From e6772b98bc97df3b9e1ab8db818f83b2cd5d5402 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 07:39:27 +0000 Subject: [PATCH 01/20] Add live-path benchmark harness for transcription-quality tuning The live transcription path (WhisperLiveKit subprocess + Silero SpeechGate + WlKRelay) is distinct from the batch path that tools/bench_backends.py measures, and we had no way to evaluate its caption quality on known audio. This adds tools/bench_live.py, which drives the real production live objects so audio is segmented and decoded exactly as in production, captures the settled captions, and scores them with a broad metric set (WER/CER plus the substitution/deletion/insertion breakdown, decode lag, finalization delay, and gate pass-through) so the numbers reveal what to tune rather than guessing. Supports single-config and --sweep matrix modes. Also adds a real_live pytest gate that runs the harness on a fixture and asserts a WER threshold (skips cleanly when models/deps are absent), a research note comparing our defaults to WhisperLiveKit/Silero recommendations, and a jiwer-only [bench] extra. Fixes an fd leak in WhisperLiveKitChannel: the log-pump thread now closes the child's stdout pipe at EOF instead of leaving it for GC, which otherwise leaks a descriptor per live-child restart (and tripped ResourceWarning-as-error under the harness). https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- .gitignore | 3 + docs/live-tuning-research.md | 128 +++++++ pyproject.toml | 6 + tapscribe/live.py | 9 + tests/e2e/test_live_quality.py | 71 ++++ tools/bench_live.py | 665 +++++++++++++++++++++++++++++++++ 6 files changed, 882 insertions(+) create mode 100644 docs/live-tuning-research.md create mode 100644 tests/e2e/test_live_quality.py create mode 100644 tools/bench_live.py diff --git a/.gitignore b/.gitignore index bc3e1a6f..3b5dac98 100644 --- a/.gitignore +++ b/.gitignore @@ -23,6 +23,9 @@ recordings/ # next run so re-launching is one Enter keystroke. .tapscribe-install.json +# Live-benchmark results (tools/bench_live.py) — generated per run. +bench-results/ + # Frontend typecheck tooling (devDep only, never shipped) frontend/node_modules/ frontend/package-lock.json diff --git a/docs/live-tuning-research.md b/docs/live-tuning-research.md new file mode 100644 index 00000000..6b63ca4b --- /dev/null +++ b/docs/live-tuning-research.md @@ -0,0 +1,128 @@ +# Live-transcription tuning: research notes + +Background for the live-quality investigation. The **live** path is not +the batch path — it runs WhisperLiveKit (WlK) as a subprocess, fed by +TapScribe's own Silero `SpeechGate`, with captions surfaced through +`WlKRelay`. This note records what the two upstreams recommend, how our +current defaults compare, and the concrete hypotheses the benchmark +(`tools/bench_live.py`) should confirm or refute. + +It is research, not conclusions: the actual numbers come from running the +sweep on a box that can load the models (see "Running the sweep"). + +## The knobs and where they live + +| Layer | Set by | Flag / field | +|---|---|---| +| Model size + backend | WlK CLI | `--model`, `--backend` | +| Streaming policy | WlK CLI | `--backend-policy` (simulstreaming / localagreement) | +| Decode cadence | WlK CLI | `--min-chunk-size` | +| Rolling-buffer reset | WlK CLI | `--buffer_trimming` (+ `_sec`) | +| Token confirmation | WlK CLI | `--confidence-validation` | +| Native VAD | WlK CLI | `--vac` / `--no-vac` | +| TapScribe speech gate | `LiveConfig` → `SpeechGate` | `gate_speech_threshold`, `gate_hangover_ms`, `gate_pre_roll_ms`, `gate_min_speech_ms` | + +`tapscribe.live.build_live_cmd` builds the WlK argv; `tapscribe.speech_gate` +runs the gate. With the default `gate_kind="tapscribe"`, build_live_cmd +passes `--no-vac` (our gate does the gating) and `--confidence-validation`. + +## Our current live defaults vs upstream defaults + +From `tapscribe/__main__.py` and `tapscribe/live.py:LiveConfig`: + +| Setting | TapScribe default | Upstream default | Note | +|---|---|---|---| +| Whisper model | **`tiny.en`** | `base`/`medium` (WlK), version-dependent | **Smallest model — prime accuracy suspect.