use std::pin::Pin;use std::str::FromStr;use std::sync::Arc; use crate::ui::InstructionListItem;use anyhow::{anyhow, Context as _, Result};use aws_config::stalled_stream_protection::StalledStreamProtectionConfig;use aws_config::Region;use aws_credential_types::Credentials;use aws_http_client::AwsHttpClient;use bedrock::bedrock_client::types::{ ContentBlockDelta, ContentBlockStart, ContentBlockStartEvent, ConverseStreamOutput,};use bedrock::bedrock_client::{self, Config};use bedrock::{ value_to_aws_document, BedrockError, BedrockInnerContent, BedrockMessage, BedrockSpecificTool, BedrockStreamingResponse, BedrockTool, BedrockToolChoice, BedrockToolInputSchema, Model,};use collections::{BTreeMap, HashMap};use credentials_provider::CredentialsProvider;use editor::{Editor, EditorElement, EditorStyle};use futures::{future::BoxFuture, stream::BoxStream, FutureExt, Stream, StreamExt};use gpui::{ AnyView, App, AsyncApp, Context, Entity, FontStyle, Subscription, Task, TextStyle, WhiteSpace,};use gpui_tokio::Tokio;use http_client::HttpClient;use language_model::{ AuthenticateError, LanguageModel, LanguageModelCacheConfiguration, LanguageModelCompletionEvent, LanguageModelId, LanguageModelName, LanguageModelProvider, LanguageModelProviderId, LanguageModelProviderName, LanguageModelProviderState, LanguageModelRequest, LanguageModelToolUse, MessageContent, RateLimiter, Role,};use schemars::JsonSchema;use serde::{Deserialize, Serialize};use serde_json::Value;use settings::{Settings, SettingsStore};use strum::IntoEnumIterator;use theme::ThemeSettings;use tokio::runtime::Handle;use ui::{prelude::*, Icon, IconName, List, Tooltip};use util::{maybe, ResultExt}; use crate::AllLanguageModelSettings; const PROVIDER_ID: &str = "amazon-bedrock";const PROVIDER_NAME: &str = "Amazon Bedrock"; #[derive(Default, Clone, Deserialize, Serialize, PartialEq, Debug)]pub struct BedrockCredentials { pub region: String, pub access_key_id: String, pub secret_access_key: String,} #[derive(Default, Clone, Debug, PartialEq)]pub struct AmazonBedrockSettings { pub session_token: Option<String>, pub available_models: Vec<AvailableModel>,} #[derive(Clone, Debug, PartialEq, Serialize, Deserialize, JsonSchema)]pub struct AvailableModel { pub name: String, pub display_name: Option<String>, pub max_tokens: usize, pub cache_configuration: Option<LanguageModelCacheConfiguration>, pub max_output_tokens: Option<u32>, pub default_temperature: Option<f32>,} /// The URL of the base AWS service.////// Right now we're just using this as the key to store the AWS credentials/// under in the keychain.const AMAZON_AWS_URL: &str = "https://amazonaws.com"; // These environment variables all use a `ZED_` prefix because we don't want to overwrite the user's AWS credentials.const ZED_BEDROCK_ACCESS_KEY_ID_VAR: &str = "ZED_ACCESS_KEY_ID";const ZED_BEDROCK_SECRET_ACCESS_KEY_VAR: &str = "ZED_SECRET_ACCESS_KEY";const ZED_BEDROCK_REGION_VAR: &str = "ZED_AWS_REGION";const ZED_AWS_CREDENTIALS_VAR: &str = "ZED_AWS_CREDENTIALS"; pub struct State { credentials: Option<BedrockCredentials>, credentials_from_env: bool, _subscription: Subscription,} impl State { fn reset_credentials(&self, cx: &mut Context<Self>) -> Task<Result<()>> { let credentials_provider = <dyn CredentialsProvider>::global(cx); cx.spawn(|this, mut cx| async move { credentials_provider .delete_credentials(AMAZON_AWS_URL, &cx) .await .log_err(); this.update(&mut cx, |this, cx| { this.credentials = None; this.credentials_from_env = false; cx.notify(); }) }) } fn set_credentials( &mut self, credentials: BedrockCredentials, cx: &mut