use agent::{RequestKind, ThreadEvent, ThreadStore}; use anyhow::{Context as _, Result, anyhow}; use assistant_tool::ToolWorkingSet; use client::proto::LspWorkProgress; use collections::HashMap; use dap::DapRegistry; use futures::channel::mpsc; use futures::{FutureExt, StreamExt as _, select_biased}; use gpui::{App, AppContext as _, AsyncApp, Entity, Task}; use handlebars::Handlebars; use language::{DiagnosticSeverity, OffsetRangeExt}; use language_model::{ LanguageModel, LanguageModelCompletionEvent, LanguageModelRequest, LanguageModelRequestMessage, MessageContent, Role, StopReason, TokenUsage, }; use project::{LspStore, Project, ProjectPath}; use serde::{Deserialize, Serialize}; use std::cell::RefCell; use std::fmt::Write as _; use std::fs::File; use std::io::Write as _; use std::rc::Rc; use std::sync::{Arc, Mutex}; use std::time::Duration; use std::{ fs, path::{Path, PathBuf}, }; use unindent::Unindent as _; use util::ResultExt as _; use util::command::new_smol_command; use util::serde::default_true; use crate::AgentAppState; pub const EXAMPLES_DIR: &str = "./crates/eval/examples"; pub const REPOS_DIR: &str = "./crates/eval/repos"; pub const WORKTREES_DIR: &str = "./crates/eval/worktrees"; const THREAD_EVENT_TIMEOUT: Duration = Duration::from_secs(60 * 2); #[derive(Clone, Debug, Deserialize)] pub struct ExampleBase { pub url: String, pub revision: String, pub language_extension: Option, pub insert_id: Option, #[serde(default = "default_true")] pub require_lsp: bool, #[serde(default)] pub allow_preexisting_diagnostics: bool, } impl ExampleBase { pub fn repo_name(&self) -> String { self.url .split('/') .next_back() .unwrap_or(&"") .trim_end_matches(".git") .into() } } #[derive(Clone, Debug)] pub struct Example { pub name: String, /// Content of `base.toml` pub base: ExampleBase, /// Content of `prompt.md` pub prompt: String, /// Content of `diff_criteria.md` pub diff_criteria: String, /// Content of `thread_criteria.md`, if that file exists (it's optional) pub thread_criteria: Option, /// Path to the directory containing the requests and responses for the agentic loop pub run_directory_path: PathBuf, /// Prefix used for logging that identifies this example pub log_prefix: String, } #[derive(Debug, Serialize, Deserialize, Clone)] pub struct RunOutput { pub repository_diff: String, pub ran_diagnostics_check: bool, pub diagnostics_before: Option, pub diagnostics_after: Option, pub response_count: usize, pub token_usage: TokenUsage, pub tool_use_counts: HashMap, u32>, pub last_request: LanguageModelRequest, } #[derive(Debug, Clone, Serialize, Deserialize)] pub struct JudgeDiffInput { pub repository_diff: String, pub ran_diagnostics_check: bool, #[serde(skip_serializing_if = "Option::is_none")] pub diagnostics_before: Option, #[serde(skip_serializing_if = "Option::is_none")] pub diagnostics_after: Option, pub criteria: String, } #[derive(Debug, Clone, Serialize, Deserialize)] pub struct JudgeThreadInput { pub messages: String, pub criteria: String, } #[derive(Debug, Clone, Serialize, Deserialize)] pub struct JudgeResponse { pub analysis: String, pub score: u32, } #[derive(Debug, Clone, Serialize, Deserialize)] pub struct JudgeOutput { pub thread: Option, pub diff: JudgeResponse, } impl Example { /// Load an example from a directory containing base.toml, prompt.md, and criteria.md pub fn load_from_directory(dir_path: &Path, run_dir: &Path) -> Result { let name = Self::name_from_path(dir_path); let base_path = dir_path.join("base.toml"); let prompt_path = dir_path.join("prompt.md"); let diff_criteria_path = dir_path.join("diff_criteria.md"); let thread_criteria_path = dir_path.join("thread_criteria.md"); let thread_criteria = if thread_criteria_path.exists() { Some(fs::read_to_string(thread_criteria_path.clone())?) } else { None }; Ok(Example { name: name.clone(), base: toml::from_str(&fs::read_to_string(&base_path)?)