language_model.rs

  1mod model;
  2mod rate_limiter;
  3mod registry;
  4mod request;
  5mod role;
  6mod telemetry;
  7
  8#[cfg(any(test, feature = "test-support"))]
  9pub mod fake_provider;
 10
 11use anyhow::Result;
 12use client::Client;
 13use futures::FutureExt;
 14use futures::{StreamExt, TryStreamExt as _, future::BoxFuture, stream::BoxStream};
 15use gpui::{AnyElement, AnyView, App, AsyncApp, SharedString, Task, Window};
 16use icons::IconName;
 17use parking_lot::Mutex;
 18use proto::Plan;
 19use schemars::JsonSchema;
 20use serde::{Deserialize, Serialize, de::DeserializeOwned};
 21use std::fmt;
 22use std::ops::{Add, Sub};
 23use std::{future::Future, sync::Arc};
 24use thiserror::Error;
 25use util::serde::is_default;
 26
 27pub use crate::model::*;
 28pub use crate::rate_limiter::*;
 29pub use crate::registry::*;
 30pub use crate::request::*;
 31pub use crate::role::*;
 32pub use crate::telemetry::*;
 33
 34pub const ZED_CLOUD_PROVIDER_ID: &str = "zed.dev";
 35
 36pub fn init(client: Arc<Client>, cx: &mut App) {
 37    registry::init(cx);
 38    RefreshLlmTokenListener::register(client.clone(), cx);
 39}
 40
 41/// The availability of a [`LanguageModel`].
 42#[derive(Debug, PartialEq, Eq, Clone, Copy)]
 43pub enum LanguageModelAvailability {
 44    /// The language model is available to the general public.
 45    Public,
 46    /// The language model is available to users on the indicated plan.
 47    RequiresPlan(Plan),
 48}
 49
 50/// Configuration for caching language model messages.
 51#[derive(Clone, Debug, PartialEq, Serialize, Deserialize, JsonSchema)]
 52pub struct LanguageModelCacheConfiguration {
 53    pub max_cache_anchors: usize,
 54    pub should_speculate: bool,
 55    pub min_total_token: usize,
 56}
 57
 58/// A completion event from a language model.
 59#[derive(Debug, PartialEq, Clone, Serialize, Deserialize)]
 60pub enum LanguageModelCompletionEvent {
 61    Stop(StopReason),
 62    Text(String),
 63    Thinking(String),
 64    ToolUse(LanguageModelToolUse),
 65    StartMessage { message_id: String },
 66    UsageUpdate(TokenUsage),
 67}
 68
 69/// Indicates the format used to define the input schema for a language model tool.
 70#[derive(Debug, PartialEq, Eq, Clone, Copy)]
 71pub enum LanguageModelToolSchemaFormat {
 72    /// A JSON schema, see https://json-schema.org
 73    JsonSchema,
 74    /// A subset of an OpenAPI 3.0 schema object supported by Google AI, see https://ai.google.dev/api/caching#Schema
 75    JsonSchemaSubset,
 76}
 77
 78#[derive(Debug, PartialEq, Clone, Copy, Serialize, Deserialize)]
 79#[serde(rename_all = "snake_case")]
 80pub enum StopReason {
 81    EndTurn,
 82    MaxTokens,
 83    ToolUse,
 84}
 85
 86#[derive(Debug, PartialEq, Clone, Serialize, Deserialize, Default)]
 87pub struct TokenUsage {
 88    #[serde(default, skip_serializing_if = "is_default")]
 89    pub input_tokens: u32,
 90    #[serde(default, skip_serializing_if = "is_default")]
 91    pub output_tokens: u32,
 92    #[serde(default, skip_serializing_if = "is_default")]
 93    pub cache_creation_input_tokens: u32,
 94    #[serde(default, skip_serializing_if = "is_default")]
 95    pub cache_read_input_tokens: u32,
 96}
 97
 98impl Add<TokenUsage> for TokenUsage {
 99    type Output = Self;
100
101    fn add(self, other: Self) -> Self {
102        Self {
103            input_tokens: self.input_tokens + other.input_tokens,
104            output_tokens: self.output_tokens + other.output_tokens,
105            cache_creation_input_tokens: self.cache_creation_input_tokens
106                + other.cache_creation_input_tokens,
107            cache_read_input_tokens: self.cache_read_input_tokens + other.cache_read_input_tokens,
108        }
109    }
110}
111
112impl Sub<TokenUsage> for TokenUsage {
113    type Output = Self;
114
115    fn sub(self, other: Self) -> Self {
116        Self {
117            input_tokens: self.input_tokens - other.input_tokens,
118            output_tokens: self.output_tokens - other.output_tokens,
119            cache_creation_input_tokens: self.cache_creation_input_tokens
120                - other.cache_creation_input_tokens,
121            cache_read_input_tokens: self.cache_read_input_tokens - other.cache_read_input_tokens,
122        }
123    }
124}
125
126#[derive(Debug, PartialEq, Eq, Hash, Clone, Serialize, Deserialize)]
127pub struct LanguageModelToolUseId(Arc<str>);
128
129impl fmt::Display for LanguageModelToolUseId {
130    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
131        write!(f, "{}", self.0)
132    }
133}
134
135impl<T> From<T> for LanguageModelToolUseId
136where
137    T: Into<Arc<str>>,
138{
139    fn from(value: T) -> Self {
140        Self(value.into())
141    }
142}
143
144#[derive(Debug, PartialEq, Eq, Hash, Clone, Serialize, Deserialize)]
145pub struct LanguageModelToolUse {
146    pub id: LanguageModelToolUseId,
147    pub name: Arc<str>,
148    pub input: serde_json::Value,
149}
150
151pub struct LanguageModelTextStream {
152    pub message_id: Option<String>,
153    pub stream: BoxStream<'static, Result<String>>,
154    // Has complete token usage after the stream has finished
155    pub last_token_usage: Arc<Mutex<TokenUsage>>,
156}
157
158impl Default for LanguageModelTextStream {