Context<Self>, ) -> Task<Result<()>> { let credentials_provider = <dyn CredentialsProvider>::global(cx); cx.spawn(|this, mut cx| async move { credentials_provider .write_credentials( AMAZON_AWS_URL, "Bearer", &serde_json::to_vec(&credentials)?, &cx, ) .await?; this.update(&mut cx, |this, cx| { this.credentials = Some(credentials); cx.notify(); }) }) } fn is_authenticated(&self) -> bool { self.credentials.is_some() } fn authenticate(&self, cx: &mut Context<Self>) -> Task<Result<(), AuthenticateError>> { if self.is_authenticated() { return Task::ready(Ok(())); } let credentials_provider = <dyn CredentialsProvider>::global(cx); cx.spawn(|this, mut cx| async move { let (credentials, from_env) = if let Ok(credentials) = std::env::var(ZED_AWS_CREDENTIALS_VAR) { (credentials, true) } else { let (_, credentials) = credentials_provider .read_credentials(AMAZON_AWS_URL, &cx) .await? .ok_or_else(|| AuthenticateError::CredentialsNotFound)?; ( String::from_utf8(credentials) .context("invalid {PROVIDER_NAME} credentials")?, false, ) }; let credentials: BedrockCredentials = serde_json::from_str(&credentials).context("failed to parse credentials")?; this.update(&mut cx, |this, cx| { this.credentials = Some(credentials); this.credentials_from_env = from_env; cx.notify(); })?; Ok(()) }) }} pub struct BedrockLanguageModelProvider { http_client: AwsHttpClient, handler: tokio::runtime::Handle, state: gpui::Entity<State>,} impl BedrockLanguageModelProvider { pub fn new(http_client: Arc<dyn HttpClient>, cx: &mut App) -> Self { let state = cx.new(|cx| State { credentials: None, credentials_from_env: false, _subscription: cx.observe_global::<SettingsStore>(|_, cx| { cx.notify(); }), }); let tokio_handle = Tokio::handle(cx); let coerced_client = AwsHttpClient::new(http_client.clone(), tokio_handle.clone()); Self { http_client: coerced_client, handler: tokio_handle.clone(), state, } }} impl LanguageModelProvider for BedrockLanguageModelProvider { fn id(&self) -> LanguageModelProviderId { LanguageModelProviderId(PROVIDER_ID.into()) } fn name(&self) -> LanguageModelProviderName { LanguageModelProviderName(PROVIDER_NAME.into()) } fn icon(&self) -> IconName { IconName::AiBedrock } fn default_model(&self, _cx: &App) -> Option<Arc<dyn LanguageModel>> { let model = bedrock::Model::default(); Some(Arc::new(BedrockModel { id: LanguageModelId::from(model.id().to_string()), model, http_client: self.http_client.clone(), handler: self.handler.clone(), state: self.state.clone(), request_limiter: RateLimiter::new(4), })) } fn provided_models(&self, cx: &App) -> Vec<Arc<dyn LanguageModel>> { let mut models = BTreeMap::default(); for model in bedrock::Model::iter() { if !matches!(model, bedrock::Model::Custom { .. }) { models.insert(model.id().to_string(), model); } } // Override with available models from settings for model in AllLanguageModelSettings::get_global(cx) .bedrock .available_models .iter() { models.insert( model.name.clone(), bedrock::Model::Custom { name: model.name.clone(), display_name: model.display_name.clone(), max_tokens: model.max_tokens, max_output_tokens: model.max_output_tokens, default_temperature: model.default_temperature, }, ); } models .into_values() .map(|model| { Arc::new(BedrockModel { id: LanguageModelId::from(model.id().to_string()), model, http_client: self.http_client.clone(), handler: self.handler.clone(), state: self.state.clone(), request_limiter: RateLimiter::new(4), }) as Arc<dyn LanguageModel> }) .collect() } fn is_authenticated(&self, cx: &App) -> bool { self.state.read(cx).is_authenticated() } fn authenticate(&self, cx: &mut