eval.rs

  1mod assertions;
  2mod example;
  3mod examples;
  4mod explorer;
  5mod ids;
  6mod instance;
  7mod tool_metrics;
  8
  9use assertions::{AssertionsReport, display_error_row};
 10use instance::{ExampleInstance, JudgeOutput, RunOutput, run_git};
 11use language_extension::LspAccess;
 12pub(crate) use tool_metrics::*;
 13
 14use ::fs::RealFs;
 15use clap::Parser;
 16use client::{Client, ProxySettings, UserStore};
 17use collections::{HashMap, HashSet};
 18use extension::ExtensionHostProxy;
 19use futures::future;
 20use gpui::http_client::read_proxy_from_env;
 21use gpui::{App, AppContext, Application, AsyncApp, Entity, UpdateGlobal};
 22use gpui_tokio::Tokio;
 23use language::LanguageRegistry;
 24use language_model::{ConfiguredModel, LanguageModel, LanguageModelRegistry, SelectedModel};
 25use node_runtime::{NodeBinaryOptions, NodeRuntime};
 26use project::project_settings::ProjectSettings;
 27use prompt_store::PromptBuilder;
 28use release_channel::{AppCommitSha, AppVersion};
 29use reqwest_client::ReqwestClient;
 30use settings::{Settings, SettingsStore};
 31use std::cell::RefCell;
 32use std::collections::VecDeque;
 33use std::env;
 34use std::path::{Path, PathBuf};
 35use std::rc::Rc;
 36use std::str::FromStr;
 37use std::sync::{Arc, LazyLock};
 38use util::ResultExt as _;
 39
 40static CARGO_MANIFEST_DIR: LazyLock<PathBuf> =
 41    LazyLock::new(|| PathBuf::from(env!("CARGO_MANIFEST_DIR")));
 42
 43#[derive(Parser, Debug)]
 44#[command(name = "eval", disable_version_flag = true)]
 45struct Args {
 46    /// Runs all examples and threads that contain these substrings. If unspecified, all examples and threads are run.
 47    #[arg(value_name = "EXAMPLE_SUBSTRING")]
 48    filter: Vec<String>,
 49    /// provider/model to use for agent
 50    #[arg(long, default_value = "anthropic/claude-3-7-sonnet-latest")]
 51    model: String,
 52    /// provider/model to use for judges
 53    #[arg(long, default_value = "anthropic/claude-3-7-sonnet-latest")]
 54    judge_model: String,
 55    #[arg(long, value_delimiter = ',', default_value = "rs,ts,py")]
 56    languages: Vec<String>,
 57    /// How many times to run each example.
 58    #[arg(long, default_value = "8")]
 59    repetitions: usize,
 60    /// Maximum number of examples to run concurrently.