?, prompt: fs::read_to_string(prompt_path.clone())?, thread_criteria, diff_criteria: fs::read_to_string(diff_criteria_path.clone())?, run_directory_path: run_dir.to_path_buf(), log_prefix: name, }) } pub fn set_repetition_number(&mut self, repetition_number: u32) { if repetition_number > 0 { self.name = format!("{}-{}", self.name, repetition_number); } } pub fn example_output_directory(&self) -> PathBuf { self.run_directory_path.join(&self.name) } pub fn set_log_prefix_style(&mut self, color: &str, name_width: usize) { self.log_prefix = format!( "{}{: String { path.file_name().unwrap().to_string_lossy().to_string() } pub fn worktree_path(&self) -> PathBuf { Path::new(WORKTREES_DIR) .canonicalize() .context(format!("No such directory {WORKTREES_DIR}")) .unwrap() .join(&self.name) .join(self.base.repo_name()) } /// Set up the example by checking out the specified Git revision pub async fn setup(&mut self) -> Result<()> { let repo_path = repo_path_for_url(&self.base.url); let revision_exists = run_git( &repo_path, &["rev-parse", &format!("{}^{{commit}}", self.base.revision)], ) .await .is_ok(); if !revision_exists { println!( "{}Fetching revision {}", self.log_prefix, &self.base.revision ); run_git( &repo_path, &["fetch", "--depth", "1", "origin", &self.base.revision], ) .await?; } let worktree_path = self.worktree_path(); if worktree_path.is_dir() { println!("{}Resetting existing worktree", self.log_prefix); // TODO: consider including "-x" to remove ignored files. The downside of this is that // it will also remove build artifacts, and so prevent incremental reuse there. run_git(&worktree_path, &["clean", "--force", "-d"]).await?; run_git(&worktree_path, &["reset", "--hard", "HEAD"]).await?; run_git(&worktree_path, &["checkout", &self.base.revision]).await?; } else { println!("{}Creating worktree", self.log_prefix); let worktree_path_string = worktree_path.to_string_lossy().to_string(); run_git( &repo_path, &[ "worktree", "add", "-f", &worktree_path_string, &self.base.revision, ], ) .await?; } std::fs::create_dir_all(self.example_output_directory())?; Ok(()) } pub fn run( &self, model: Arc, app_state: Arc, cx: &mut App, ) -> Task> { let project = Project::local( app_state.client.clone(), app_state.node_runtime.clone(), app_state.user_store.clone(), app_state.languages.clone(), Arc::new(DapRegistry::default()), app_state.fs.clone(), None, cx, ); let worktree_path = self.worktree_path(); let worktree = project.update(cx, |project, cx| { project.create_worktree(&worktree_path, true, cx) }); let tools = cx.new(|_| ToolWorkingSet::default()); let thread_store = ThreadStore::load(project.clone(), tools, app_state.prompt_builder.clone(), cx); let this = self.clone(); cx.spawn(async move |cx| { let worktree = worktree.await?; // Wait for worktree scan to finish before choosing a file to open. worktree .update(cx, |worktree, _cx| { worktree.as_local().unwrap().scan_complete() })? .await; let lsp_open_handle_and_store = if this.base.require_lsp { let language_extension = this.base.language_extension.as_deref().context( "language_extension field is required in base.toml when `require_lsp == true`", )?; // Open a file that matches the language to cause LSP to start. let language_file = worktree.read_with(cx, |worktree, _cx| { worktree .files(false, 0) .find_map(|e| { if e.path.clone().extension().and_then(|ext| ext.to_str()) == Some(language_extension) { Some(ProjectPath { worktree_id: worktree.id(), path: e.path.clone(), }) } else { None } }) .context("Failed to find a file for example language") })??; let open_language_file_buffer_task = project.update(cx, |project, cx| { project.open_buffer(language_file.clone(), cx) })?; let