App) -> Task<Result<(), AuthenticateError>> { self.state.update(cx, |state, cx| state.authenticate(cx)) } fn configuration_view(&self, window: &mut Window, cx: &mut App) -> AnyView { cx.new(|cx| ConfigurationView::new(self.state.clone(), window, cx)) .into() } fn reset_credentials(&self, cx: &mut App) -> Task<Result<()>> { self.state .update(cx, |state, cx| state.reset_credentials(cx)) }} impl LanguageModelProviderState for BedrockLanguageModelProvider { type ObservableEntity = State; fn observable_entity(&self) -> Option<gpui::Entity<Self::ObservableEntity>> { Some(self.state.clone()) }} struct BedrockModel { id: LanguageModelId, model: Model, http_client: AwsHttpClient, handler: tokio::runtime::Handle, state: gpui::Entity<State>, request_limiter: RateLimiter,} impl BedrockModel { fn stream_completion( &self, request: bedrock::Request, cx: &AsyncApp, ) -> Result< BoxFuture<'static, BoxStream<'static, Result<BedrockStreamingResponse, BedrockError>>>, > { let Ok(Ok((access_key_id, secret_access_key, region))) = cx.read_entity(&self.state, |state, _cx| { if let Some(credentials) = &state.credentials { Ok(( credentials.access_key_id.clone(), credentials.secret_access_key.clone(), credentials.region.clone(), )) } else { return Err(anyhow!("Failed to read credentials")); } }) else { return Err(anyhow!("App state dropped")); }; let runtime_client = bedrock_client::Client::from_conf( Config::builder() .stalled_stream_protection(StalledStreamProtectionConfig::disabled()) .credentials_provider(Credentials::new( access_key_id, secret_access_key, None, None, "Keychain", )) .region(Region::new(region)) .http_client(self.http_client.clone()) .build(), ); let owned_handle = self.handler.clone(); Ok(async move { let request = bedrock::stream_completion(runtime_client, request, owned_handle); request.await.unwrap_or_else(|e| { futures::stream::once(async move { Err(BedrockError::ClientError(e)) }).boxed() }) } .boxed()) }} impl LanguageModel for BedrockModel { fn id(&self) -> LanguageModelId { self.id.clone() } fn name(&self) -> LanguageModelName { LanguageModelName::from(self.model.display_name().to_string()) } fn provider_id(&self) -> LanguageModelProviderId { LanguageModelProviderId(PROVIDER_ID.into()) } fn provider_name(&self) -> LanguageModelProviderName { LanguageModelProviderName(PROVIDER_NAME.into()) } fn telemetry_id(&self) -> String { format!("bedrock/{}", self.model.id()) } fn max_token_count(&self) -> usize { self.model.max_token_count() } fn max_output_tokens(&self) -> Option<u32> { Some(self.model.max_output_tokens()) } fn count_tokens( &self, request: LanguageModelRequest, cx: &App, ) -> BoxFuture<'static, Result<usize>> { get_bedrock_tokens(request, cx) } fn stream_completion( &self, request: LanguageModelRequest, cx: &AsyncApp, ) -> BoxFuture<'static, Result<BoxStream<'static, Result<LanguageModelCompletionEvent>>>> { let request = into_bedrock( request, self.model.id().into(), self.model.default_temperature(), self.model.max_output_tokens(), ); let owned_handle = self.handler.clone(); let request = self.stream_completion(request, cx); let future = self.request_limiter.stream(async move { let response = request.map_err(|e| anyhow!