 61    #[arg(long, default_value = "4")]
 62    concurrency: usize,
 63    /// Output current environment variables as JSON to stdout
 64    #[arg(long, hide = true)]
 65    printenv: bool,
 66}
 67
 68fn main() {
 69    let args = Args::parse();
 70
 71    // This prevents errors showing up in the logs, because
 72    // project::environment::load_shell_environment() calls
 73    // std::env::current_exe().unwrap() --printenv
 74    if args.printenv {
 75        util::shell_env::print_env();
 76        return;
 77    }
 78
 79    dotenvy::from_filename(CARGO_MANIFEST_DIR.join(".env")).ok();
 80
 81    env_logger::init();
 82
 83    let system_id = ids::get_or_create_id(&ids::eval_system_id_path()).ok();
 84    let installation_id = ids::get_or_create_id(&ids::eval_installation_id_path()).ok();
 85    let session_id = uuid::Uuid::new_v4().to_string();
 86    let run_timestamp = chrono::Local::now().format("%Y-%m-%d_%H-%M-%S");
 87    let run_id = match env::var("GITHUB_RUN_ID") {
 88        Ok(run_id) => format!("github/{}", run_id),
 89        Err(_) => format!("local/{}", run_timestamp),
 90    };
 91
 92    let root_dir = Path::new(std::env!("CARGO_MANIFEST_DIR"))
 93        .parent()
 94        .unwrap()
 95        .parent()
 96        .unwrap()
 97        .canonicalize()
 98        .unwrap();
 99    let eval_crate_dir = root_dir.join("crates").join("eval");
100    let repos_dir = eval_crate_dir.join("repos");
101    let worktrees_dir = eval_crate_dir.join("worktrees");
102    let examples_dir = eval_crate_dir.join("src").join("examples");
103    let run_dir = eval_crate_dir
104        .join("runs")
105        .join(format!("{}", run_timestamp));
106    std::fs::create_dir_all(&run_dir).unwrap();
107    std::fs::create_dir_all(&repos_dir).unwrap();
108    std::fs::create_dir_all(&worktrees_dir).unwrap();
109    std::fs::create_dir_all(&examples_dir).unwrap();
110    std::fs::create_dir_all(&paths::config_dir()).unwrap();
111
112    let zed_commit_sha = commit_sha_for_path(&root_dir);
113    let zed_branch_name = git_branch_for_path(&root_dir);
114    let languages: HashSet<String> = args.languages.into_iter().collect();
115
116    let http_client = Arc::new(ReqwestClient::new());
117    let app = Application::headless().with_http_client(http_client);
118    let all_threads = examples::all(&examples_dir);
119
120    app.run(move |cx| {
121        let app_state = init(cx);
122
123        let telemetry = app_state.client.telemetry();
124        telemetry.start(system_id, installation_id, session_id, cx);
125
126        let enable_telemetry = env::var("ZED_EVAL_TELEMETRY").is_ok_and(|value| value == "1")
127            && telemetry.has_checksum_seed();
128        if enable_telemetry {
129            println!("Telemetry enabled");
130            telemetry::event!(
131                "Agent Eval Started",
132                zed_commit_sha = zed_commit_sha,
133                zed_branch_name = zed_branch_name,
134                run_id = run_id,
135            );
136        }
137
138        let mut cumulative_tool_metrics = ToolMetrics::default();
139
140        let tasks = LanguageModelRegistry::global(cx).update(cx, |registry, cx| {
141            registry.providers().iter().map(|p| p.authenticate(cx)).collect::<Vec<_>>()
142        });
143
144        cx.spawn(async move |cx| {
145            future::join_all(tasks).await;
146            let judge_model = cx.update(|cx| {
147                let agent_model = load_model(&args.model, cx).unwrap();
148                let judge_model = load_model(&args.judge_model, cx).unwrap();
149                LanguageModelRegistry::global(cx).update(cx, |registry, cx| {
150                    registry.set_default_model(Some(agent_model.clone()), cx);
151                });
152                judge_model
153            });
154
155            let mut examples = Vec::new();
156
157            const COLORS: [&str; 12] = [
158                "\x1b[31m", // Red
159                "\x1b[32m", // Green
160                "\x1b[33m", // Yellow
161                "\x1b[34m", // Blue
162                "\x1b[35m", // Magenta
163                "\x1b[36m", // Cyan
164                "\x1b[91m", // Bright Red
165                "\x1b[92m", // Bright Green
166                "\x1b[93m", // Bright Yellow
167                "\x1b[94m", // Bright Blue
168                "\x1b[95m", // Bright Magenta
169                "\x1b[96m", // Bright Cyan
170            ];
171
172            let mut skipped = Vec::new();
173
174            for thread in all_threads {
175                let meta = thread.meta();
176                if !args.filter.is_empty() && !args.filter.iter().any(|sub| meta.name.contains(sub))
177                {
178                    skipped.push(meta.name);
179                    continue;
180                }
181
182                if let Some(language) = meta.language_server
183                    && !languages.contains(&language.file_extension) {
184                        panic!(
185                            "Eval for {:?} could not be run because no language server was found for extension {:?}",
186                            meta.name,
187                            language.file_extension
188                        );
189                    }
190
191                // TODO: This creates a worktree per repetition. Ideally these examples should
192                // either be run sequentially on the same worktree, or reuse worktrees when there
193                // are more examples to run than the concurrency limit.