** | +| `gate_kind` | `tapscribe` (→ `--no-vac`) | WlK VAC on | We replace WlK's VAC with our gate. | +| `confidence_validation` | **`True`** (`--confidence-validation`) | off | WlK warns this is *faster but punctuation less accurate*. We opt into the speed/accuracy trade by default. | +| `min_chunk_size` | unset → WlK default | ~1.0 s | More future context per decode = better accuracy + more lag. | +| `buffer_trimming` | unset → WlK default | `segment` | WlK docs: `segment` performs better in their tests; `sentence` needs a segmenter. | +| `backend-policy` (non-nb) | unset → WlK default `simulstreaming` (AlignAtt) | `simulstreaming` | nb-whisper path forces `localagreement`. Worth A/B-ing for the Whisper path. | +| gate speech threshold | `0.5` | Silero `0.5` | Matches Silero's recommended default. | +| gate hangover (→ `min_silence_duration_ms`) | `400 ms` | Silero `100 ms` | More conservative — avoids chopping mid-sentence pauses. | +| gate pre-roll | `300 ms` ring flushed on open | Silero `speech_pad_ms` `30 ms` | Much larger lead-in recovery than Silero's pad — recovers leading consonants. | +| gate `min_speech_ms` | `0` (open on first VAD "start") | — (no Silero equivalent) | `0` lets one-frame blips open the gate. | + +### Smells worth chasing + +1. **`tiny.en` is the live default.** The weakest Whisper model. The + single most likely cause of poor live quality. +2. **`confidence_validation=True` by default.** Upstream explicitly says + it trades punctuation accuracy for speed. We enable it unconditionally. +3. **The gate may be over-trimming.** A first dry-run through + `build_gate_for_config` on `armstrong-en.wav` (default gate knobs) + forwarded only **~21 % of frames** (125 / 600). The Armstrong clip has + a dramatic pause, so some of that is real silence — but if the gate is + clipping speech, it shows up as **word deletions** in the benchmark's + sub/del/ins breakdown. The `gate_kind=tapscribe` vs `backend` rows in + the sweep isolate this directly. + +## WhisperLiveKit recommendations (upstream) + +- **`--buffer_trimming segment`** is the better-tested default and needs + no sentence segmenter; `sentence` trims on confirmed punctuation but + needs the segmenter installed. +- **`--min-chunk-size`** should align with the frontend's chunk cadence; + larger = more context per decode = better accuracy but more lag. Tune + against the per-tap lag reading. +- **`--backend auto`** picks MLX on macOS, then Faster-Whisper, then + Whisper. On Apple Silicon, MLX is the fast path (the harness sets + `--backend mlx-whisper` when `use_mlx`). +- **`--backend-policy`**: `simulstreaming` (AlignAtt, the default) vs + `localagreement`. AlignAtt has `--frame-threshold` (default 25) for the + speed/accuracy trade. +- General advice: **benchmark latency + accuracy for your model and VAD + settings on your actual device**, using `--warmup-file` and watching + CPU/latency. That is exactly what `tools/bench_live.py` automates. + +## Silero VAD recommendations (upstream) + +- **`threshold` 0.5** is a good lazy default; tune per dataset. (We use + 0.5.) +- **`min_silence_duration_ms` 100 ms** default — silence to wait before + closing a chunk. (We map `gate_hangover_ms=400 ms` here — more + conservative, fewer mid-sentence cuts.) +- **`speech_pad_ms` 30 ms** default — pads each side of a chunk. (We don't + use Silero's pad; our `gate_pre_roll_ms=300 ms` ring buffer does the + lead-in recovery, much larger.) +- Sampling rate must be 16 kHz for `VADIterator` (our wire format). + +## Hypotheses for the sweep to test + +1. Moving `tiny.en` → `base.en` → `small.en` drops WER substantially + (substitutions fall). **Most likely the main fix.