language_file_buffer = open_language_file_buffer_task.await?; let (lsp_open_handle, lsp_store) = project.update(cx, |project, cx| { ( project.register_buffer_with_language_servers(&language_file_buffer, cx), project.lsp_store().clone(), ) })?; // TODO: remove this once the diagnostics tool waits for new diagnostics cx.background_executor().timer(Duration::new(5, 0)).await; wait_for_lang_server(&lsp_store, this.log_prefix.clone(), cx).await?; lsp_store.update(cx, |lsp_store, cx| { lsp_open_handle.update(cx, |buffer, cx| { buffer.update(cx, |buffer, cx| { let has_language_server = lsp_store .language_servers_for_local_buffer(buffer, cx) .next() .is_some(); if has_language_server { Ok(()) } else { Err(anyhow!( "`{:?}` was opened to cause the language server to start, \ but no language servers are registered for its buffer. \ Set `require_lsp = false` in `base.toml` to skip this.", language_file )) } }) }) })??; Some((lsp_open_handle, lsp_store)) } else { None }; let diagnostics_before = query_lsp_diagnostics(project.clone(), cx).await?; if diagnostics_before.is_some() && !this.base.allow_preexisting_diagnostics { return Err(anyhow!("Example has pre-existing diagnostics. If you want to run this example regardless, set `allow_preexisting_diagnostics` to `true` in `base.toml`")); } if std::env::var("ZED_EVAL_SETUP_ONLY").is_ok() { return Err(anyhow!("Setup only mode")); } let thread_store = thread_store.await?; let thread = thread_store.update(cx, |thread_store, cx| thread_store.create_thread(cx))?; let last_request = Rc::new(RefCell::new(None)); thread.update(cx, |thread, _cx| { let mut request_count = 0; let example_dir_path = this.example_output_directory(); let last_request = Rc::clone(&last_request); thread.set_request_callback(move |request, response_events| { *last_request.borrow_mut() = Some(request.clone()); request_count += 1; let messages_file_path = example_dir_path.join(format!("{request_count}.messages.md")); let last_messages_file_path = example_dir_path.join("last.messages.md"); let request_markdown = RequestMarkdown::new(request); let response_events_markdown = response_events_to_markdown(response_events); let messages = format!("{}\n\n{}", request_markdown.messages, response_events_markdown); fs::write(messages_file_path, messages.clone()).expect("failed to write messages file"); fs::write(last_messages_file_path, messages).expect("failed to write last messages file"); if request_count == 1 { let tools_file_path = example_dir_path.join("tools.md"); fs::write(tools_file_path, request_markdown.tools).expect("failed to write tools file"); } }); })?; let tool_use_counts: Arc, u32>>> = Mutex::new(HashMap::default()).into(); let (thread_event_tx, mut thread_event_rx) = mpsc::unbounded(); let subscription = cx.subscribe(&thread, move |_thread, event: &ThreadEvent, _cx| { thread_event_tx.unbounded_send(event.clone()).log_err(); }); let event_handler_task = cx.spawn({ let log_prefix = this.log_prefix.clone(); let tool_use_counts = tool_use_counts.clone(); let thread = thread.downgrade(); async move |cx| { loop { let event = select_biased! { event = thread_event_rx.next() => event, _ = cx.background_executor().timer(THREAD_EVENT_TIMEOUT).fuse() => { return Err(anyhow!("Agentic loop stalled - waited {:?} without any events", THREAD_EVENT_TIMEOUT)); } }; let Some(event) = event else { return Err(anyhow!("ThreadEvent channel ended early")); }; match event { ThreadEvent::Stopped(reason) => match reason { Ok(StopReason::EndTurn) => { return Ok(()); } Ok(StopReason::MaxTokens) => { return Err(anyhow!("Exceeded maximum tokens")); } Ok(StopReason::ToolUse) => { if std::env::var("ZED_EVAL_DEBUG").is_ok() { println!("{}StopReason: Tool use", log_prefix); } } Err(error) => { return Err(anyhow!