(e)).unwrap().await; Ok(map_to_language_model_completion_events( response, owned_handle, )) }); async move { Ok(future.await?.boxed()) }.boxed() } fn use_any_tool( &self, request: LanguageModelRequest, name: String, description: String, schema: Value, _cx: &AsyncApp, ) -> BoxFuture<'static, Result<BoxStream<'static, Result<String>>>> { let mut request = into_bedrock( request, self.model.id().into(), self.model.default_temperature(), self.model.max_output_tokens(), ); request.tool_choice = Some(BedrockToolChoice::Tool( BedrockSpecificTool::builder() .name(name.clone()) .build() .unwrap(), )); request.tools = vec![BedrockTool::builder() .name(name.clone()) .description(description.clone()) .input_schema(BedrockToolInputSchema::Json(value_to_aws_document(&schema))) .build() .unwrap()]; let handle = self.handler.clone(); let request = self.stream_completion(request, _cx); self.request_limiter .run(async move { let response = request.map_err(|e| anyhow!(e)).unwrap().await; Ok(extract_tool_args_from_events(name, response, handle) .await? .boxed()) }) .boxed() } fn cache_configuration(&self) -> Option<LanguageModelCacheConfiguration> { None }} pub fn into_bedrock( request: LanguageModelRequest, model: String, default_temperature: f32, max_output_tokens: u32,) -> bedrock::Request { let mut new_messages: Vec<BedrockMessage> = Vec::new(); let mut system_message = String::new(); for message in request.messages { if message.contents_empty() { continue; } match message.role { Role::User | Role::Assistant => { let bedrock_message_content: Vec<BedrockInnerContent> = message .content .into_iter() .filter_map(|content| match content { MessageContent::Text(text) => { if !text.is_empty() { Some(BedrockInnerContent::Text(text)) } else { None } } _ => None, }) .collect(); let bedrock_role = match message.role { Role::User => bedrock::BedrockRole::User, Role::Assistant => bedrock::BedrockRole::Assistant, Role::System => unreachable!("System role should never occur here"), }; if let Some(last_message) = new_messages.last_mut() { if last_message.role == bedrock_role { last_message.content.extend(bedrock_message_content); continue; } } new_messages.push(Lines 1–500 of 1071. 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use std::pin::Pin; use std::str::FromStr; use std::sync::Arc; use crate::ui::InstructionListItem; use anyhow::{anyhow, Context as _, Result}; use aws_config::stalled_stream_protection::StalledStreamProtectionConfig; use aws_config::Region; use aws_credential_types::Credentials; use aws_http_client::AwsHttpClient; use bedrock::bedrock_client::types::{ ContentBlockDelta, ContentBlockStart, ContentBlockStartEvent, ConverseStreamOutput, }; use bedrock::bedrock_client::{self, Config}; use bedrock::{ value_to_aws_document, BedrockError, BedrockInnerContent, BedrockMessage, BedrockSpecificTool, BedrockStreamingResponse, BedrockTool, BedrockToolChoice, BedrockToolInputSchema, Model, }; use collections::{BTreeMap, HashMap}; use credentials_provider::CredentialsProvider; use editor::{Editor, EditorElement, EditorStyle}; use futures::{future::BoxFuture, stream::BoxStream, FutureExt, Stream, StreamExt}; use gpui::{ AnyView, App, AsyncApp, Context, Entity, FontStyle, Subscription, Task, TextStyle, WhiteSpace, }; use gpui_tokio::Tokio; use http_client::HttpClient; use language_model::{ AuthenticateError, LanguageModel, LanguageModelCacheConfiguration, LanguageModelCompletionEvent, LanguageModelId, LanguageModelName, LanguageModelProvider, LanguageModelProviderId, LanguageModelProviderName, LanguageModelProviderState, LanguageModelRequest, LanguageModelToolUse, MessageContent, RateLimiter, Role, }; use schemars::JsonSchema; use serde::{Deserialize, Serialize}; use serde_json::Value; use settings::{Settings, SettingsStore}; use strum::IntoEnumIterator; use theme::ThemeSettings; use tokio::runtime::Handle; use ui::{prelude::*, Icon, IconName, List, Tooltip}; use util::{maybe, ResultExt}; use crate::AllLanguageModelSettings; const PROVIDER_ID: &str = "amazon-bedrock"; const