use agent::{Message, MessageSegment, SerializedThread, ThreadStore}; use anyhow::{Context as _, Result, anyhow, bail}; use assistant_tool::ToolWorkingSet; use client::proto::LspWorkProgress; use futures::channel::mpsc; use futures::{FutureExt as _, StreamExt as _, future}; use gpui::{App, AppContext as _, AsyncApp, Entity, Task}; use handlebars::Handlebars; use language::{Buffer, DiagnosticSeverity, OffsetRangeExt as _}; use language_model::{ LanguageModel, LanguageModelCompletionEvent, LanguageModelRequest, LanguageModelRequestMessage, LanguageModelToolResultContent, MessageContent, Role, TokenUsage, }; use project::lsp_store::OpenLspBufferHandle; use project::{DiagnosticSummary, Project, ProjectPath}; use serde::{Deserialize, Serialize}; use std::cell::RefCell; use std::fmt::Write as _; use std::fs; use std::fs::File; use std::io::Write as _; use std::path::Path; use std::path::PathBuf; use std::rc::Rc; use std::sync::Arc; use std::time::Duration; use unindent::Unindent as _; use util::ResultExt as _; use util::command::new_smol_command; use util::markdown::MarkdownCodeBlock; use crate::assertions::{AssertionsReport, RanAssertion, RanAssertionResult}; use crate::example::{Example, ExampleContext, FailedAssertion, JudgeAssertion}; use crate::{AgentAppState, ToolMetrics}; pub const ZED_REPO_URL: &str = "https://github.com/zed-industries/zed.git"; #[derive(Clone)] pub struct ExampleInstance { pub thread: Rc, pub name: String, pub run_directory: PathBuf, pub log_prefix: String, /// The repetition number for this example (0-based) /// When running multiple repetitions of the same example, each instance is assigned a unique repetition number. /// This affects the worktree path and log prefix to avoid clobbering results between runs. pub repetition: usize, pub repo_path: PathBuf, /// Path to the directory containing the requests and responses for the agentic loop worktrees_dir: PathBuf, } #[derive(Debug, Serialize, Clone)] pub struct RunOutput { pub repository_diff: String, pub diagnostic_summary_before: DiagnosticSummary, pub diagnostic_summary_after: DiagnosticSummary, pub diagnostics_before: Option, pub diagnostics_after: Option, pub response_count: usize, pub token_usage: TokenUsage, pub tool_metrics: ToolMetrics, pub all_messages: String, pub programmatic_assertions: AssertionsReport, } #[derive(Debug, Clone, Serialize, Deserialize)] pub struct JudgeDiffInput { pub repository_diff: String, pub assertion: String, } #[derive(Debug, Clone, Serialize, Deserialize)] pub struct JudgeThreadInput { pub messages: String, pub assertion: String, } #[derive(Debug, Clone, Serialize, Deserialize)] pub struct JudgeOutput { pub thread: AssertionsReport, pub diff: AssertionsReport, } impl ExampleInstance { pub fn new( thread: Rc, repos_dir: &Path, run_dir: &Path, worktrees_dir: &Path, repetition: usize, ) -> Self { let name = thread.meta().name.to_string(); let run_directory = run_dir .join(&name) .join(repetition.to_string()) .to_path_buf(); let repo_path = repo_path_for_url(repos_dir, &thread.meta().url); Self { name, thread, log_prefix: String::new(), run_directory, repetition, repo_path, worktrees_dir: worktrees_dir.to_path_buf(), } } pub fn repo_url(&self) -> String { self.thread.meta().url } pub fn revision(&self) -> String { self.thread.meta().revision } pub fn worktree_name(&self) -> String { format!("{}-{}", self.name, self.repetition) } pub fn set_log_prefix_style(&mut self, color: &str, name_width: usize) { self.log_prefix = format!( "{}{: Result<()> { let meta = self.thread.meta(); let revision_exists = run_git( &self.repo_path, &["rev-parse", &format!("{}^{{commit}}", &meta.revision)], ) .await .is_ok(); if !revision_exists { println!