(error.clone())); } }, ThreadEvent::ShowError(thread_error) => { break Err(anyhow!(thread_error.clone())); } ThreadEvent::StreamedAssistantText(_, _)| ThreadEvent::StreamedAssistantThinking(_, _) | ThreadEvent::UsePendingTools { .. } => { } ThreadEvent::ToolFinished { tool_use_id, pending_tool_use, .. } => { thread.update(cx, |thread, _cx| { if let Some(tool_use) = pending_tool_use { if let Some(tool_result) = thread.tool_result(&tool_use_id) { let message = if tool_result.is_error { format!("TOOL FAILED: {}", tool_use.name) } else { format!("TOOL FINISHED: {}", tool_use.name) }; println!("{log_prefix}{message}"); let mut tool_use_counts = tool_use_counts.lock().unwrap(); *tool_use_counts .entry(tool_result.tool_name.clone()) .or_insert(0) += 1; } else { let message = format!("TOOL FINISHED WITHOUT RESULT: {}", tool_use.name); println!("{log_prefix}{message}"); } } })?; } ThreadEvent::ToolConfirmationNeeded => { panic!("{}Bug: Tool confirmation should not be required in eval", log_prefix); }, ThreadEvent::StreamedCompletion | ThreadEvent::MessageAdded(_) | ThreadEvent::MessageEdited(_) | ThreadEvent::MessageDeleted(_) | ThreadEvent::SummaryChanged | ThreadEvent::SummaryGenerated | ThreadEvent::CheckpointChanged | ThreadEvent::UsageUpdated(_) => { if std::env::var("ZED_EVAL_DEBUG").is_ok() { println!("{}Event: {:#?}", log_prefix, event); } } } } } }); thread.update(cx, |thread, cx| { let context = vec![]; thread.insert_user_message(this.prompt.clone(), context, None, cx); thread.send_to_model(model, RequestKind::Chat, cx); })?; event_handler_task.await?; println!("{}Stopped", this.log_prefix); if let Some((_, lsp_store)) = lsp_open_handle_and_store.as_ref() { wait_for_lang_server(lsp_store, this.log_prefix.clone(), cx).await?; } println!("{}Getting repository diff", this.log_prefix); let repository_diff = this.repository_diff().await?; let example_output_dir = this.example_output_directory(); let repository_diff_path = example_output_dir.join("patch.diff"); let mut repository_diff_output_file = File::create(&repository_diff_path)?; writeln!(&mut repository_diff_output_file, "{}", &repository_diff).log_err(); println!("{}Getting diagnostics", this.log_prefix); let diagnostics_after = cx .update(move |cx| { cx.spawn(async move |cx| query_lsp_diagnostics(project, cx).await) })? .await?; println!("{}Got diagnostics", this.log_prefix); let Some(last_request) = last_request.borrow_mut().take() else { return Err(anyhow!("No requests ran.")); }; drop(subscription); drop(lsp_open_handle_and_store); if let Some(diagnostics_before) = &diagnostics_before { fs::write(example_output_dir.join("diagnostics_before.txt"), diagnostics_before)?; } if let Some(diagnostics_after) = &diagnostics_after { fs::write(example_output_dir.join("diagnostics_after.txt"), diagnostics_after)?; } thread.update(cx, |thread, _cx| { let response_count = thread .messages() .filter(|message| message.role == language_model::Role::Assistant) .count(); RunOutput { repository_diff, ran_diagnostics_check: this.base.require_lsp, diagnostics_before, diagnostics_after, response_count, token_usage: thread.cumulative_token_usage(), tool_use_counts: tool_use_counts.lock().unwrap().clone(), last_request, } }) }) } async fn judge_diff( &self, model: Arc, run_output: &RunOutput, judge_number: u32, cx: &AsyncApp, ) -> Result<(String, JudgeResponse)> { let judge_diff_prompt = include_str!