194                for repetition_number in 0..args.repetitions {
195                    let example_instance = ExampleInstance::new(
196                        thread.clone(),
197                        &repos_dir,
198                        &run_dir,
199                        &worktrees_dir,
200                        repetition_number,
201                    );
202
203                    examples.push(example_instance);
204                }
205            }
206
207            if !skipped.is_empty() {
208                println!("Skipped threads: {}", skipped.join(", "));
209            }
210
211            if examples.is_empty() {
212                eprintln!("Filter matched no examples");
213                cx.update(|cx| cx.quit());
214                return anyhow::Ok(());
215            }
216
217            let mut repo_urls = HashSet::default();
218            let mut clone_tasks = Vec::new();
219
220            let max_name_width = examples
221                .iter()
222                .map(|e| e.worktree_name().len())
223                .max()
224                .unwrap_or(0);
225
226            for (i, example_instance) in examples.iter_mut().enumerate() {
227                let color = COLORS[i % COLORS.len()].to_string();
228                example_instance.set_log_prefix_style(&color, max_name_width);
229
230                println!(
231                    "{}Logging to: {}",
232                    example_instance.log_prefix,
233                    example_instance.run_directory.display()
234                );
235
236                let repo_url = example_instance.repo_url();
237                if repo_urls.insert(repo_url.clone()) {
238                    let repo_path = example_instance.repo_path.clone();
239
240                    if !repo_path.join(".git").is_dir() {
241                        println!(
242                            "{:<width$} < {}",
243                            "↓ Cloning",
244                            repo_url,
245                            width = max_name_width
246                        );
247
248                        let git_task = cx.spawn(async move |_cx| {
249                            std::fs::create_dir_all(&repo_path)?;
250                            run_git(&repo_path, &["init"]).await?;
251                            run_git(&repo_path, &["remote", "add", "origin", &repo_url]).await
252                        });
253
254                        clone_tasks.push(git_task);
255                    } else {
256                        println!(
257                            "{:<width$}  < {}",
258                            "✔︎ Already cloned",
259                            repo_url,
260                            width = max_name_width
261                        );
262
263                        let actual_origin =
264                            run_git(&repo_path, &["remote", "get-url", "origin"]).await?;
265                        anyhow::ensure!(
266                            actual_origin == repo_url,
267                            "remote origin {actual_origin} does not match expected origin {repo_url}"
268                        );
269                    }
270                }
271            }
272
273            future::join_all(clone_tasks).await;
274
275            for example_instance in examples.iter_mut() {
276                example_instance.fetch().await?;
277            }
278
279            let examples = Rc::new(RefCell::new(VecDeque::from(examples)));
280            let results_by_example_name = Rc::new(RefCell::new(HashMap::default()));
281
282            future::join_all((0..args.concurrency).map(|_| {
283                let app_state = app_state.clone();
284                let judge_model = judge_model.model.clone();
285                let zed_commit_sha = zed_commit_sha.clone();
286                let zed_branch_name = zed_branch_name.clone();
287                let run_id = run_id.clone();
288                let examples = examples.clone();
289                let results = results_by_example_name.clone();
290                cx.spawn(async move |cx| {
291                    loop {
292                        let Some(mut example) = examples.borrow_mut().pop_front() else {
293                            break;
294                        };
295                        let result = async {
296                            example.setup().await?;
297                            let run_output = cx
298                                .update(|cx| example.run(app_state.clone(), cx))
299                                .await?;
300                            let judge_output = judge_example(
301                                example.clone(),
302                                judge_model.clone(),
303                                &zed_commit_sha,
304                                &zed_branch_name,
305                                &run_id,
306                                &run_output,
307                                enable_telemetry,
308                                cx,
309                            )
310                            .await;
311                            anyhow::Ok((run_output, judge_output))
312                        }
313                        .await;
314                        results
315                            .borrow_mut()
316                            .entry(example.name.clone())
317                            .or_insert(Vec::new())
318                            .push((example.clone(), result));
319                    }
320                })
321            }))
322            .await;
323
324            print_report(
325                &mut results_by_example_name.borrow_mut(),
326                &mut cumulative_tool_metrics,
327                &run_dir,
328            )?;
329
330            app_state.client.telemetry().flush_events().await;
331
332            cx.update(|cx| cx.quit());
333            anyhow::Ok(())
334        })
335        .detach_and_log_err(cx);
336    });
337}
338
339/// Subset of `workspace::AppState` needed by `HeadlessAssistant`, with additional fields.
