apr-cli 0.31.1

CLI tool for APR model inspection, debugging, and operations
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
//! Interactive experiment browser (ALB-024)
//!
//! Opens a presentar-terminal TUI for browsing SQLite experiment data:
//! - Table of experiments and runs (navigable with arrow keys)
//! - Braille loss curve for the selected run
//! - Hyperparameter display
//!
//! ```bash
//! apr experiment view --global
//! apr experiment view --db ./checkpoints/.entrenar/experiments.db
//! apr experiment view --global --json  # Non-interactive JSON dump
//! ```

use crate::CliError;
use entrenar::storage::sqlite::SqliteBackend;
use entrenar::storage::{ExperimentStorage, MetricPoint};
use std::path::{Path, PathBuf};

type Result<T> = std::result::Result<T, CliError>;

/// Interactive experiment browser — presentar-terminal TUI with loss curves.
pub(crate) fn experiment_view(db: &Option<PathBuf>, global: bool, json: bool) -> Result<()> {
    let store = open_store(db, global)?;
    let experiments = store
        .list_experiments()
        .map_err(|e| CliError::ValidationFailed(format!("Failed to list experiments: {e}")))?;

    if experiments.is_empty() {
        if json {
            println!("[]");
        } else {
            println!("No experiments found.");
            println!("Run training with `apr train apply` to populate the experiment database.");
        }
        return Ok(());
    }

    // Collect all runs with their metrics
    let mut all_runs = Vec::new();
    for exp in &experiments {
        let runs = store.list_runs(&exp.id).unwrap_or_default();
        for run in runs {
            let loss = store.get_metrics(&run.id, "loss").unwrap_or_default();
            let params = store.get_params(&run.id).unwrap_or_default();
            all_runs.push(RunEntry {
                experiment_name: exp.name.clone(),
                run,
                loss_metrics: loss,
                params,
            });
        }
    }

    if json {
        print_json(&all_runs);
        return Ok(());
    }

    // Interactive TUI
    run_tui_browser(&all_runs)
}

/// Single run with associated data for the browser.
struct RunEntry {
    experiment_name: String,
    run: entrenar::storage::Run,
    loss_metrics: Vec<MetricPoint>,
    params: std::collections::HashMap<String, entrenar::storage::ParameterValue>,
}

/// JSON output for non-interactive mode.
fn print_json(runs: &[RunEntry]) {
    let items: Vec<serde_json::Value> = runs
        .iter()
        .map(|r| {
            let loss_values: Vec<f64> = r.loss_metrics.iter().map(|p| p.value).collect();
            let final_loss = loss_values.last().copied();
            serde_json::json!({
                "experiment": r.experiment_name,
                "run_id": r.run.id,
                "status": format!("{:?}", r.run.status),
                "start_time": r.run.start_time.to_rfc3339(),
                "end_time": r.run.end_time.map(|t| t.to_rfc3339()),
                "final_loss": final_loss,
                "num_steps": loss_values.len(),
                "loss_values": loss_values,
                "params": param_map_json(&r.params),
            })
        })
        .collect();
    println!(
        "{}",
        serde_json::to_string_pretty(&items).unwrap_or_default()
    );
}

/// Convert params to clean JSON (unwrap tagged enum).
fn param_map_json(
    params: &std::collections::HashMap<String, entrenar::storage::ParameterValue>,
) -> serde_json::Value {
    let mut map = serde_json::Map::new();
    for (k, v) in params {
        map.insert(k.clone(), param_to_json(v));
    }
    serde_json::Value::Object(map)
}

/// Unwrap ParameterValue tagged enum to clean JSON.
fn param_to_json(v: &entrenar::storage::ParameterValue) -> serde_json::Value {
    use entrenar::storage::ParameterValue;
    match v {
        ParameterValue::String(s) => serde_json::Value::String(s.clone()),
        ParameterValue::Int(i) => serde_json::json!(i),
        ParameterValue::Float(f) => serde_json::json!(f),
        ParameterValue::Bool(b) => serde_json::json!(b),
        ParameterValue::List(l) => serde_json::Value::Array(l.iter().map(param_to_json).collect()),
        ParameterValue::Dict(d) => {
            let mut map = serde_json::Map::new();
            for (k, v) in d {
                map.insert(k.clone(), param_to_json(v));
            }
            serde_json::Value::Object(map)
        }
    }
}

