moonbit-pathfinding/docs/tutorials

Hands-on Tutorials — every direction, by example

Each section below is a five-minute tutorial for one direction of the library: the key public APIs, a minimal snippet you can paste into a is-main package, and the runnable demo that exercises the full workflow. All snippets are drawn from the demos under examples/, so they compile and run as shown. Run any demo with:

moon run examples/<name>

The pathfinding core is covered by the executable docs in docs/zh/algorithms/; this handbook focuses on the INFRA directions that ship alongside it.

1. Pathfinding (BFS / Dijkstra / A*)

Demos: examples/maze_solver, examples/network_routing, examples/eight_puzzle.

let result = @pathfinding.dijkstra(
  start,
  fn(n) { neighbors_of(n) }, // (N) -> Array[(N, W)]
  fn(n) { n == goal },
)

Nodes can be any Eq + Hash type, weights any Weight + Compare type. See the per-algorithm executable docs for BFS/A*/JPS/CH/ALT and more.

2. Mini compiler (src/mini_compiler)

Demo: examples/mini_compiler_pipeline — lexer → parser → HM type inference → optimizer → bytecode VM with tail-call optimization, interpreter differential testing, and JS emission from one source program.

3. Regex engine (src/regex_engine)

Demo: examples/regex_toolkit — named captures, replace_all redaction, split, and linear-time matching (ReDoS-resistant NFA simulation).

4. Structured logging (src/logging)

Demo: examples/log_pipeline — trace spans with W3C traceparent propagation, JSON/logfmt/pretty renderers, PII redaction, env-filter.

5. Actors (src/actor)

Demo: examples/actor_worker_pool.

let sys = @actor.ActorSystem::new()
// supervised pool: faults trigger restart per SupervisorSpec
// routing: round-robin / random / consistent-hash
// bounded mailboxes give natural backpressure

6. Build tool (src/build_tool)

Demo: examples/build_pipeline — rule parsing, parallel wave scheduling, minimal incremental rebuilds (dirty closure), cached execution, auto-bisect for first-bad-commit search.

7. Serialization (src/serialization)

Demo: examples/serialization_studio — .proto parse/validate, typed wire + JSON round-trips, canonical bytes, breaking-change detection.

8. Deterministic simulation testing (src/dst)

Demo: examples/dst_explorer — seeded deterministic replays, partition/crash fault injection, DPOR exploration, shrinking, linearizability checking.

9. Config + diff (src/infra_config, src/infra_diff)

Demo: examples/config_diff_ops — TOML/INI parsing, unified diffs, patch apply/revert, diff3 three-way merge with conflict detection, SemVer gates.

10. Hashing (src/infra_hash)

Demo: examples/hash_integrity.

@hash.sha256_hex(artifact)                    // matches sha256sum
let tag = @hash.hmac_sha256(key, message)     // authentication tag
let okm = @hash.hkdf(ikm, salt, info, 32)     // key derivation
let dk = @hash.pbkdf2_hmac_sha256(pw, salt, 1000, 32)
let h = @hash.Sha256Hasher::new()             // streaming == one-shot
h.update(chunk1); h.update(chunk2); h.finalize()
let shard = (@hash.xxhash64(bytes, 42) % 3UL).to_int()

Rule of thumb (see benches/results/infra-hash-compress-native-2026-07-12.md): xxHash64 is ~7.5× faster than SHA-256 at 16 KiB — use non-crypto hashes for sharding, crypto digests for integrity.

11. Compression (src/infra_compress)

Demo: examples/compress_workbench.

let c = @compress.deflate(data)               // smallest here (46‰)
@compress.inflate(c) == Some(data)            // lossless
let zs = @compress.zstd_compress_entropy(data, true)
let zd = @compress.zlib_compress_with_dict(small, dict) // shared dict wins on tiny payloads
@compress.gzip_decompress(corrupted) is None  // CRC rejects tampering

LZ4 is ~7× faster round-trip than DEFLATE at 36 KB; zstd's entropy path scales best as payloads grow.