("judge_diff_prompt.hbs"); let judge_diff_prompt_name = "judge_diff_prompt"; let mut hbs = Handlebars::new(); hbs.register_template_string(judge_diff_prompt_name, judge_diff_prompt)?; let diff_prompt = hbs.render( judge_diff_prompt_name, &JudgeDiffInput { repository_diff: run_output.repository_diff.clone(), ran_diagnostics_check: run_output.ran_diagnostics_check, diagnostics_before: run_output.diagnostics_before.clone(), diagnostics_after: run_output.diagnostics_after.clone(), criteria: self.diff_criteria.clone(), }, )?; let request = LanguageModelRequest { thread_id: None, prompt_id: None, messages: vec![LanguageModelRequestMessage { role: Role::User, content: vec![MessageContent::Text(diff_prompt)], cache: false, }], temperature: None, tools: Vec::new(), stop: Vec::new(), }; let diff_response = send_language_model_request(model, request, cx).await?; let diff_output = JudgeResponse::parse(&diff_response)?; println!( "{}Judge #{judge_number} - Diff score: {}", self.log_prefix, diff_output.score ); Ok((diff_response, diff_output)) } async fn judge_thread( &self, model: Arc, run_output: &RunOutput, judge_number: u32, cx: &AsyncApp, ) -> Result<(String, Option)> { if let Some(criteria) = self.thread_criteria.clone() { let judge_thread_prompt = include_str!("judge_thread_prompt.hbs"); let judge_thread_prompt_name = "judge_thread_prompt"; let mut hbs = Handlebars::new(); hbs.register_template_string(judge_thread_prompt_name, judge_thread_prompt)?; let request_markdown = RequestMarkdown::new(&run_output.last_request); let thread_prompt = hbs.render( judge_thread_prompt_name, &JudgeThreadInput { messages: request_markdown.messages, criteria, }, )?; let request = LanguageModelRequest { thread_id: None, prompt_id: None, messages: vec![LanguageModelRequestMessage { role: Role::User, content: vec![MessageContent::Text(thread_prompt)], cache: false, }], temperature: None, tools: Vec::new(), stop: Vec::new(), }; let thread_response = send_language_model_request(model, request, cx).await?; let thread_output = JudgeResponse::parse(&thread_response)?; println!( "{}Judge #{judge_number} - Thread score: {}", self.log_prefix, thread_output.score ); Ok((thread_response, Some(thread_output))) } else { let msg = "There were no criteria specified for this thread, so this example was not judged on its thread.".to_string(); Ok((msg, None)) } } pub async fn judge( &self, model: Arc, run_output: &RunOutput, judge_number: u32, cx: &AsyncApp, ) -> Result { let mut output_file = File::create( self.example_output_directory() .join(format!("judge_{}.md", judge_number)), ) .expect("failed to create judge.md"); println!("{}Running judge #{judge_number}", self.log_prefix); let diff_task = self.judge_diff(model.clone(), &run_output, judge_number, cx); let thread_task = self.judge_thread(model.clone(), &run_output, judge_number, cx); let (diff_result, thread_result) = futures::join!(diff_task, thread_task); let (diff_response, diff_output) = diff_result?; let (thread_response, thread_output) = thread_result?; writeln!( &mut output_file, "# Judgment\n\n## Thread\n\n{thread_response}\n\n## Diff\n\n{diff_response}", ) .log_err(); Ok(JudgeOutput { thread: thread_output, diff: diff_output, }) } async fn repository_diff(&self) -> Result { let worktree_path = self.worktree_path(); run_git(&worktree_path, &["add", "."]).await?; run_git(&worktree_path, &["diff", "--staged"]).await } } fn wait_for_lang_server( lsp_store: &Entity, log_prefix: String, cx: &mut AsyncApp, ) -> Task> { if cx .update(|cx| !has_pending_lang_server_work(lsp_store, cx)) .unwrap() || std::env::var("ZED_EVAL_SKIP_LS_WAIT").is_ok() { return Task::ready(anyhow::Ok(())); } println!("{}⏵ Waiting for language server", log_prefix); let (mut tx, mut rx) = mpsc::channel(1); let subscription = cx.subscribe(&lsp_store, { let log_prefix = log_prefix.clone(); move |lsp_store, event, cx| { match event { project::LspStoreEvent::LanguageServerUpdate { message: client::proto::update_language_server::Variant::WorkProgress( LspWorkProgress { message: Some(message), .. }, ), .. } => println!