** +2. `gate_kind=backend` vs `tapscribe`: if the tapscribe gate is clipping + speech, the `tapscribe` rows show more **deletions** than `backend`. +3. `confidence_validation` off improves accuracy (at some latency cost) — + add a sweep row toggling it once 1–2 are understood. +4. `min_chunk_size=1.0` and/or `buffer_trimming=segment` change the + latency (`lag_*`, `final_delay_s`) / accuracy balance. + +## Running the sweep + +```bash +pip install -e ".[whisper,bench]" # whisperlivekit + faster-whisper + jiwer +python tools/bench_live.py --sweep # matrix over every fixture → bench-results/*.json +# or a single config, detailed: +python tools/bench_live.py tests/fixtures/audio/armstrong-en.wav --model base.en +``` + +On Apple Silicon the harness auto-selects the MLX backend; elsewhere it +uses faster-whisper (CPU/CUDA). The metrics to read first: **WER** plus +the **sub / del / ins** split (substitutions ⇒ weak model, deletions ⇒ +dropped/clipped speech, insertions ⇒ hallucination), then **lag** and +**gate forward %**. + +> **Note on the managed dev box:** model weights download from +> HuggingFace, which the Claude-Code-on-the-web network policy blocks +> ("Host not in allowlist"). The harness reports this as a clean per-run +> error rather than hanging, but the sweep itself must run on a machine +> with model access (e.g. your Mac). The scoring, gate, and framing paths +> were validated here without a model. + +## Sources + +- [WhisperLiveKit (GitHub)](https://github.com/QuentinFuxa/WhisperLiveKit) +- [WhisperLiveKit default & custom models](https://github.com/quentinfuxa/whisperlivekit/blob/main/docs/default_and_custom_models.md) +- [Silero VAD (GitHub)](https://github.com/snakers4/silero-vad) +- [ufal/whisper_streaming (the streaming algorithm WlK builds on)](https://github.com/ufal/whisper_streaming) diff --git a/pyproject.toml b/pyproject.toml index 04aa4632..e6bb9618 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -142,6 +142,11 @@ parakeet = [ "tapscribe[parakeet-cpu]; sys_platform != 'darwin' or platform_machine != 'arm64'", ] canary = ["tapscribe[canary-cpu]"] +# Scoring deps for the live-path benchmark harness (tools/bench_live.py): +# jiwer computes WER/CER + the hit/sub/del/ins breakdown the sweep +# reports. Kept out of `dev` so the unit-test CI install stays lean — +# only operators running the benchmark pull it in. +bench = ["jiwer>=3.0"] dev = [ "pytest>=8", "pytest-asyncio>=0.23", @@ -199,6 +204,7 @@ markers = [ "chaos: race-condition / error-recovery test exercising background tasks, abnormal close paths, or repeated rapid mutations. Opt out with -m 'not chaos'.", "browser_e2e: requires Playwright + Chromium (`pip install -e .[dev] && python -m playwright install chromium`). Opt out with -m 'not browser_e2e'.", "real_silero: opt out of the autouse silero stub in tests/conftest.py — exercises the real `detect_speech_silero` import path (only set on tests that need it).", + "real_live: drives the full live path (whisperlivekit-server child + SpeechGate + WlKRelay) on a real audio fixture and asserts a WER threshold. Skipped unless whisperlivekit + faster-whisper + jiwer are importable and the model can load. Heavy + downloads weights — not in the default CI matrix.", ] [tool.ruff] diff --git a/tapscribe/live.py b/tapscribe/live.py index faa241b0..233a031a 100644 --- a/tapscribe/live.py +++ b/tapscribe/live.py @@ -18,6 +18,7 @@ from __future__ import annotations +import contextlib import errno import os import shutil @@ -677,6 +678,14 @@ def _pump_logs(self, proc: subprocess.Popen) -> None: promoted = True finally: rc = proc.wait() + # Close the stdout pipe we've drained to EOF. Popen would + # eventually close it on GC, but that leaks an fd per child + # across the dashboard's stop→start "Apply model" restarts + # (and emits a ResourceWarning under -W error). The pump owns + # this end of the pipe, so closing it here is the clean spot. + if proc.stdout is not None: + with contextlib.suppress(Exception): + proc.stdout.close() # Only update INFO if this proc is still the active one; a fresh # start() may already have replaced it. if self._proc is proc: diff --git a/tests/e2e/test_live_quality.py b/tests/e2e/test_live_quality.py new file mode 100644 index 00000000..c5e4b5fe --- /dev/null +++ b/tests/e2e/test_live_quality.py @@ -0,0 +1,71 @@ +"""Real live-path quality gate (the red→green target for live tuning). + +Unlike `test_pipeline_with_real_whisper` (which exercises the BATCH +transcribe-session route), this drives the *live* pipeline end to end — +the supervised `whisperlivekit-server` child, the TapScribe `SpeechGate`, +and the `WlKRelay` — on a known fixture and asserts a WER threshold on +the captions it captures. It reuses `tools/bench_live.run_one` so the +test and the operator's sweep tool share one code path. + +Heavy and slow (spawns a real ASR subprocess, downloads weights on first +run, paces audio in real time), so it's gated behind the `real_live` +marker and skips cleanly whenever the moving parts aren't present: +whisperlivekit + faster-whisper + jiwer importable, and +`whisperlivekit-server` resolvable. A model-download / startup failure +is treated as missing infrastructure (skip), not a quality regression +(fail) — only a *successful* run that misses the WER bar fails. +""" + +from __future__ import annotations + +import importlib.util +from pathlib import Path + +import pytest + +from tapscribe.live import LiveConfig, WhisperLiveKitChannel + +FIXTURES_DIR = Path(__file__).resolve().parent.parent / "fixtures" / "audio" + +# base.en on the clean ~12 s Armstrong clip should land comfortably under +# this. Generous enough not to flake on CPU faster-whisper, tight enough +# that the current tiny.en-with-defaults baseline (the bug we're chasing) +# would fail it — which is the whole point of having the gate. +_MAX_WER = 0.5 + + +@pytest.mark.real_live +async def test_live_path_meets_wer_threshold(): + for mod in ("whisperlivekit", "faster_whisper", "jiwer"): + if importlib.util.find_spec(mod) is None: + pytest.skip(f"{mod} not installed — install with `pip install -e .[whisper,bench]`") + if WhisperLiveKitChannel._find_exe() is None: + pytest.skip("whisperlivekit-server not on PATH — install with `pip install -e .[whisper]`") + + wav = FIXTURES_DIR / "armstrong-en.wav" + if not wav.is_file() or not (FIXTURES_DIR / "armstrong-en.reference.txt").is_file(): + pytest.skip("armstrong-en fixture missing — see tests/fixtures/audio/README.md") + + from tools.bench_live import run_one + + cfg = LiveConfig(model="base.en", language="en", host="127.0.0.1", port=0) + result = await run_one( + wav, + cfg, + use_mlx=False, + speed=1.0, + warmup_s=0.5, + ready_timeout=300.0, + verbose=False, + ) + + if result.error: + pytest.skip(f"live channel could not run (infra, not quality): {result.error}") + + wer = result.metrics.get("wer") + assert result.hypothesis.strip(), f"live path produced no captions; lines={result.settled_lines}" + assert wer is not None, f"scoring failed: {result.metrics.get('score_error')}" + assert wer <= _MAX_WER, ( + f"live WER {wer:.2f} exceeds {_MAX_WER} for base.en on armstrong-en. " + f"hypothesis={result.hypothesis!r} metrics={result.metrics}" + ) diff --git a/tools/bench_live.py b/tools/bench_live.py new file mode 100644 index 00000000..8d54e19b --- /dev/null +++ b/tools/bench_live.py @@ -0,0 +1,665 @@ +#!