340pub struct AgentAppState {
341    pub languages: Arc<LanguageRegistry>,
342    pub client: Arc<Client>,
343    pub user_store: Entity<UserStore>,
344    pub fs: Arc<dyn fs::Fs>,
345    pub node_runtime: NodeRuntime,
346
347    // Additional fields not present in `workspace::AppState`.
348    pub prompt_builder: Arc<PromptBuilder>,
349}
350
351pub fn init(cx: &mut App) -> Arc<AgentAppState> {
352    let app_commit_sha = option_env!("ZED_COMMIT_SHA").map(|s| AppCommitSha::new(s.to_owned()));
353
354    let app_version = AppVersion::load(
355        env!("ZED_PKG_VERSION"),
356        option_env!("ZED_BUILD_ID"),
357        app_commit_sha,
358    );
359
360    release_channel::init(app_version.clone(), cx);
361    gpui_tokio::init(cx);
362
363    let settings_store = SettingsStore::new(cx, &settings::default_settings());
364    cx.set_global(settings_store);
365
366    // Set User-Agent so we can download language servers from GitHub
367    let user_agent = format!(
368        "Zed Agent Eval/{} ({}; {})",
369        app_version,
370        std::env::consts::OS,
371        std::env::consts::ARCH
372    );
373    let proxy_str = ProxySettings::get_global(cx).proxy.to_owned();
374    let proxy_url = proxy_str
375        .as_ref()
376        .and_then(|input| input.parse().ok())
377        .or_else(read_proxy_from_env);
378    let http = {
379        let _guard = Tokio::handle(cx).enter();
380
381        ReqwestClient::proxy_and_user_agent(proxy_url, &user_agent)
382            .expect("could not start HTTP client")
383    };
384    cx.set_http_client(Arc::new(http));
385
386    let client = Client::production(cx);
387    cx.set_http_client(client.http_client());
388
389    let git_binary_path = None;
390    let fs = Arc::new(RealFs::new(
391        git_binary_path,
392        cx.background_executor().clone(),
393    ));
394
395    let mut languages = LanguageRegistry::new(cx.background_executor().clone());
396    languages.set_language_server_download_dir(paths::languages_dir().clone());
397    let languages = Arc::new(languages);
398
399    let user_store = cx.new(|cx| UserStore::new(client.clone(), cx));
400
401    extension::init(cx);
402
403    let (mut tx, rx) = watch::channel(None);
404    cx.observe_global::<SettingsStore>(move |cx| {
405        let settings = &ProjectSettings::get_global(cx).node;
406        let options = NodeBinaryOptions {
407            allow_path_lookup: !settings.ignore_system_version,
408            allow_binary_download: true,
409            use_paths: settings.path.as_ref().map(|node_path| {
410                let node_path = PathBuf::from(shellexpand::tilde(node_path).as_ref());
411                let npm_path = settings
412                    .npm_path
413                    .as_ref()
414                    .map(|path| PathBuf::from(shellexpand::tilde(&path).as_ref()));
415                (
416                    node_path.clone(),
417                    npm_path.unwrap_or_else(|| {