("{}Fetching revision {}", self.log_prefix, &meta.revision); run_git( &self.repo_path, &["fetch", "--depth", "1", "origin", &meta.revision], ) .await?; } Ok(()) } /// Set up the example by checking out the specified Git revision pub async fn setup(&mut self) -> Result<()> { let worktree_path = self.worktree_path(); let meta = self.thread.meta(); 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", &meta.revision]).await?; } else { println!("{}Creating worktree", self.log_prefix); let worktree_path_string = worktree_path.to_string_lossy().to_string(); run_git( &self.repo_path, &[ "worktree", "add", "-f", &worktree_path_string, &meta.revision, ], ) .await?; } if meta.url == ZED_REPO_URL { std::fs::write(worktree_path.join(".rules"), std::fs::read(".rules")?)?; } std::fs::create_dir_all(&self.run_directory)?; Ok(()) } pub fn worktree_path(&self) -> PathBuf { self.worktrees_dir .join(self.worktree_name()) .join(self.thread.meta().repo_name()) } 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(), app_state.fs.clone(), None, cx, ); let worktree = project.update(cx, |project, cx| { project.create_worktree(self.worktree_path(), true, cx) }); let tools = cx.new(|_| ToolWorkingSet::default()); let prompt_store = None; let thread_store = ThreadStore::load( project.clone(), tools, prompt_store, app_state.prompt_builder.clone(), cx, ); let meta = self.thread.meta(); 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; struct LanguageServerState { _lsp_open_handle: OpenLspBufferHandle, language_file_buffer: Entity, } let mut diagnostics_before = None; let mut diagnostic_summary_before = DiagnosticSummary::default(); let lsp = if let Some(language_server) = &meta.language_server { // 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_server.file_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 = project.update(cx, |project, cx| { project.register_buffer_with_language_servers(&language_file_buffer, cx) })?; wait_for_lang_server(&project, &language_file_buffer, this.log_prefix.clone(), cx).await?; diagnostic_summary_before = project.read_with(cx, |project, cx| { project.diagnostic_summary(false, cx) })?; diagnostics_before = query_lsp_diagnostics(project.clone(), cx).await?; if diagnostics_before.is_some() && language_server.allow_preexisting_diagnostics { anyhow::bail!("Example has pre-existing diagnostics. If you want to run this example regardless, set `allow_preexisting_diagnostics` to `true` in `base.toml`"); } Some(LanguageServerState { _lsp_open_handle: lsp_open_handle, language_file_buffer, }) } else { None }; anyhow::ensure!(std::env::var("ZED_EVAL_SETUP_ONLY").is_err(), "Setup only mode"); let last_diff_file_path = this.run_directory.join("last.diff"); // Write an empty "last.diff" so that it can be opened in Zed for convenient view of the // history using undo/redo. std::fs::write(&last_diff_file_path, "")?; let thread_store = thread_store.await?; let thread = thread_store.update(cx, |thread_store, cx| { let thread = if let Some(json) = &meta.existing_thread_json { let serialized = SerializedThread::from_json(json.as_bytes()).expect("Can't read serialized thread"); thread_store.create_thread_from_serialized(serialized, cx) } else { thread_store.create_thread(cx) }; thread.update(cx, |thread, cx| { thread.set_profile(meta.profile_id.clone(), cx); }); thread })?; thread.update(cx, |thread, _cx| { let mut request_count = 0; let previous_diff = Rc::new(RefCell::new("".to_string())); let example_output_dir = this.run_directory.clone(); let last_diff_file_path = last_diff_file_path.clone(); let messages_json_file_path = example_output_dir.join("last.messages.json"); let this = this.clone(); thread.set_request_callback(move |request, response_events| { request_count += 1; let messages_file_path = example_output_dir.join(format!("{request_count}.messages.md")); let diff_file_path = example_output_dir.join(format!