12. Time + timers (src/infra_time, src/infra_timer)

Demo: examples/time_scheduler.

let dt = @time.parse_iso8601("2026-07-12T18:30:00.250Z").unwrap()
@time.format_rfc2822(dt, 0)
let rule = @time.parse_posix_tz("EST5EDT,M3.2.0/2,M11.1.0/2").unwrap()
let (offset, name) = @time.tz_offset_at(rule, dt) // seconds, "EDT"
let d = @time.parse_duration("2h30m").unwrap()    // Go-style durations
let wheel = @timer.TimerWheel::new()               // hierarchical wheel
let ws = @timer.WorkStealingScheduler::new(4)      // real steal counts

13. Resilience (src/infra_resilience)

Demo: examples/resilience_gateway.

let (ok, attempts) = @res.retry_run(policy, fn(i) { call(i) })
let cb = @res.CircuitBreaker::create(3, 1000)  // Closed→Open→HalfOpen→Closed
let tb = @res.TokenBucket::create(3, 1)
let bh = @res.Bulkhead::create(2, 1)           // slots + queue
let aimd = @res.AimdLimiter::create(10, 1, 100) // initial, min, max
let fire = @res.hedge_schedule(policy)          // hedged requests

14. CLI (src/infra_cli)

Demo: examples/cli_devtool — subcommands, typed validation with choices, suggest_option typo hints, bundled short flags, help_text, and completion_bash generation.

15. Metrics (src/infra_metrics)

Demo: examples/observability_kit.

let h = @metrics.HdrHistogram::new(3)
h.record(latency_ms)
h.value_at_percentile(99.9)
let s1 = @metrics.DDSketch::new(0.01)  // mergeable across shards
s1.merge_with(s2)
let tracer = @metrics.SpanTracer::new() // total vs self time per span

16. Text + data structures (src/infra_text, src/infra_ds)

Demo: examples/text_editor_core.

let rope = @text.Rope::from_string(src)
rope.delete(12, 16)        // half-open [lo, hi)
rope.insert(12, "println(\"hi\")")
rope.line_col_at(offset)
@text.grapheme_count("héllo 世界") // 8; display_width counts CJK as 2
let ops = @text.myers_diff(before, after)
let lru = @ds.LruCache::create(2)
let bloom = @ds.BloomFilter::create(1024, 3)
let bitmap = @ds.RoaringBitmap::new()

Note PieceTable::delete(off, count) takes a count while Rope::delete(lo, hi) takes a half-open range.

17. Parser combinators (src/parser_combinator)

Demo: examples/parser_playground.

@pc.parse_and_eval("2 ^ 3 ^ 2") // 512 — right-assoc power, correct precedence
let json = @pc.parse_json(src)  // errors carry rendered caret positions
let (value, errors) = @pc.parse_json_recover(bad) // recovery diagnostics
let g = @pc.lift(parser)
let step = g.run_incremental(chunk1)  // NeedMore, not a false failure
let result = @pc.drive(step, [chunk2, chunk3], closed=true)

18. PBT + fuzzing (src/infra_pbt, src/infra_fuzz)

Demo: examples/pbt_fuzz_lab.

@pbt.holds_for_all(@pbt.gen_int_range(0, 1000), fn(n) { n + n == 2 * n })
let r = @pbt.check_with_shrink(gen, prop, @pbt.shrink_int) // minimal counterexample
@pbt.round_trip(gen, encode, decode)  // encode/decode law
let g = @fuzz.fuzz_graph_gen(5, 42)   // seeded, reproducible graphs
@fuzz.shrink_fuzz_graph(failing)      // structurally smaller candidates

Benchmarks and evidence

• Algorithm + INFRA native benchmarks live under benches/; results under benches/results/.
• Example outputs are guarded by scripts/examples_guard.ps1; latest evidence in docs/examples/latest-examples-run.md.
• Full acceptance gate: bash scripts/acceptance.sh.