("{}⟲ {message}", log_prefix), _ => {} } if !has_pending_lang_server_work(&lsp_store, cx) { tx.try_send(()).ok(); } } }); cx.spawn(async move |cx| { let timeout = cx.background_executor().timer(Duration::new(60 * 5, 0)); let result = futures::select! { _ = rx.next() => { println!("{}⚑ Language server idle", log_prefix); anyhow::Ok(()) }, _ = timeout.fuse() => { Err(anyhow!("LSP wait timed out after 5 minutes")) } }; drop(subscription); result }) } fn has_pending_lang_server_work(lsp_store: &Entity, cx: &App) -> bool { lsp_store .read(cx) .language_server_statuses() .any(|(_, status)| !status.pending_work.is_empty()) } async fn query_lsp_diagnostics( project: Entity, cx: &mut AsyncApp, ) -> Result> { let paths_with_diagnostics = project.update(cx, |project, cx| { project .diagnostic_summaries(true, cx) .filter(|(_, _, summary)| summary.error_count > 0 || summary.warning_count > 0) .map(|(project_path, _, _)| project_path) .collect::>() })?; if paths_with_diagnostics.is_empty() { return Ok(None); } let mut output = String::new(); for project_path in paths_with_diagnostics { let buffer = project .update(cx, |project, cx| project.open_buffer(project_path, cx))? .await?; let snapshot = buffer.read_with(cx, |buffer, _cx| buffer.snapshot())?; for (_, group) in snapshot.diagnostic_groups(None) { let entry = &group.entries[group.primary_ix]; let range = entry.range.to_point(&snapshot); let severity = match entry.diagnostic.severity { DiagnosticSeverity::ERROR => "error", DiagnosticSeverity::WARNING => "warning", _ => continue, }; writeln!( output, "{} at line {}: {}", severity, range.start.row + 1, entry.diagnostic.message )?; } } anyhow::Ok(Some(output)) } impl JudgeResponse { fn parse(response: &str) -> Result { let analysis = get_tag("analysis", response)?.to_string(); let score = get_tag("score", response)? .parse() .context("error parsing score")?; Ok(Self { analysis, score }) } } fn get_tag(name: &'static str, response: &str) -> Result { let start_tag = format!("<{}>", name); let end_tag = format!("", name); let start_ix = response .find(&start_tag) .context(format!("{} start tag not found", name))?; let content_start_ix = start_ix + start_tag.len(); let end_ix = content_start_ix + response[content_start_ix..] .find(&end_tag) .context(format!("{} end tag not found", name))?; let content = response[content_start_ix..end_ix].trim().unindent(); anyhow::Ok(content) } pub fn repo_path_for_url(repo_url: &str) -> PathBuf { let repo_name = repo_url .trim_start_matches("https://") .replace(|c: char| !c.is_alphanumeric(), "-"); Path::new(REPOS_DIR) .canonicalize() .context(format!("No such directory {REPOS_DIR}")) .unwrap() .join(repo_name) } pub async fn run_git(repo_path: &Path, args: &[&str]) -> Result { let output = new_smol_command("git") .current_dir(repo_path) .args(args) .output() .await?; if output.status.success() { Ok(String::from_utf8(output.stdout)?.trim().to_string()) } else { Err(anyhow!( "`git {}` within `{}` failed with status: {}\nstderr:\n{}\nstdout:\n{}", args.join(" "), repo_path.display(), output.status, String::from_utf8_lossy(&output.stderr), String::from_utf8_lossy(&output.stdout), )) } } pub async fn send_language_model_request( model: Arc, request: LanguageModelRequest, cx: &AsyncApp, ) -> anyhow::Result { match model.stream_completion_text(request, &cx).await { Ok(mut stream) => { let mut full_response = String::new(); while let Some(chunk_result) = stream.stream.next().await { match chunk_result { Ok(chunk_str) => { full_response.push_str(&chunk_str); } Err(err) => { return Err(anyhow!( "Error receiving response from language model: {err}" )); } } } Ok(full_response) } Err(err) => Err(anyhow!