("{request_count}.diff")); let last_messages_file_path = example_output_dir.join("last.messages.md"); let request_markdown = RequestMarkdown::new(request); let response_events_markdown = response_events_to_markdown(response_events); let dialog = ThreadDialog::new(request, response_events); let dialog_json = serde_json::to_string_pretty(&dialog.to_combined_request()).unwrap_or_default(); 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"); fs::write(&messages_json_file_path, dialog_json).expect("failed to write last.messages.json"); let diff_result = smol::block_on(this.repository_diff()); match diff_result { Ok(diff) => { if diff != previous_diff.borrow().clone() { fs::write(&diff_file_path, &diff).expect("failed to write diff file"); fs::write(&last_diff_file_path, &diff).expect("failed to write last diff file"); *previous_diff.borrow_mut() = diff; } } Err(err) => { let error_message = format!("{err:?}"); fs::write(&diff_file_path, &error_message).expect("failed to write diff error to file"); fs::write(&last_diff_file_path, &error_message).expect("failed to write last diff file"); } } if request_count == 1 { let tools_file_path = example_output_dir.join("tools.md"); fs::write(tools_file_path, request_markdown.tools).expect("failed to write tools file"); } }); })?; let mut example_cx = ExampleContext::new( meta.clone(), this.log_prefix.clone(), thread.clone(), model.clone(), cx.clone(), ); let result = this.thread.conversation(&mut example_cx).await; if let Err(err) = result { if !err.is::() { return Err(err); } } println!("{}Stopped", this.log_prefix); println!("{}Getting repository diff", this.log_prefix); let repository_diff = this.repository_diff().await?; std::fs::write(last_diff_file_path, &repository_diff)?; let mut diagnostics_after = None; let mut diagnostic_summary_after = Default::default(); if let Some(language_server_state) = lsp { wait_for_lang_server(&project, &language_server_state.language_file_buffer, this.log_prefix.clone(), cx).await?; println!("{}Getting diagnostics", this.log_prefix); diagnostics_after = cx .update(|cx| { let project = project.clone(); cx.spawn(async move |cx| query_lsp_diagnostics(project, cx).await) })? .await?; println!("{}Got diagnostics", this.log_prefix); diagnostic_summary_after = project.read_with(cx, |project, cx| { project.diagnostic_summary(false, cx) })?; } if let Some(diagnostics_before) = &diagnostics_before { fs::write(this.run_directory.join("diagnostics_before.txt"), diagnostics_before)?; } if let Some(diagnostics_after) = &diagnostics_after { fs::write(this.run_directory.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, diagnostic_summary_before, diagnostic_summary_after, diagnostics_before, diagnostics_after, response_count, token_usage: thread.cumulative_token_usage(), tool_metrics: example_cx.tool_metrics.lock().unwrap().clone(), all_messages: messages_to_markdown(thread.messages()), programmatic_assertions: example_cx.assertions, } }) }) } async fn repository_diff(&self) -> Result { let worktree_path = self.worktree_path(); run_git(&worktree_path, &["add", "."]).await?; let mut diff_args = vec!["diff", "--staged"]; if self.thread.meta().url == ZED_REPO_URL { diff_args.push(":(exclude).rules"); } run_git(&worktree_path, &diff_args).await } pub async fn judge( &self, model: Arc, run_output: &RunOutput, cx: &AsyncApp, ) -> JudgeOutput { let mut output_file = File::create(self.run_directory.join("judge.md")).expect("failed to create judge.md"); let diff_task = self.judge_diff(model.clone(), run_output, cx); let thread_task = self.judge_thread(model.clone(), run_output, 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(); JudgeOutput { thread: thread_output, diff: diff_output, } } async fn judge_diff( &self, model: Arc, run_output: &RunOutput, cx: &AsyncApp, ) -> (String, AssertionsReport) { let diff_assertions = self.thread.diff_assertions(); if diff_assertions.is_empty() { return ( "No diff assertions".to_string(), AssertionsReport::default(), ); } println!