..5, "REM".to_string()), (9..11, "".to_string())]
1781            );
1782
1783            buffer.update(cx, |buffer, cx| buffer.edit([(2..5, "R")], None, cx));
1784            assert_eq!(
1785                from_completion_edits(
1786                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1787                    &buffer,
1788                    cx
1789                ),
1790                vec![(3..3, "EM".to_string()), (7..9, "".to_string())]
1791            );
1792
1793            buffer.update(cx, |buffer, cx| buffer.edit([(3..3, "E")], None, cx));
1794            assert_eq!(
1795                from_completion_edits(
1796                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1797                    &buffer,
1798                    cx
1799                ),
1800                vec![(4..4, "M".to_string()), (8..10, "".to_string())]
1801            );
1802
1803            buffer.update(cx, |buffer, cx| buffer.edit([(4..4, "M")], None, cx));
1804            assert_eq!(
1805                from_completion_edits(
1806                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1807                    &buffer,
1808                    cx
1809                ),
1810                vec![(9..11, "".to_string())]
1811            );
1812
1813            buffer.update(cx, |buffer, cx| buffer.edit([(4..5, "")], None, cx));
1814            assert_eq!(
1815                from_completion_edits(
1816                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1817                    &buffer,
1818                    cx
1819                ),
1820                vec![(4..4, "M".to_string()), (8..10, "".to_string())]
1821            );
1822
1823            buffer.update(cx, |buffer, cx| buffer.edit([(8..10, "")], None, cx));
1824            assert_eq!(
1825                from_completion_edits(
1826                    &completion.interpolate(&buffer.read(cx).snapshot()).unwrap(),
1827                    &buffer,
1828                    cx
1829                ),
1830                vec![(4..4, "M".to_string())]
1831            );
1832
1833            buffer.update(cx, |buffer, cx| buffer.edit([(4..6, "")], None, cx));
1834            assert_eq!(completion.interpolate(&buffer.read(cx).snapshot()), None);
1835        })
1836    }
1837
1838    #[gpui::test]
1839    async fn test_clean_up_diff(cx: &mut TestAppContext) {
1840        cx.update(|cx| {
1841            let settings_store = SettingsStore::test(cx);
1842            cx.set_global(settings_store);
1843            client::init_settings(cx);
1844        });
1845
1846        let edits = edits_for_prediction(
1847            indoc! {"
1848                fn main() {
1849                    let word_1 = \"lorem\";
1850                    let range = word.len()..word.len();
1851                }
1852            "},
1853            indoc! {"
1854                <|editable_region_start|>
1855                fn main() {
1856                    let word_1 = \"lorem\";
1857                    let range = word_1.len()..word_1.len();
1858                }
1859
1860                <|editable_region_end|>
1861            "},
1862            cx,
1863        )
1864        .await;
1865        assert_eq!(
1866            edits,
1867            [
1868                (Point::new(2, 20)..Point::new(2, 20), "_1".to_string()),
1869                (Point::new(2, 32)..Point::new(2, 32), "_1".to_string()),
1870            ]
1871        );
1872
1873        let edits = edits_for_prediction(
1874            indoc! {"
1875                fn main() {
1876                    let story = \"the quick\"
1877                }
1878            "},
1879            indoc! {"
1880                <|editable_region_start|>
1881                fn main() {
1882                    let story = \"the quick brown fox jumps over the lazy dog\";
1883                }
1884
1885                <|editable_region_end|>
1886            "},
1887            cx,
1888        )
1889        .await;
1890        assert_eq!(
1891            edits,
1892            [
1893                (
1894                    Point::new(1, 26)..Point::new(1, 26),
1895                    " brown fox jumps over the lazy dog".to_string()
1896                ),
1897                (Point::new(1, 27)..Point::new(1, 27), ";".to_string()),
1898            ]
1899        );
1900    }
1901
1902    #[gpui::test]
1903    async fn test_inline_completion_end_of_buffer(cx: &mut TestAppContext) {
1904        cx.update(|cx| {
1905            let settings_store = SettingsStore::test(cx);
1906            cx.set_global(settings_store);
1907            client::init_settings(cx);
1908        });
1909
1910        let buffer_content = "lorem\n";
1911        let completion_response = indoc! {"
1912            ```animals.js
1913            <|start_of_file|>
1914            <|editable_region_start|>
1915            lorem
1916            ipsum
1917            <|editable_region_end|>
1918            ```"};
1919
1920        let http_client = FakeHttpClient::create(move |_| async move {
1921            Ok(http_client::Response::builder()
1922                .status(200)
1923                .body(
1924                    serde_json::to_string(&PredictEditsResponse {
1925                        request_id: Uuid::parse_str("7e86480f-3536-4d2c-9334-8213e3445d45")