418                        let base_path = PathBuf::new();
419                        node_path.parent().unwrap_or(&base_path).join("npm")
420                    }),
421                )
422            }),
423        };
424        tx.send(Some(options)).log_err();
425    })
426    .detach();
427    let node_runtime = NodeRuntime::new(client.http_client(), None, rx);
428
429    let extension_host_proxy = ExtensionHostProxy::global(cx);
430    debug_adapter_extension::init(extension_host_proxy.clone(), cx);
431    language_extension::init(LspAccess::Noop, extension_host_proxy, languages.clone());
432    language_model::init(client.clone(), cx);
433    language_models::init(user_store.clone(), client.clone(), cx);
434    languages::init(languages.clone(), fs.clone(), node_runtime.clone(), cx);
435    prompt_store::init(cx);
436    terminal_view::init(cx);
437    let stdout_is_a_pty = false;
438    let prompt_builder = PromptBuilder::load(fs.clone(), stdout_is_a_pty, cx);
439    agent_ui::init(
440        fs.clone(),
441        client.clone(),
442        prompt_builder.clone(),
443        languages.clone(),
444        true,
445        cx,
446    );
447
448    SettingsStore::update_global(cx, |store, cx| {
449        store.set_user_settings(include_str!("../runner_settings.json"), cx)
450    })
451    .unwrap();
452
453    Arc::new(AgentAppState {
454        languages,
455        client,
456        user_store,
457        fs,
458        node_runtime,
459        prompt_builder,
460    })
461}
462
463pub fn find_model(
464    model_name: &str,
465    model_registry: &LanguageModelRegistry,
466    cx: &App,
467) -> anyhow::Result<Arc<dyn LanguageModel>> {
468    let selected = SelectedModel::from_str(model_name).map_err(|e| anyhow::anyhow!(e))?;
469    model_registry
470        .available_models(cx)
471        .find(|model| model.id() == selected.model && model.provider_id() == selected.provider)
472        .ok_or_else(|| {
473            anyhow::anyhow!(
474                "No language model with ID {}/{} was available. Available models: {}",
475                selected.provider.0,
476                selected.model.0,
477                model_registry
478                    .available_models(cx)
479                    .map(|model| format!("{}/{}", model.provider_id().0, model.id().0))
480                    .collect::<Vec<_>>()
481                    .join(", ")
482            )
483        })
484}
485
486pub fn load_model(model_name: &str, cx: &mut App) -> anyhow::Result<ConfiguredModel> {
487    let model = {
488        let model_registry = LanguageModelRegistry::read_global(cx);
489        find_model(model_name, model_registry, cx)?
490    };
491
492    let provider = {
493        let model_registry = LanguageModelRegistry::read_global(cx);
494        model_registry
495            .provider(&model.provider_id())
496            .ok_or_else(|| anyhow::anyhow!("Provider not found: {}", model.provider_id()))?