159    fn default() -> Self {
160        Self {
161            message_id: None,
162            stream: Box::pin(futures::stream::empty()),
163            last_token_usage: Arc::new(Mutex::new(TokenUsage::default())),
164        }
165    }
166}
167
168pub trait LanguageModel: Send + Sync {
169    fn id(&self) -> LanguageModelId;
170    fn name(&self) -> LanguageModelName;
171    /// If None, falls back to [LanguageModelProvider::icon]
172    fn icon(&self) -> Option<IconName> {
173        None
174    }
175    fn provider_id(&self) -> LanguageModelProviderId;
176    fn provider_name(&self) -> LanguageModelProviderName;
177    fn telemetry_id(&self) -> String;
178
179    fn api_key(&self, _cx: &App) -> Option<String> {
180        None
181    }
182
183    /// Returns the availability of this language model.
184    fn availability(&self) -> LanguageModelAvailability {
185        LanguageModelAvailability::Public
186    }
187
188    fn tool_input_format(&self) -> LanguageModelToolSchemaFormat {
189        LanguageModelToolSchemaFormat::JsonSchema
190    }
191
192    fn max_token_count(&self) -> usize;
193    fn max_output_tokens(&self) -> Option<u32> {
194        None
195    }
196
197    fn count_tokens(
198        &self,
199        request: LanguageModelRequest,
200        cx: &App,
201    ) -> BoxFuture<'static, Result<usize>>;
202
203    fn stream_completion(
204        &self,
205        request: LanguageModelRequest,
206        cx: &AsyncApp,
207    ) -> BoxFuture<'static, Result<BoxStream<'static, Result<LanguageModelCompletionEvent>>>>;
208
209    fn stream_completion_text(
210        &self,
211        request: LanguageModelRequest,
212        cx: &AsyncApp,
213    ) -> BoxFuture<'static, Result<LanguageModelTextStream>> {
214        let events = self.stream_completion(request, cx);
215
216        async move {
217            let mut events = events.await?.fuse();
218            let mut message_id = None;
219            let mut first_item_text = None;
220            let last_token_usage = Arc::new(Mutex::new(TokenUsage::default()));
221
222            if let Some(first_event) = events.next().await {
223                match first_event {
224                    Ok(LanguageModelCompletionEvent::StartMessage { message_id: id }) => {
225                        message_id = Some(id.clone());
226                    }
227                    Ok(LanguageModelCompletionEvent::Text(text)) => {
228                        first_item_text = Some(text);
229                    }
230                    _ => (),
231                }
232            }
233
234            let stream = futures::stream::iter(first_item_text.map(Ok))
235                .chain(events.filter_map({
236                    let last_token_usage = last_token_usage.clone();
237                    move |result| {
238                        let last_token_usage = last_token_usage.clone();
239                        async move {
240                            match result {
241                                Ok(LanguageModelCompletionEvent::StartMessage { .. }) => None,
242                                Ok(LanguageModelCompletionEvent::Text(text)) => Some(Ok(text)),
243                                Ok(LanguageModelCompletionEvent::Thinking(_)) => None,
244                                Ok(LanguageModelCompletionEvent::Stop(_)) => None,
245                                Ok(LanguageModelCompletionEvent::ToolUse(_)) => None,
246                                Ok(LanguageModelCompletionEvent::UsageUpdate(token_usage)) => {
247                                    *last_token_usage.lock() = token_usage;
248                                    None
249                                }
250                                Err(err) => Some(Err(err)),
251                            }
252                        }
253                    }
254                }))
255                .boxed();
256
257            Ok(LanguageModelTextStream {
258                message_id,
259                stream,
260                last_token_usage,
261            })
262        }
263        .boxed()
264    }
265
266    fn use_any_tool(
267        &self,
268        request: LanguageModelRequest,
269        name: String,
270        description: String,
271        schema: serde_json::Value,
272        cx: &AsyncApp,
273    ) -> BoxFuture<'static, Result<BoxStream<'static, Result<String>>>>;
274
275    fn cache_configuration(&self) -> Option<LanguageModelCacheConfiguration> {
276        None
277    }
278
279    #[cfg(any(test, feature = "test-support"))]
280    fn as_fake(&self) -> &fake_provider::FakeLanguageModel {
281        unimplemented!()
282    }
283}
284
285impl dyn LanguageModel {
286    pub fn use_tool<T: LanguageModelTool>(
287        &self,
288        request: LanguageModelRequest,
289        cx: &AsyncApp,
290    ) -> impl 'static + Future<Output = Result<T>> {
291        let schema = schemars::schema_for!(T);
292        let schema_json = serde_json::to_value(&schema).unwrap();
293        let stream = self.use_any_tool(request, T::name(), T::description(), schema_json, cx);
294        async move {
295            let stream = stream.await?;
296            let response = stream.try_collect::<String>().await?;