("{}Running diff judge", self.log_prefix); 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) .unwrap(); let to_prompt = |assertion: String| { hbs.render( judge_diff_prompt_name, &JudgeDiffInput { repository_diff: run_output.repository_diff.clone(), assertion, }, ) .unwrap() }; let (responses, report) = self .judge_assertions(model, diff_assertions, to_prompt, cx) .await; println!( "{}Judge - Diff score: {}%", self.log_prefix, report.passed_percentage() ); (responses, report) } async fn judge_thread( &self, model: Arc, run_output: &RunOutput, cx: &AsyncApp, ) -> (String, AssertionsReport) { let thread_assertions = self.thread.thread_assertions(); if thread_assertions.is_empty() { return ( "No thread assertions".to_string(), AssertionsReport::default(), ); } 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) .unwrap(); let complete_messages = &run_output.all_messages; let to_prompt = |assertion: String| { hbs.render( judge_thread_prompt_name, &JudgeThreadInput { messages: complete_messages.clone(), assertion, }, ) .unwrap() }; let (responses, report) = self .judge_assertions(model, thread_assertions, to_prompt, cx) .await; println!( "{}Judge - Thread score: {}%", self.log_prefix, report.passed_percentage() ); (responses, report) } async fn judge_assertions( &self, model: Arc, assertions: Vec, to_prompt: impl Fn(String) -> String, cx: &AsyncApp, ) -> (String, AssertionsReport) { let assertions = assertions.into_iter().map(|assertion| { let request = LanguageModelRequest { thread_id: None, prompt_id: None, mode: None, intent: None, messages: vec![LanguageModelRequestMessage { role: Role::User, content: vec![MessageContent::Text(to_prompt(assertion.description))], cache: false, }], temperature: None, tools: Vec::new(), tool_choice: None, stop: Vec::new(), thinking_allowed: true, }; let model = model.clone(); let log_prefix = self.log_prefix.clone(); async move { let response = send_language_model_request(model, request, cx).await; let (response, result) = match response { Ok(response) => ( response.clone(), parse_assertion_result(&response).map_err(|err| err.to_string()), ), Err(err) => (err.to_string(), Err(err.to_string())), }; if result.is_ok() { println!("{}✅ {}", log_prefix, assertion.id); } else { println!("{}❌ {}", log_prefix, assertion.id); } ( response, RanAssertion { id: assertion.id, result, }, ) } }); let mut responses = String::new(); let mut report = AssertionsReport::default(); for (response, assertion) in future::join_all(assertions).await { writeln!(&mut responses, "# {}", assertion.id).unwrap(); writeln!(&mut responses, "{}\n\n", response).unwrap(); report.ran.push(assertion); } (responses, report) } } pub fn wait_for_lang_server( project: &Entity, buffer: &Entity, log_prefix: String, cx: &mut AsyncApp, ) -> Task> { if std::env::var("ZED_EVAL_SKIP_LS").is_ok() { return Task::ready(Ok(())); } println!("{}⏵ Waiting for language server", log_prefix); let (mut tx, mut rx) = mpsc::channel(1); let lsp_store = project .read_with(cx, |project, _| project.lsp_store()) .unwrap(); let has_lang_server = buffer .update(cx, |buffer, cx| { lsp_store.update(cx, |lsp_store, cx| { lsp_store .language_servers_for_local_buffer(buffer, cx) .next() .is_some() }) }) .unwrap_or(false); if has_lang_server { project .update(cx, |project, cx| project.save_buffer(buffer.clone(), cx)) .unwrap() .detach(); } let subscriptions = [ cx.subscribe(&lsp_store, { let log_prefix = log_prefix.clone(); move |_, event, _| match event { project::LspStoreEvent::LanguageServerUpdate { message: client::proto::update_language_server::Variant::WorkProgress( LspWorkProgress { message: Some(message), .. }, ), .. } => println!("{}⟲ {message}", log_prefix), _ => {} } }), cx.subscribe(project, { let buffer = buffer.clone(); move |project, event, cx| match event { project::Event::LanguageServerAdded(_, _, _) => { let buffer = buffer.clone(); project .update(cx, |project, cx| project.save_buffer(buffer, cx)) .detach(); } project::Event::DiskBasedDiagnosticsFinished { .. } => { 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() => { anyhow::bail!