zeta.rs

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