/// Open SQLite experiment store.
fn open_store(db: &Option<PathBuf>, global: bool) -> Result<SqliteBackend> {
    let db_path = if let Some(p) = db {
        p.clone()
    } else if global {
        dirs::home_dir()
            .map(|h| h.join(".entrenar").join("experiments.db"))
            .ok_or_else(|| {
                CliError::ValidationFailed("Could not determine home directory".into())
            })?
    } else {
        Path::new(".").join(".entrenar").join("experiments.db")
    };

    if !db_path.exists() {
        return Err(CliError::ValidationFailed(format!(
            "Database not found: {}. Run training first or use --global.",
            db_path.display()
        )));
    }

    SqliteBackend::open(db_path.to_string_lossy().as_ref())
        .map_err(|e| CliError::ValidationFailed(format!("Failed to open database: {e}")))
}

// =============================================================================
// Presentar-terminal TUI browser
// =============================================================================

fn run_tui_browser(runs: &[RunEntry]) -> Result<()> {
    use crossterm::{
        cursor,
        event::{self, Event, KeyCode, KeyEventKind},
        execute,
        terminal::{self, ClearType},
    };
    use presentar_core::{Canvas, Color, FontWeight, Point, Rect, TextStyle};
    use presentar_terminal::direct::{CellBuffer, DiffRenderer, DirectTerminalCanvas};
    use presentar_terminal::ColorMode;
    use std::io::Write;
    use std::time::Duration;

    const CYAN: Color = Color {
        r: 0.4,
        g: 0.85,
        b: 1.0,
        a: 1.0,
    };
    const WHITE: Color = Color {
        r: 1.0,
        g: 1.0,
        b: 1.0,
        a: 1.0,
    };
    const DIM: Color = Color {
        r: 0.5,
        g: 0.5,
        b: 0.5,
        a: 1.0,
    };
    const YELLOW: Color = Color {
        r: 1.0,
        g: 0.85,
        b: 0.3,
        a: 1.0,
    };
    const GREEN: Color = Color {
        r: 0.3,
        g: 1.0,
        b: 0.5,
        a: 1.0,
    };
    const HEADER_BG: Color = Color {
        r: 0.1,
        g: 0.12,
        b: 0.18,
        a: 1.0,
    };
    const SELECTED_BG: Color = Color {
        r: 0.15,
        g: 0.2,
        b: 0.3,
        a: 1.0,
    };

    fn ts(color: Color) -> TextStyle {
        TextStyle {
            color,
            ..TextStyle::default()
        }
    }
    fn bold(color: Color) -> TextStyle {
        TextStyle {
            color,
            weight: FontWeight::Bold,
            ..TextStyle::default()
        }
    }

    if runs.is_empty() {
        eprintln!("No experiments found.");
        return Ok(());
    }

    // Build table data
    struct Row {
        name: String,
        run_id: String,
        status: String,
        loss: f64,
        steps: usize,
        loss_values: Vec<f64>,
    }
    let rows: Vec<Row> = runs
        .iter()
        .map(|r| {
            let loss_vals: Vec<f64> = r.loss_metrics.iter().map(|m| m.value).collect();
            let final_loss = loss_vals.last().copied().unwrap_or(0.0);
            Row {
                name: r.experiment_name.clone(),
                run_id: r.run.id.clone(),
                status: format!("{:?}", r.run.status),
                loss: final_loss,
                steps: loss_vals.len(),
                loss_values: loss_vals,
            }
        })
        .collect();

    let mut selected = 0_usize;
    let mut stdout = std::io::stdout();

    terminal::enable_raw_mode()
        .map_err(|e| CliError::ValidationFailed(format!("Raw mode: {e}")))?;
    execute!(
        stdout,
        terminal::EnterAlternateScreen,
        cursor::Hide,
        terminal::Clear(ClearType::All)
    )
    .map_err(|e| CliError::ValidationFailed(format!("Terminal setup: {e}")))?;

    let color_mode = ColorMode::detect();
    let mut renderer = DiffRenderer::with_color_mode(color_mode);
    let mut force_full = true;