("LSP wait timed out after 5 minutes"); } }; drop(subscriptions); result }) } pub 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)) } fn parse_assertion_result(response: &str) -> Result { let analysis = get_tag("analysis", response)?.to_string(); let passed = match get_tag("passed", response)?.to_lowercase().as_str() { "true" => true, "false" => false, value @ _ => bail!("invalid judge `passed` tag: {value}"), }; Ok(RanAssertionResult { analysis: Some(analysis), passed, }) } 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(repos_dir: &Path, repo_url: &str) -> PathBuf { let repo_name = repo_url .trim_start_matches("https://") .replace(|c: char| !c.is_alphanumeric(), "-"); Path::new(repos_dir).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?; anyhow::ensure!( output.status.success(), "`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), ); Ok(String::from_utf8(output.stdout)?.trim().to_string()) } fn messages_to_markdown<'a>(message_iter: impl IntoIterator) -> String { let mut messages = String::new(); let mut assistant_message_number: u32 = 1; for message in message_iter { push_role(&message.role, &mut messages, &mut assistant_message_number); for segment in &message.segments { match segment { MessageSegment::Text(text) => { messages.push_str(text); messages.push_str("\n\n"); } MessageSegment::Thinking { text, signature } => { messages.push_str("**Thinking**:\n\n"); if let Some(sig) = signature { messages.push_str(&format!("Signature: {}\n\n", sig)); } messages.push_str(text); messages.push_str("\n"); } MessageSegment::RedactedThinking(items) => { messages.push_str(&format!( "**Redacted Thinking**: {} item(s)\n\n", items.len() )); } } } } messages } fn push_role(role: &Role, buf: &mut String, assistant_message_number: &mut u32) { match role { Role::System => buf.push_str("# ⚙️ SYSTEM\n\n"), Role::User => buf.push_str("# 👤 USER\n\n"), Role::Assistant => { buf.push_str(&format!("# 🤖 ASSISTANT {assistant_message_number}\n\n")); *assistant_message_number = *assistant_message_number + 1; } } } 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) => { anyhow::bail!("Error receiving response from language model: {err}"); } } } Ok(full_response) } Err(err) => Err(anyhow!( "Failed to get response from language model. Error was: {err}" )), } } pub struct RequestMarkdown { pub tools: String, pub messages: String, } impl RequestMarkdown { pub fn new(request: &LanguageModelRequest) -> Self { let mut tools = String::new(); let mut messages = String::new(); let mut assistant_message_number: u32 = 1; // 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, "{}\n", MarkdownCodeBlock { tag: "json", text: &format!("{:#}", tool.input_schema) } ) .unwrap(); } } // Print the messages for message in &request.messages { push_role(&message.role, &mut messages, &mut assistant_message_number); 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::Thinking { text, signature } => { messages.push_str("**Thinking**:\n\n"); if let Some(sig) = signature { messages.push_str(&format!("Signature: {}\n\n", sig)); } messages.push_str(text); messages.push_str("\n"); } MessageContent::RedactedThinking(items) => { messages.push_str(&format!( "**Redacted Thinking**: {} item(s)\n\n", items.len() )); } MessageContent::ToolUse(tool_use) => { messages.push_str(&format!( "**Tool Use**: {} (ID: {})\n", tool_use.name, tool_use.id )); messages.push_str(&format!( "{}\n", MarkdownCodeBlock { tag: "json", text: &format!("{:#}", 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"); } match &tool_result.content { LanguageModelToolResultContent::Text(text) => { writeln!(messages, "{text}\n").ok(); } LanguageModelToolResultContent::Image(image) => { writeln!(messages, "![Image](data:base64,{})\n", image.source).ok(); } } if let Some(output) = tool_result.output.as_ref() { writeln!