( "Failed to get response from language model. Error was: {err}" )), } } struct RequestMarkdown { tools: String, messages: String, } impl RequestMarkdown { fn new(request: &LanguageModelRequest) -> Self { let mut tools = String::new(); let mut messages = String::new(); // Print the tools if !request.tools.is_empty() { for tool in &request.tools { write!(&mut tools, "# {}\n\n", tool.name).unwrap(); write!(&mut tools, "{}\n\n", tool.description).unwrap(); write!( &mut tools, "```json\n{}\n```\n\n", serde_json::to_string_pretty(&tool.input_schema).unwrap_or_default() ) .unwrap(); } } // Print the messages for message in &request.messages { let role_str = match message.role { Role::User => "👤 USER", Role::Assistant => "🤖 ASSISTANT", Role::System => "⚙️ SYSTEM", }; messages.push_str(&format!("# {}\n\n", role_str)); for content in &message.content { match content { MessageContent::Text(text) => { messages.push_str(text); messages.push_str("\n\n"); } MessageContent::Image(_) => { messages.push_str("[IMAGE DATA]\n\n"); } MessageContent::ToolUse(tool_use) => { messages.push_str(&format!( "**Tool Use**: {} (ID: {})\n", tool_use.name, tool_use.id )); messages.push_str(&format!("```json\n{}\n```\n\n", tool_use.input)); } MessageContent::ToolResult(tool_result) => { messages.push_str(&format!( "**Tool Result**: {} (ID: {})\n\n", tool_result.tool_name, tool_result.tool_use_id )); if tool_result.is_error { messages.push_str("**ERROR:**\n"); } messages.push_str(&format!("{}\n", tool_result.content)); } } } } Self { tools, messages } } } fn response_events_to_markdown( response_events: &[std::result::Result], ) -> String { let mut response = String::new(); // Print the response events if any response.push_str("# Response\n\n"); let mut text_buffer = String::new(); let mut thinking_buffer = String::new(); let flush_buffers = |output: &mut String, text_buffer: &mut String, thinking_buffer: &mut String| { if !text_buffer.is_empty() { output.push_str(&format!("**Text**:\n{}\n\n", text_buffer)); text_buffer.clear(); } if !thinking_buffer.is_empty() { output.push_str(&format!("**Thinking**:\n{}\n\n", thinking_buffer)); thinking_buffer.clear(); } }; for event in response_events { match event { Ok(LanguageModelCompletionEvent::Text(text)) => { text_buffer.push_str(text); } Ok(LanguageModelCompletionEvent::Thinking(text)) => { thinking_buffer.push_str(text); } Ok(LanguageModelCompletionEvent::Stop(reason)) => { flush_buffers(&mut response, &mut text_buffer, &mut thinking_buffer); response.push_str(&format!("**Stop**: {:?}\n\n", reason)); } Ok(LanguageModelCompletionEvent::ToolUse(tool_use)) => { flush_buffers(&mut response, &mut text_buffer, &mut thinking_buffer); response.push_str(&format!( "**Tool Use**: {} (ID: {})\n", tool_use.name, tool_use.id )); response.push_str(&format!("```json\n{}\n```\n\n", tool_use.input)); } Ok( LanguageModelCompletionEvent::UsageUpdate(_) | LanguageModelCompletionEvent::StartMessage { .. }, ) => {} Err(error) => { flush_buffers(&mut response, &mut text_buffer, &mut thinking_buffer); response.push_str(&format!("**Error**: {}\n\n", error)); } } } flush_buffers(&mut response, &mut text_buffer, &mut thinking_buffer); response } #[cfg(test)] mod test { use super::*; use handlebars::Handlebars; #[test] fn test_parse_judge_output() { let response = r#" The model did a good job but there were still compilations errors. 3 "# .unindent(); let output = JudgeResponse::parse(&response).unwrap(); assert_eq!( output.analysis, "The model did a good job but there were still compilations errors." ); assert_eq!(output.score, 3); let response = r#" Text around ignored Failed to compile: - Error 1 - Error 2 1 "# .unindent(); let output = JudgeResponse::parse(&response).unwrap(); assert_eq!(output.analysis, "Failed to compile:\n- Error 1\n- Error 2"); assert_eq!