    loop {
        if event::poll(Duration::from_millis(50))
            .map_err(|e| CliError::ValidationFailed(format!("Poll: {e}")))?
        {
            match event::read().map_err(|e| CliError::ValidationFailed(format!("Read: {e}")))? {
                Event::Key(key) if key.kind == KeyEventKind::Press => match key.code {
                    KeyCode::Char('q') | KeyCode::Esc => {
                        terminal::disable_raw_mode().ok();
                        execute!(stdout, terminal::LeaveAlternateScreen, cursor::Show).ok();
                        return Ok(());
                    }
                    KeyCode::Down | KeyCode::Char('j') => {
                        if selected + 1 < rows.len() {
                            selected += 1;
                        }
                    }
                    KeyCode::Up | KeyCode::Char('k') => {
                        if selected > 0 {
                            selected -= 1;
                        }
                    }
                    KeyCode::Home => selected = 0,
                    KeyCode::End => selected = rows.len().saturating_sub(1),
                    _ => {}
                },
                Event::Resize(_, _) => force_full = true,
                _ => {}
            }
        }

        let (width, height) =
            terminal::size().map_err(|e| CliError::ValidationFailed(format!("Size: {e}")))?;
        let mut buffer = CellBuffer::new(width, height);
        let w = width as f32;
        let h = height as f32;

        if w >= 40.0 && h >= 10.0 {
            let mut c = DirectTerminalCanvas::new(&mut buffer);

            // Header
            c.fill_rect(Rect::new(0.0, 0.0, w, 1.0), HEADER_BG);
            c.draw_text(" Experiment Browser", Point::new(0.0, 0.0), &bold(WHITE));
            c.draw_text(
                &format!("{} runs ", rows.len()),
                Point::new(w - 12.0, 0.0),
                &ts(DIM),
            );

            // Two-column: table (60%) + detail (40%)
            let split = (w * 0.6).floor();

            // Left: run table
            let left = Rect::new(0.0, 1.0, split, h - 2.0);
            c.stroke_rect(left, CYAN, 1.0);
            c.draw_text(" Runs (j/k) ", Point::new(2.0, 1.0), &bold(WHITE));

            // Table header
            c.draw_text("Experiment", Point::new(2.0, 2.0), &bold(CYAN));
            c.draw_text("Loss", Point::new(split * 0.5, 2.0), &bold(CYAN));
            c.draw_text("Steps", Point::new(split * 0.7, 2.0), &bold(CYAN));

            let visible = (left.height as usize).saturating_sub(4);
            let scroll = if selected >= visible {
                selected - visible + 1
            } else {
                0
            };
            for (i, row) in rows.iter().skip(scroll).take(visible).enumerate() {
                let y = 3.0 + i as f32;
                let is_sel = scroll + i == selected;
                if is_sel {
                    c.fill_rect(Rect::new(1.0, y, split - 2.0, 1.0), SELECTED_BG);
                }
                let fg = if is_sel { WHITE } else { DIM };
                c.draw_text(
                    &truncate(&row.name, (split * 0.45) as usize),
                    Point::new(2.0, y),
                    &ts(fg),
                );
                c.draw_text(
                    &format!("{:.4}", row.loss),
                    Point::new(split * 0.5, y),
                    &ts(fg),
                );
                c.draw_text(
                    &format!("{}", row.steps),
                    Point::new(split * 0.7, y),
                    &ts(fg),
                );
            }

            // Right: detail + sparkline
            let right = Rect::new(split, 1.0, w - split, h - 2.0);
            c.stroke_rect(right, CYAN, 1.0);
            c.draw_text(" Detail ", Point::new(split + 2.0, 1.0), &bold(WHITE));

            if let Some(row) = rows.get(selected) {
                let dx = split + 2.0;
                c.draw_text("Experiment:", Point::new(dx, 2.0), &ts(CYAN));
                c.draw_text(&row.name, Point::new(dx + 14.0, 2.0), &ts(WHITE));
                c.draw_text("Run ID:", Point::new(dx, 3.0), &ts(CYAN));
                c.draw_text(&row.run_id, Point::new(dx + 14.0, 3.0), &ts(WHITE));
                c.draw_text("Status:", Point::new(dx, 4.0), &ts(CYAN));
                c.draw_text(&row.status, Point::new(dx + 14.0, 4.0), &ts(GREEN));
                c.draw_text("Final Loss:", Point::new(dx, 5.0), &ts(CYAN));
                c.draw_text(
                    &format!("{:.6}", row.loss),
                    Point::new(dx + 14.0, 5.0),
                    &ts(WHITE),
                );