PROVIDER_NAME: &str = "Amazon Bedrock"; #[derive(Default, Clone, Deserialize, Serialize, PartialEq, Debug)] pub struct BedrockCredentials { pub region: String, pub access_key_id: String, pub secret_access_key: String, } #[derive(Default, Clone, Debug, PartialEq)] pub struct AmazonBedrockSettings { pub session_token: Option<String>, pub available_models: Vec<AvailableModel>, } #[derive(Clone, Debug, PartialEq, Serialize, Deserialize, JsonSchema)] pub struct AvailableModel { pub name: String, pub display_name: Option<String>, pub max_tokens: usize, pub cache_configuration: Option<LanguageModelCacheConfiguration>, pub max_output_tokens: Option<u32>, pub default_temperature: Option<f32>, } /// The URL of the base AWS service. /// /// Right now we're just using this as the key to store the AWS credentials /// under in the keychain. const AMAZON_AWS_URL: &str = "https://amazonaws.com"; // These environment variables all use a `ZED_` prefix because we don't want to overwrite the user's AWS credentials. const ZED_BEDROCK_ACCESS_KEY_ID_VAR: &str = "ZED_ACCESS_KEY_ID"; const ZED_BEDROCK_SECRET_ACCESS_KEY_VAR: &str = "ZED_SECRET_ACCESS_KEY"; const ZED_BEDROCK_REGION_VAR: &str = "ZED_AWS_REGION"; const ZED_AWS_CREDENTIALS_VAR: &str = "ZED_AWS_CREDENTIALS"; pub struct State { credentials: Option<BedrockCredentials>, credentials_from_env: bool, _subscription: Subscription, } impl State { fn reset_credentials(&self, cx: &mut Context<Self>) -> Task<Result<()>> { let credentials_provider = <dyn CredentialsProvider>::global(cx); cx.spawn(|this, mut cx| async move { credentials_provider .delete_credentials(AMAZON_AWS_URL, &cx) .await .log_err(); this.update(&mut cx, |this, cx| { this.credentials = None; this.credentials_from_env = false; cx.notify(); }) }) } fn set_credentials( &mut self, credentials: BedrockCredentials, cx: &mut Context<Self>, ) -> Task<Result<()>> { let credentials_provider = <dyn CredentialsProvider>::global(cx); cx.spawn(|this, mut cx| async move { credentials_provider .write_credentials( AMAZON_AWS_URL, "Bearer", &serde_json::to_vec(&credentials)?, &cx, ) .await?; this.update(&mut cx, |this, cx| { this.credentials = Some(credentials); cx.notify(); }) }) } fn is_authenticated(&self) -> bool { self.credentials.is_some() } fn authenticate(&self, cx: &mut Context<Self>) -> Task<Result<(), AuthenticateError>> { if self.is_authenticated() { return Task::ready(Ok(())); } let credentials_provider = <dyn CredentialsProvider>::global(cx); cx.spawn(|this, mut cx| async move { let (credentials, from_env) = if let Ok(credentials) = std::env::var(ZED_AWS_CREDENTIALS_VAR) { (credentials, true) } else { let (_, credentials) = credentials_provider .read_credentials(AMAZON_AWS_URL, &cx) .await? .ok_or_else(|| AuthenticateError::CredentialsNotFound)?; ( String::from_utf8(credentials) .context("invalid {PROVIDER_NAME} credentials")?, false, ) }; let credentials: BedrockCredentials = serde_json::from_str(&credentials).context("failed to parse credentials")?; this.update(&mut cx, |this, cx| { this.credentials = Some(credentials); this.credentials_from_env = from_env; cx.notify(); })?; Ok(()) }) } } pub struct BedrockLanguageModelProvider { http_client: AwsHttpClient, handler: tokio::runtime::Handle, state: gpui::Entity<State>, } impl BedrockLanguageModelProvider { pub fn new(http_client: Arc<dyn HttpClient>, cx: &mut App) -> Self { let state = cx.new(|cx| State { credentials: None, credentials_from_env: false, _subscription: cx.observe_global::<SettingsStore>(|_, cx| { cx.notify(); }), }); let tokio_handle = Tokio::handle(cx); let coerced_client = AwsHttpClient::new(http_client.clone(), tokio_handle.clone()); Self { http_client: coerced_client, handler: tokio_handle.clone(), state, } } } impl LanguageModelProvider for BedrockLanguageModelProvider { fn id(&self) -> LanguageModelProviderId { LanguageModelProviderId(PROVIDER_ID.into()) } fn name(&self) -> LanguageModelProviderName { LanguageModelProviderName(PROVIDER_NAME.into()) } fn icon(&self) -> IconName { IconName::AiBedrock } fn default_model(&self, _cx: &App) -> Option<Arc<dyn LanguageModel>> { let model = bedrock::Model::default(); Some(Arc::new(BedrockModel { id: LanguageModelId::from(model.id().to_string()), model, http_client: self.http_client.clone(), handler: self.handler.clone(), state: self.state.clone(), request_limiter: RateLimiter::new(4), })) } fn provided_models(&self, cx: &App) -> Vec<Arc<dyn LanguageModel>> { let mut models = BTreeMap::default(); for model in bedrock::Model::iter() { if !matches!(model, bedrock::Model::Custom { .. }) { models.insert(model.id().to_string(), model); } } // Override with available models from settings for model in AllLanguageModelSettings::get_global(cx) .bedrock .available_models .iter() { models.insert( model.name.clone(), bedrock::Model::Custom { name: model.name.clone(), display_name: model.display_name.clone(), max_tokens: model.max_tokens, max_output_tokens: model.max_output_tokens, default_temperature: model.default_temperature, }, ); } models .into_values() .map(|model| { Arc::new(BedrockModel { id: LanguageModelId::from(model.id().to_string()), model, http_client: self.http_client.clone(), handler: self.handler.clone(), state: self.state.clone(), request_limiter: RateLimiter::new(4), }) as Arc<dyn LanguageModel> }) .collect() } fn is_authenticated(&self, cx: &App) -> bool { self.state.read(cx).is_authenticated() } fn authenticate(&self, cx: &mut App) -> Task<Result<(), AuthenticateError>> { self.state.update(cx, |state, cx| state.authenticate(cx)) } fn configuration_view(&self, window: &mut Window, cx: &mut App) -> AnyView { cx.new(|cx| ConfigurationView::new(self.state.clone(), window, cx)) .into() } fn reset_credentials(&self, cx: &mut App) -> Task<Result<()>> { self.state .update(cx, |state, cx| state.reset_credentials(cx)) } } impl LanguageModelProviderState for BedrockLanguageModelProvider { type ObservableEntity = State; fn observable_entity(&self) -> Option<gpui::Entity<Self::ObservableEntity>> { Some(self.state.clone()) } } struct BedrockModel { id: LanguageModelId, model: Model, http_client: AwsHttpClient, handler: tokio::runtime::Handle, state: gpui::Entity<State>, request_limiter: RateLimiter, } impl BedrockModel { fn stream_completion( &self, request: bedrock::Request, cx: &AsyncApp, ) -> Result< BoxFuture<'static, BoxStream<'static, Result<BedrockStreamingResponse, BedrockError>>>, > { let Ok(Ok((access_key_id, secret_access_key, region))) = cx.read_entity(&self.state, |state, _cx| { if let Some(credentials) = &state.credentials { Ok(( credentials.access_key_id.clone(), credentials.secret_access_key.clone(), credentials.region.clone(), )) } else { return Err(anyhow!("Failed to read credentials")); } }) else { return Err(anyhow!