497    };
498
499    Ok(ConfiguredModel {
500        provider: provider.clone(),
501        model: model.clone(),
502    })
503}
504
505pub fn commit_sha_for_path(repo_path: &Path) -> String {
506    futures::executor::block_on(run_git(repo_path, &["rev-parse", "HEAD"])).unwrap()
507}
508
509pub fn git_branch_for_path(repo_path: &Path) -> String {
510    match std::env::var("GITHUB_REF_NAME") {
511        Ok(branch) => branch,
512        Err(_) => {
513            futures::executor::block_on(run_git(repo_path, &["rev-parse", "--abbrev-ref", "HEAD"]))
514                .unwrap_or_else(|_| "unknown".to_string())
515        }
516    }
517}
518
519async fn judge_example(
520    example: ExampleInstance,
521    model: Arc<dyn LanguageModel>,
522    zed_commit_sha: &str,
523    zed_branch_name: &str,
524    run_id: &str,
525    run_output: &RunOutput,
526    enable_telemetry: bool,
527    cx: &AsyncApp,
528) -> JudgeOutput {
529    let judge_output = example.judge(model.clone(), run_output, cx).await;
530
531    if enable_telemetry {
532        telemetry::event!(
533            "Agent Example Evaluated",
534            zed_commit_sha = zed_commit_sha,
535            zed_branch_name = zed_branch_name,
536            run_id = run_id,
537            example_name = example.name.clone(),
538            example_repetition = example.repetition,
539            diff_evaluation = judge_output.diff.clone(),
540            thread_evaluation = judge_output.thread,
541            tool_metrics = run_output.tool_metrics,
542            token_usage = run_output.token_usage,
543            model = model.telemetry_id(),
544            model_provider = model.provider_id().to_string(),
545            repository_url = example.repo_url(),
546            repository_revision = example.revision(),
547            diagnostic_summary_before = run_output.diagnostic_summary_before,
548            diagnostic_summary_after = run_output.diagnostic_summary_after,
549            diagnostics_before = run_output.diagnostics_before,
550            diagnostics_after = run_output.diagnostics_after,
551        );
552    }
553
554    judge_output
555}
556
557const HEADER_WIDTH: usize = 65;
558
559fn print_h1(header: &str) {
560    println!("\n\n{:=^HEADER_WIDTH$}", "");
561    println!("{:^HEADER_WIDTH$}", header);
562    println!("{:=^HEADER_WIDTH$}\n", "");
563}
564
565fn print_h2(header: &str) {
566    println!("\n{:-^HEADER_WIDTH$}", "");
567    println!("{:^HEADER_WIDTH$}", header);
568    println!("{:-^HEADER_WIDTH$}\n", "");
569}
570
571fn print_report(
572    results_by_example_name: &mut HashMap<
573        String,
574        Vec<(ExampleInstance, anyhow::Result<(RunOutput, JudgeOutput)>)>,
575    >,
576    cumulative_tool_metrics: &mut ToolMetrics,
577    run_dir: &Path,
578) -> anyhow::Result<()> {
579    print_h1("EVAL RESULTS");
580
581    let mut diff_scores = Vec::new();
582    let mut thread_scores = Vec::new();
583    let mut programmatic_scores = Vec::new();
584    let mut error_count = 0;
585
586    for (example_name, results) in results_by_example_name.iter_mut() {
587        print_h2(example_name);
588
589        results.sort_unstable_by_key(|(example, _)| example.repetition);
590        let mut example_cumulative_tool_metrics = ToolMetrics::default();
591
592        let mut table_rows = String::new();
593
594        for (example, result) in results.iter() {
595            match result {
596                Err(err) => {
597                    display_error_row(&mut table_rows, example.repetition, err.to_string())?;
598                    error_count += 1;
599                    programmatic_scores.push(0.0);
600                    diff_scores.push(0.0);
601                    thread_scores.push(0.0);
602                }
603                Ok((run_output, judge_output)) => {
604                    cumulative_tool_metrics.merge(&run_output.tool_metrics);
605                    example_cumulative_tool_metrics.merge(&run_output.tool_metrics);
606
607                    if run_output.programmatic_assertions.total_count() > 0 {
608                        for assertion in &run_output.programmatic_assertions.ran {
609                            assertions::display_table_row(
610                                &mut table_rows,
611                                example.repetition,
612                                assertion,
613                            )?;
614                        }
615
616                        programmatic_scores
617                            .push(run_output.programmatic_assertions.passed_percentage())
618                    }
619
620                    if !judge_output.diff.is_empty() {
621                        diff_scores.push(judge_output.diff.passed_percentage());
622