                // Loss sparkline
                if !row.loss_values.is_empty() {
                    c.draw_text("Loss Curve:", Point::new(dx, 7.0), &ts(CYAN));
                    let spark_w = ((w - split) as usize).saturating_sub(6);
                    let spark = render_braille(&row.loss_values, spark_w, 3);
                    for (si, line) in spark.iter().enumerate() {
                        c.draw_text(line, Point::new(dx + 1.0, 8.0 + si as f32), &ts(YELLOW));
                    }
                }
            }

            // Footer
            c.fill_rect(Rect::new(0.0, h - 1.0, w, 1.0), HEADER_BG);
            c.draw_text(" j/k:navigate  q:quit", Point::new(0.0, h - 1.0), &ts(DIM));
        }

        execute!(stdout, cursor::MoveTo(0, 0)).ok();
        let mut output = Vec::with_capacity(32768);
        if force_full {
            renderer.render_full(&mut buffer, &mut output).ok();
            force_full = false;
        } else {
            renderer.flush(&mut buffer, &mut output).ok();
        }
        stdout.write_all(&output).ok();
        stdout.flush().ok();
    }
}

// =============================================================================
// Braille chart renderer
// =============================================================================

/// Render braille chart from data.
fn render_braille(data: &[f64], width: usize, height: usize) -> Vec<String> {
    if data.is_empty() || width == 0 || height == 0 {
        return vec![];
    }

    let grid = build_braille_grid(data, width, height);
    let total_dots_h = height * 4;
    let num_points = width * 2;

    (0..height)
        .map(|row| {
            (0..width)
                .map(|col| encode_braille_cell(&grid, col * 2, row * 4, num_points, total_dots_h))
                .collect()
        })
        .collect()
}

/// Build a boolean dot grid from normalized data points.
fn build_braille_grid(data: &[f64], width: usize, height: usize) -> Vec<Vec<bool>> {
    if width == 0 || height == 0 || data.is_empty() {
        return vec![];
    }
    let total_dots_h = height * 4;
    let num_points = width * 2;
    let step = data.len() as f64 / num_points as f64;

    let min = data.iter().copied().fold(f64::INFINITY, f64::min);
    let max = data.iter().copied().fold(f64::NEG_INFINITY, f64::max);
    let range = (max - min).max(0.001);

    let mut grid = vec![vec![false; num_points]; total_dots_h];

    for x in 0..num_points.min(data.len()) {
        let idx = if data.len() > num_points {
            (x as f64 * step) as usize
        } else {
            x
        };
        if idx >= data.len() {
            break;
        }
        let norm = ((data[idx] - min) / range).clamp(0.0, 1.0);
        let y = ((1.0 - norm) * (total_dots_h - 1) as f64) as usize;
        grid[y.min(total_dots_h - 1)][x] = true;
    }

    grid
}

/// Encode a 2x4 braille cell from the dot grid.
fn encode_braille_cell(
    grid: &[Vec<bool>],
    x: usize,
    y: usize,
    num_points: usize,
    total_dots_h: usize,
) -> char {
    // Braille dot positions: left column (1,2,3,7), right column (4,5,6,8)
    // Mapped to Unicode offset bits
    const DOT_MAP: [(usize, usize, u32); 8] = [
        (0, 0, 0x01), // dot 1: row+0, col+0
        (1, 0, 0x02), // dot 2: row+1, col+0
        (2, 0, 0x04), // dot 3: row+2, col+0
        (3, 0, 0x40), // dot 7: row+3, col+0
        (0, 1, 0x08), // dot 4: row+0, col+1
        (1, 1, 0x10), // dot 5: row+1, col+1
        (2, 1, 0x20), // dot 6: row+2, col+1
        (3, 1, 0x80), // dot 8: row+3, col+1
    ];

    let mut code: u32 = 0x2800;
    for &(dy, dx, bit) in &DOT_MAP {
        let gy = y + dy;
        let gx = x + dx;
        if gy < total_dots_h && gx < num_points && grid[gy][gx] {
            code |= bit;
        }
    }
    char::from_u32(code).unwrap_or(' ')
}

/// Truncate string.
fn truncate(s: &str, max: usize) -> &str {
    if s.len() <= max {
        s
    } else {
        &s[..max]
    }
}