(output.score, 1); } #[test] fn test_judge_prompt_with_diagnostics() { // Case 1: Both diagnostics before and after are present let input = JudgeDiffInput { repository_diff: "diff content goes here".to_string(), ran_diagnostics_check: true, diagnostics_before: Some("Error at line 10: variable not found".to_string()), diagnostics_after: Some("Error at line 15: missing semicolon".to_string()), criteria: "Fix all bugs".to_string(), }; let rendered = templates().render(JUDGE_PROMPT_NAME, &input).unwrap(); let expected_diagnostics_section = r#" Take into account the diagnostics before and after applying the change: Error at line 10: variable not found Error at line 15: missing semicolon "# .unindent(); assert!(rendered.contains(&expected_diagnostics_section)); } #[test] fn test_judge_prompt_with_empty_diagnostics() { // Case 2: Diagnostics check run but no diagnostics found let input = JudgeDiffInput { repository_diff: "diff content goes here".to_string(), ran_diagnostics_check: true, diagnostics_before: None, diagnostics_after: None, criteria: "Fix all bugs".to_string(), }; let rendered = templates().render(JUDGE_PROMPT_NAME, &input).unwrap(); let expected_diagnostics_section = r#" Take into account the diagnostics before and after applying the change: No diagnostics before applying the edits. No diagnostics after applying the edits. "# .unindent(); assert!(rendered.contains(&expected_diagnostics_section)); } #[test] fn test_judge_prompt_with_mixed_diagnostics() { let templates = templates(); // Case 3: Before diagnostics present, after diagnostics absent let input = JudgeDiffInput { repository_diff: "diff content goes here".to_string(), ran_diagnostics_check: true, diagnostics_before: Some("Error at line 10: variable not found".to_string()), diagnostics_after: None, criteria: "Fix all bugs".to_string(), }; let rendered = templates.render(JUDGE_PROMPT_NAME, &input).unwrap(); let expected_diagnostics_section = r#" Take into account the diagnostics before and after applying the change: Error at line 10: variable not found No diagnostics after applying the edits. "# .unindent(); assert!(rendered.contains(&expected_diagnostics_section)); // Case 4: Before diagnostics absent, after diagnostics present let input = JudgeDiffInput { repository_diff: "diff content goes here".to_string(), ran_diagnostics_check: true, diagnostics_before: None, diagnostics_after: Some("Error at line 15: missing semicolon".to_string()), criteria: "Fix all bugs".to_string(), }; let rendered = templates.render(JUDGE_PROMPT_NAME, &input).unwrap(); let expected_diagnostics_section = r#" Take into account the diagnostics before and after applying the change: No diagnostics before applying the edits. Error at line 15: missing semicolon "# .unindent(); assert!(rendered.contains(&expected_diagnostics_section)); } #[test] fn test_judge_prompt_without_diagnostics() { let templates = templates(); // Case 5: No diagnostics check run let input = JudgeDiffInput { repository_diff: "diff content goes here".to_string(), ran_diagnostics_check: false, diagnostics_before: None, diagnostics_after: None, criteria: "Fix all bugs".to_string(), }; let rendered = templates.render(JUDGE_PROMPT_NAME, &input).unwrap(); // Check for the message when no diagnostics were performed let diagnostics_message = "No diagnostic checks were performed."; assert!(rendered.contains(diagnostics_message)); assert!(!rendered.contains("")); assert!(!rendered.contains("")); } const JUDGE_PROMPT_NAME: &str = "judge_prompt"; fn templates() -> Handlebars<'static> { let mut judge_prompt = include_str!("judge_diff_prompt.hbs").to_string(); language::LineEnding::normalize(&mut judge_prompt); let mut handlebars = Handlebars::new(); handlebars .register_template_string(JUDGE_PROMPT_NAME, judge_prompt) .unwrap(); handlebars } }