623                        for assertion in &judge_output.diff.ran {
624                            assertions::display_table_row(
625                                &mut table_rows,
626                                example.repetition,
627                                assertion,
628                            )?;
629                        }
630                    }
631
632                    if !judge_output.thread.is_empty() {
633                        thread_scores.push(judge_output.thread.passed_percentage());
634
635                        for assertion in &judge_output.thread.ran {
636                            assertions::display_table_row(
637                                &mut table_rows,
638                                example.repetition,
639                                assertion,
640                            )?;
641                        }
642                    }
643                }
644            }
645        }
646
647        let mut all_asserts = Vec::new();
648
649        if !table_rows.is_empty() {
650            assertions::print_table_header();
651            print!("{}", table_rows);
652
653            assertions::print_table_divider();
654
655            for (example, result) in results.iter() {
656                if let Ok((run_output, judge_output)) = result {
657                    let asserts = [
658                        run_output.programmatic_assertions.clone(),
659                        judge_output.diff.clone(),
660                        judge_output.thread.clone(),
661                    ];
662                    all_asserts.extend_from_slice(&asserts);
663                    assertions::print_table_round_summary(
664                        &example.repetition.to_string(),
665                        asserts.iter(),
666                    )
667                } else if let Err(err) = result {
668                    let assert = AssertionsReport::error(err.to_string());
669                    all_asserts.push(assert.clone());
670                    assertions::print_table_round_summary(
671                        &example.repetition.to_string(),
672                        [assert].iter(),
673                    )
674                }
675            }
676
677            assertions::print_table_divider();
678
679            assertions::print_table_round_summary("avg", all_asserts.iter());
680
681            assertions::print_table_footer();
682        }
683
684        if !example_cumulative_tool_metrics.is_empty() {
685            println!("{}", &example_cumulative_tool_metrics);
686        }
687    }
688
689    if results_by_example_name.len() > 1 {
690        print_h1("AGGREGATE");
691
692        if error_count > 0 {
693            println!("\n{error_count} examples failed to run!");
694        }
695
696        let programmatic_score_count = programmatic_scores.len();
697        if programmatic_score_count > 0 {
698            let average_programmatic_score = (programmatic_scores.into_iter().sum::<f32>()
699                / (programmatic_score_count as f32))
700                .floor();
701            println!("Average programmatic score: {average_programmatic_score}%");
702        }
703
704        let diff_score_count = diff_scores.len();
705        if diff_score_count > 0 {
706            let average_diff_score =
707                (diff_scores.into_iter().sum::<f32>() / (diff_score_count as f32)).floor();
708            println!("Average diff score: {average_diff_score}%");
709        }
710
711        let thread_score_count = thread_scores.len();
712
713        if thread_score_count > 0 {
714            let average_thread_score =
715                (thread_scores.into_iter().sum::<f32>() / (thread_score_count as f32)).floor();
716            println!("Average thread score: {average_thread_score}%");
717        }
718
719        println!();
720
721        print_h2("CUMULATIVE TOOL METRICS");
722        println!("{}", cumulative_tool_metrics);
723    }
724
725    let explorer_output_path = run_dir.join("overview.html");
726    let mut json_paths: Vec<PathBuf> = results_by_example_name
727        .values()
728        .flat_map(|results| {
729            results.iter().map(|(example, _)| {
730                let absolute_path = run_dir.join(example.run_directory.join("last.messages.json"));
731                let cwd = std::env::current_dir().expect("Can't get current dir");
732                pathdiff::diff_paths(&absolute_path, cwd).unwrap_or_else(|| absolute_path.clone())
733            })
734        })
735        .collect::<Vec<_>>();
736    json_paths.sort();
737    if let Err(err) = explorer::generate_explorer_html(&json_paths, &explorer_output_path) {
738        eprintln!("Failed to generate explorer HTML: {}", err);
739    }
740
741    Ok(())
742}