( messages, "**Debug Output**:\n\n```json\n{}\n```\n", serde_json::to_string_pretty(output).unwrap() ) .unwrap(); } } } } } Self { tools, messages } } } pub 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::RedactedThinking { .. }) => {} 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!( "{}\n", MarkdownCodeBlock { tag: "json", text: &format!("{:#}", tool_use.input) } )); } Ok( LanguageModelCompletionEvent::UsageUpdate(_) | LanguageModelCompletionEvent::StartMessage { .. } | LanguageModelCompletionEvent::StatusUpdate { .. }, ) => {} Ok(LanguageModelCompletionEvent::ToolUseJsonParseError { json_parse_error, .. }) => { flush_buffers(&mut response, &mut text_buffer, &mut thinking_buffer); response.push_str(&format!( "**Error**: parse error in tool use JSON: {}\n\n", json_parse_error )); } 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 } #[derive(Clone, Debug, Serialize, Deserialize, PartialEq)] pub struct ThreadDialog { pub request: LanguageModelRequest, pub response_events: Vec>, } impl ThreadDialog { pub fn new( request: &LanguageModelRequest, response_events: &[std::result::Result], ) -> Self { Self { request: request.clone(), response_events: response_events.to_vec(), } } /// Represents all request and response messages in a unified format. /// /// Specifically, it appends the assistant's response (derived from response events) /// as a new message to existing messages in the request. pub fn to_combined_request(&self) -> LanguageModelRequest { let mut request = self.request.clone(); if let Some(assistant_message) = self.response_events_to_message() { request.messages.push(assistant_message); } request } fn response_events_to_message(&self) -> Option { let response_events = &self.response_events; let mut content: Vec = Vec::new(); let mut current_text = String::new(); let flush_text = |text: &mut String, content: &mut Vec| { if !text.is_empty() { content.push(MessageContent::Text(std::mem::take(text))); } }; for event in response_events { match event { Ok(LanguageModelCompletionEvent::Text(text)) => { current_text.push_str(text); } Ok(LanguageModelCompletionEvent::ToolUse(tool_use)) => { flush_text(&mut current_text, &mut content); if tool_use.is_input_complete { content.push(MessageContent::ToolUse(tool_use.clone())); } } Ok(LanguageModelCompletionEvent::Thinking { text, signature }) => { flush_text(&mut current_text, &mut content); content.push(MessageContent::Thinking { text: text.clone(), signature: signature.clone(), }); } // Skip these Ok(LanguageModelCompletionEvent::UsageUpdate(_)) | Ok(LanguageModelCompletionEvent::RedactedThinking { .. }) | Ok(LanguageModelCompletionEvent::StatusUpdate { .. }) | Ok(LanguageModelCompletionEvent::StartMessage { .. }) | Ok(LanguageModelCompletionEvent::Stop(_)) => {} Ok(LanguageModelCompletionEvent::ToolUseJsonParseError { json_parse_error, .. }) => { flush_text(&mut current_text, &mut content); content.push(MessageContent::Text(format!( "ERROR: parse error in tool use JSON: {}", json_parse_error ))); } Err(error) => { flush_text(&mut current_text, &mut content); content.push(MessageContent::Text(format!("ERROR: {}", error))); } } } flush_text(&mut current_text, &mut content); if !content.is_empty() { Some(LanguageModelRequestMessage { role: Role::Assistant, content, cache: false, }) } else { None } } } #[cfg(test)] mod test { use super::*; #[test] fn test_parse_judge_output() { let response = r#" The model did a good job but there were still compilations errors. true "# .unindent(); let output = parse_assertion_result(&response).unwrap(); assert_eq!( output.analysis, Some("The model did a good job but there were still compilations errors.".into()) ); assert_eq!(output.passed, true); let response = r#" Text around ignored Failed to compile: - Error 1 - Error 2 false "# .unindent(); let output = parse_assertion_result(&response).unwrap(); assert_eq!( output.analysis, Some("Failed to compile:\n- Error 1\n- Error 2".into()) ); assert_eq!(output.passed, false); } }