1926                            .unwrap(),
1927                        output_excerpt: completion_response.to_string(),
1928                    })
1929                    .unwrap()
1930                    .into(),
1931                )
1932                .unwrap())
1933        });
1934
1935        let client = cx.update(|cx| Client::new(Arc::new(FakeSystemClock::new()), http_client, cx));
1936        cx.update(|cx| {
1937            RefreshLlmTokenListener::register(client.clone(), cx);
1938        });
1939        let server = FakeServer::for_client(42, &client, cx).await;
1940        let user_store = cx.new(|cx| UserStore::new(client.clone(), cx));
1941        let zeta = cx.new(|cx| Zeta::new(None, client, user_store, cx));
1942
1943        let buffer = cx.new(|cx| Buffer::local(buffer_content, cx));
1944        let cursor = buffer.read_with(cx, |buffer, _| buffer.anchor_before(Point::new(1, 0)));
1945        let completion_task = zeta.update(cx, |zeta, cx| {
1946            zeta.request_completion(None, &buffer, cursor, false, cx)
1947        });
1948
1949        let token_request = server.receive::<proto::GetLlmToken>().await.unwrap();
1950        server.respond(
1951            token_request.receipt(),
1952            proto::GetLlmTokenResponse { token: "".into() },
1953        );
1954
1955        let completion = completion_task.await.unwrap().unwrap();
1956        buffer.update(cx, |buffer, cx| {
1957            buffer.edit(completion.edits.iter().cloned(), None, cx)
1958        });
1959        assert_eq!(
1960            buffer.read_with(cx, |buffer, _| buffer.text()),
1961            "lorem\nipsum"
1962        );
1963    }
1964
1965    async fn edits_for_prediction(
1966        buffer_content: &str,
1967        completion_response: &str,
1968        cx: &mut TestAppContext,
1969    ) -> Vec<(Range<Point>, String)> {
1970        let completion_response = completion_response.to_string();
1971        let http_client = FakeHttpClient::create(move |_| {
1972            let completion = completion_response.clone();
1973            async move {
1974                Ok(http_client::Response::builder()
1975                    .status(200)
1976                    .body(
1977                        serde_json::to_string(&PredictEditsResponse {
1978                            request_id: Uuid::new_v4(),
1979                            output_excerpt: completion,
1980                        })
1981                        .unwrap()
1982                        .into(),
1983                    )
1984                    .unwrap())
1985            }
1986        });
1987
1988        let client = cx.update(|cx| Client::new(Arc::new(FakeSystemClock::new()), http_client, cx));
1989        cx.update(|cx| {
1990            RefreshLlmTokenListener::register(client.clone(), cx);
1991        });
1992        let server = FakeServer::for_client(42, &client, cx).await;
1993        let user_store = cx.new(|cx| UserStore::new(client.clone(), cx));
1994        let zeta = cx.new(|cx| Zeta::new(None, client, user_store, cx));
1995
1996        let buffer = cx.new(|cx| Buffer::local(buffer_content, cx));
1997        let snapshot = buffer.read_with(cx, |buffer, _| buffer.snapshot());
1998        let cursor = buffer.read_with(cx, |buffer, _| buffer.anchor_before(Point::new(1, 0)));
1999        let completion_task = zeta.update(cx, |zeta, cx| {
2000            zeta.request_completion(None, &buffer, cursor, false, cx)
2001        });
2002
2003        let token_request = server.receive::<proto::GetLlmToken>().await.unwrap();
2004        server.respond(
2005            token_request.receipt(),
2006            proto::GetLlmTokenResponse { token: "".into() },
2007        );
2008
2009        let completion = completion_task.await.unwrap().unwrap();
2010        completion
2011            .edits
2012            .into_iter()
2013            .map(|(old_range, new_text)| (old_range.to_point(&snapshot), new_text.clone()))
2014            .collect::<Vec<_>>()
2015    }
2016
2017    fn to_completion_edits(
2018        iterator: impl IntoIterator<Item = (Range<usize>, String)>,
2019        buffer: &Entity<Buffer>,
2020        cx: &App,
2021    ) -> Vec<(Range<Anchor>, String)> {
2022        let buffer = buffer.read(cx);
2023        iterator
2024            .into_iter()
2025            .map(|(range, text)| {
2026                (
2027                    buffer.anchor_after(range.start)..buffer.anchor_before(range.end),
2028                    text,
2029                )
2030            })
2031            .collect()
2032    }
2033
2034    fn from_completion_edits(
2035        editor_edits: &[(Range<Anchor>, String)],
2036        buffer: &Entity<Buffer>,
2037        cx: &App,
2038    ) -> Vec<(Range<usize>, String)> {
2039        let buffer = buffer.read(cx);
2040        editor_edits
2041            .iter()
2042            .map(|(range, text)| {
2043                (
2044                    range.start.to_offset(buffer)..range.end.to_offset(buffer),
2045                    text.clone(),
2046                )
2047            })
2048            .collect()
2049    }
2050
2051    #[ctor::ctor]
2052    fn init_logger() {
2053        if std::env::var("RUST_LOG").is_ok() {
2054            env_logger::init();
2055        }
2056    }
2057}