297            Ok(serde_json::from_str(&response)?)
298        }
299    }
300
301    pub fn use_tool_stream<T: LanguageModelTool>(
302        &self,
303        request: LanguageModelRequest,
304        cx: &AsyncApp,
305    ) -> BoxFuture<'static, Result<BoxStream<'static, Result<String>>>> {
306        let schema = schemars::schema_for!(T);
307        let schema_json = serde_json::to_value(&schema).unwrap();
308        self.use_any_tool(request, T::name(), T::description(), schema_json, cx)
309    }
310}
311
312pub trait LanguageModelTool: 'static + DeserializeOwned + JsonSchema {
313    fn name() -> String;
314    fn description() -> String;
315}
316
317/// An error that occurred when trying to authenticate the language model provider.
318#[derive(Debug, Error)]
319pub enum AuthenticateError {
320    #[error("credentials not found")]
321    CredentialsNotFound,
322    #[error(transparent)]
323    Other(#[from] anyhow::Error),
324}
325
326pub trait LanguageModelProvider: 'static {
327    fn id(&self) -> LanguageModelProviderId;
328    fn name(&self) -> LanguageModelProviderName;
329    fn icon(&self) -> IconName {
330        IconName::ZedAssistant
331    }
332    fn default_model(&self, cx: &App) -> Option<Arc<dyn LanguageModel>>;
333    fn provided_models(&self, cx: &App) -> Vec<Arc<dyn LanguageModel>>;
334    fn load_model(&self, _model: Arc<dyn LanguageModel>, _cx: &App) {}
335    fn is_authenticated(&self, cx: &App) -> bool;
336    fn authenticate(&self, cx: &mut App) -> Task<Result<(), AuthenticateError>>;
337    fn configuration_view(&self, window: &mut Window, cx: &mut App) -> AnyView;
338    fn must_accept_terms(&self, _cx: &App) -> bool {
339        false
340    }
341    fn render_accept_terms(
342        &self,
343        _view: LanguageModelProviderTosView,
344        _cx: &mut App,
345    ) -> Option<AnyElement> {
346        None
347    }
348    fn reset_credentials(&self, cx: &mut App) -> Task<Result<()>>;
349}
350
351#[derive(PartialEq, Eq)]
352pub enum LanguageModelProviderTosView {
353    ThreadEmptyState,
354    PromptEditorPopup,
355    Configuration,
356}
357
358pub trait LanguageModelProviderState: 'static {
359    type ObservableEntity;
360
361    fn observable_entity(&self) -> Option<gpui::Entity<Self::ObservableEntity>>;
362
363    fn subscribe<T: 'static>(
364        &self,
365        cx: &mut gpui::Context<T>,
366        callback: impl Fn(&mut T, &mut gpui::Context<T>) + 'static,
367    ) -> Option<gpui::Subscription> {
368        let entity = self.observable_entity()?;
369        Some(cx.observe(&entity, move |this, _, cx| {
370            callback(this, cx);
371        }))
372    }
373}
374
375#[derive(Clone, Eq, PartialEq, Hash, Debug, Ord, PartialOrd)]
376pub struct LanguageModelId(pub SharedString);
377
378#[derive(Clone, Eq, PartialEq, Hash, Debug, Ord, PartialOrd)]
379pub struct LanguageModelName(pub SharedString);
380
381#[derive(Clone, Eq, PartialEq, Hash, Debug, Ord, PartialOrd)]
382pub struct LanguageModelProviderId(pub SharedString);
383
384#[derive(Clone, Eq, PartialEq, Hash, Debug, Ord, PartialOrd)]
385pub struct LanguageModelProviderName(pub SharedString);
386
387impl fmt::Display for LanguageModelProviderId {
388    fn fmt(&self, f: &mut fmt::Formatter<'_>) -> fmt::Result {
389        write!(f, "{}", self.0)
390    }
391}
392
393impl From<String> for LanguageModelId {
394    fn from(value: String) -> Self {
395        Self(SharedString::from(value))
396    }
397}
398
399impl From<String> for LanguageModelName {
400    fn from(value: String) -> Self {
401        Self(SharedString::from(value))
402    }
403}
404
405impl From<String> for LanguageModelProviderId {
406    fn from(value: String) -> Self {
407        Self(SharedString::from(value))
408    }
409}
410
411impl From<String> for LanguageModelProviderName {
412    fn from(value: String) -> Self {
413        Self(SharedString::from(value))
414    }
415}