("App state dropped")); }; let runtime_client = bedrock_client::Client::from_conf( Config::builder() .stalled_stream_protection(StalledStreamProtectionConfig::disabled()) .credentials_provider(Credentials::new( access_key_id, secret_access_key, None, None, "Keychain", )) .region(Region::new(region)) .http_client(self.http_client.clone()) .build(), ); let owned_handle = self.handler.clone(); Ok(async move { let request = bedrock::stream_completion(runtime_client, request, owned_handle); request.await.unwrap_or_else(|e| { futures::stream::once(async move { Err(BedrockError::ClientError(e)) }).boxed() }) } .boxed()) } } impl LanguageModel for BedrockModel { fn id(&self) -> LanguageModelId { self.id.clone() } fn name(&self) -> LanguageModelName { LanguageModelName::from(self.model.display_name().to_string()) } fn provider_id(&self) -> LanguageModelProviderId { LanguageModelProviderId(PROVIDER_ID.into()) } fn provider_name(&self) -> LanguageModelProviderName { LanguageModelProviderName(PROVIDER_NAME.into()) } fn telemetry_id(&self) -> String { format!("bedrock/{}", self.model.id()) } fn max_token_count(&self) -> usize { self.model.max_token_count() } fn max_output_tokens(&self) -> Option<u32> { Some(self.model.max_output_tokens()) } fn count_tokens( &self, request: LanguageModelRequest, cx: &App, ) -> BoxFuture<'static, Result<usize>> { get_bedrock_tokens(request, cx) } fn stream_completion( &self, request: LanguageModelRequest, cx: &AsyncApp, ) -> BoxFuture<'static, Result<BoxStream<'static, Result<LanguageModelCompletionEvent>>>> { let request = into_bedrock( request, self.model.id().into(), self.model.default_temperature(), self.model.max_output_tokens(), ); let owned_handle = self.handler.clone(); let request = self.stream_completion(request, cx); let future = self.request_limiter.stream(async move { let response = request.map_err(|e| anyhow!(e)).unwrap().await; Ok(map_to_language_model_completion_events( response, owned_handle, )) }); async move { Ok(future.await?.boxed()) }.boxed() } fn use_any_tool( &self, request: LanguageModelRequest, name: String, description: String, schema: Value, _cx: &AsyncApp, ) -> BoxFuture<'static, Result<BoxStream<'static, Result<String>>>> { let mut request = into_bedrock( request, self.model.id().into(), self.model.default_temperature(), self.model.max_output_tokens(), ); request.tool_choice = Some(BedrockToolChoice::Tool( BedrockSpecificTool::builder() .name(name.clone()) .build() .unwrap(), )); request.tools = vec![BedrockTool::builder() .name(name.clone()) .description(description.clone()) .input_schema(BedrockToolInputSchema::Json(value_to_aws_document(&schema))) .build() .unwrap()]; let handle = self.handler.clone(); let request = self.stream_completion(request, _cx); self.request_limiter .run(async move { let response = request.map_err(|e| anyhow!(e)).unwrap().await; Ok(extract_tool_args_from_events(name, response, handle) .await? .boxed()) }) .boxed() } fn cache_configuration(&self) -> Option<LanguageModelCacheConfiguration> { None } } pub fn into_bedrock( request: LanguageModelRequest, model: String, default_temperature: f32, max_output_tokens: u32, ) -> bedrock::Request { let mut new_messages: Vec<BedrockMessage> = Vec::new(); let mut system_message = String::new(); for message in request.messages { if message.contents_empty() { continue; } match message.role { Role::User | Role::Assistant => { let bedrock_message_content: Vec<BedrockInnerContent> = message .content .into_iter() .filter_map(|content| match content { MessageContent::Text(text) => { if !text.is_empty() { Some(BedrockInnerContent::Text(text)) } else { None } } _ => None, }) .collect(); let bedrock_role = match message.role { Role::User => bedrock::BedrockRole::User, Role::Assistant => bedrock::BedrockRole::Assistant, Role::System => unreachable!("System role should never occur here"), }; if let Some(last_message) = new_messages.last_mut() { if last_message.role == bedrock_role { last_message.content.extend(bedrock_message_content); continue; } } new_messages.push(