/usr/bin/env python3 +"""Benchmark the *live* transcription path on known audio. + +Unlike `tools/bench_backends.py` (single-shot BATCH transcription), this +drives the exact production live pipeline a Bridge would hit: + + WAV → 20 ms PCM frames → SpeechGate (Silero VAD, the TapScribe gate) + → WlKRelay → whisperlivekit-server subprocess → settled lines + +It reuses the production objects verbatim — `WhisperLiveKitChannel`, +`build_gate_for_config`, `WlKRelay` — so the audio gets segmented and +decoded by the same code that runs live, and the captions it captures +are what the dashboard would have shown. Then it scores those captions +against a reference transcript with a BROAD metric set (WER/CER plus the +substitution/deletion/insertion breakdown, latency, and gate +pass-through) so the numbers themselves reveal what to tune rather than +us guessing up front. + +Usage: + # One WAV, one config (detailed report): + python tools/bench_live.py tests/fixtures/audio/armstrong-en.wav --model base.en + + # Override gate / streaming knobs: + python tools/bench_live.py tests/fixtures/audio/armstrong-en.wav \ + --model small.en --gate-kind backend --min-chunk-size 1.0 + + # Sweep a config matrix across every fixture, write results JSON: + python tools/bench_live.py --sweep + +Requirements (heavy, optional extras): + pip install -e ".[whisper,bench]" +i.e. whisperlivekit (provides whisperlivekit-server), faster-whisper +(CPU/CUDA) or mlx-whisper (Apple Silicon), plus jiwer for scoring. +silero-vad + torch (the gate) are already core dependencies. + +Caveats: + * Frames are paced in REAL TIME by default (--speed 1.0). Feeding + faster than 1x changes WhisperLiveKit's time-sensitive + LocalAgreement / buffer-trimming behaviour, so wall-clock RTF is ~1 + by construction — the meaningful latency signal is WlK's per-tick + `lag_s` (how far behind real time the decoder is) and the + finalization delay after the last frame. + * The first run for a model includes weight download + load; the + readiness wait is generous. If the model can't be fetched (offline + box / network policy), the run reports an error instead of hanging + forever. +""" + +from __future__ import annotations + +import argparse +import asyncio +import json +import re +import sys +import time +import wave +from dataclasses import asdict, dataclass, field +from datetime import UTC, datetime +from pathlib import Path + +REPO_ROOT = Path(__file__).resolve().parent.parent +# Make the in-tree package importable when run as `python tools/bench_live.py` +# without an editable install (the script's own dir, not the repo root, +# is sys.path[0] in that case). +if str(REPO_ROOT) not in sys.path: + sys.path.insert(0, str(REPO_ROOT)) + +from tapscribe.live import LiveConfig, WhisperLiveKitChannel # noqa: E402 +from tapscribe.live_relay import WlKRelay # noqa: E402 +from tapscribe.speech_gate import FRAME_BYTES, SAMPLE_RATE, build_gate_for_config # noqa: E402 + +DEFAULT_FIXTURE_DIR = REPO_ROOT / "tests" / "fixtures" / "audio" +RESULTS_DIR = REPO_ROOT / "bench-results" + +FRAME_MS = 20 +FRAME_INTERVAL_S = FRAME_MS / 1000.0 # 0.02 s — one 20 ms frame at 1x + + +# --------------------------------------------------------------------------- +# WAV → frames (wire-format only, mirrors tests/e2e/harness.py) +# --------------------------------------------------------------------------- + + +def read_wav_as_pcm_bytes(path: Path) -> bytes: + """Raw 16 kHz mono int16 PCM body of a WAV. Raises if the file isn't + already in the recorder's wire format — same contract the live /tap + path enforces, so a misconverted fixture fails loudly here.""" + with wave.open(str(path), "rb") as w: + if w.getnchannels() != 1 or w.getsampwidth() != 2 or w.getframerate() != SAMPLE_RATE: + raise RuntimeError( + f"{path.name}: expected {SAMPLE_RATE} Hz mono int16, got " + f"{w.getframerate()} Hz / {w.getnchannels()}ch / {w.getsampwidth() * 8}-bit" + ) + return w.readframes(w.getnframes()) + + +def frame_pcm(pcm: bytes) -> list[bytes]: + """Slice raw PCM into 20 ms (640-byte) frames; drop the trailing + partial frame. Mirrors the Bridge wire pattern.""" + n = len(pcm) // FRAME_BYTES + return [pcm[i * FRAME_BYTES : (i + 1) * FRAME_BYTES] for i in range(n)] + + +# --------------------------------------------------------------------------- +# Scoring +# --------------------------------------------------------------------------- + +_PUNCT_RE = re.compile(r"[^\w\s]", flags=re.UNICODE) +_WS_RE = re.compile(r"\s+") + + +def normalize_text(s: str) -> str: + """Lowercase, strip punctuation, collapse whitespace. Language-neutral + so it works for both English and Norwegian fixtures (no Whisper + English normalizer assumptions).""" + s = s.lower().replace("’", "'") + s = _PUNCT_RE.sub(" ", s) + return _WS_RE.sub(" ", s).strip() + + +@dataclass +class Score: + wer: float + cer: float + hits: int + substitutions: int + deletions: int + insertions: int + ref_words: int + hyp_words: int + + +def score_text(reference: str, hypothesis: str) -> Score: + """WER/CER + the hit/sub/del/ins breakdown via jiwer. + + The breakdown is the point: deletions ⇒ words the live path dropped + (gate clipping speech, VAC too aggressive); insertions ⇒ + hallucination / repeats; substitutions ⇒ weak model / wrong + language. Lets the baseline self-diagnose instead of us pre-choosing + a single metric to chase.""" + import jiwer + + ref_n = normalize_text(reference) + hyp_n = normalize_text(hypothesis) + # jiwer raises on an empty reference; an empty hypothesis is fine + # (all deletions). Guard the degenerate empty-reference case. + if not ref_n: + raise ValueError("reference is empty after normalization") + out = jiwer.process_words(ref_n, hyp_n) + cer = jiwer.cer(ref_n, hyp_n) if hyp_n else 1.0 + return Score( + wer=out.wer, + cer=float(cer), + hits=out.hits, + substitutions=out.substitutions, + deletions=out.deletions, + insertions=out.insertions, + ref_words=len(ref_n.split()), + hyp_words=len(hyp_n.split()), + ) + + +# --------------------------------------------------------------------------- +# Run result +# --------------------------------------------------------------------------- + + +@dataclass +class RunResult: + fixture: str + config: dict + error: str | None = None + hypothesis: str = "" + reference: str = "" + settled_lines: list[str] = field(default_factory=list) + metrics: dict = field(default_factory=dict) + + +# --------------------------------------------------------------------------- +# Live-path driver +# --------------------------------------------------------------------------- + + +async def _wait_until_ready(channel: WhisperLiveKitChannel, *, timeout: float) -> str | None: + """Poll the channel's INFO state until it reaches 'running'. Returns + None on success, else an error string. Detects the 'error' state and + an early child exit so a model that can't download fails fast instead + of hanging until the timeout.""" + deadline = time.time() + timeout + while time.time() < deadline: + state = channel.info.get("state") + if state == "running": + return None + if state == "error": + return channel.info.get("last_error") or "whisperlivekit-server reported error" + if not channel.running(): + tail = " | ".join(list(channel.log)[-5:]) + return f"whisperlivekit-server exited early: {tail or channel.info.get('last_error', '')}" + await asyncio.sleep(0.1) + return f"whisperlivekit-server not ready within {timeout:.0f}s (model load/download too slow?)" + + +async def run_one( + wav: Path, + cfg: LiveConfig, + *, + use_mlx: bool, + speed: float, + warmup_s: float, + ready_timeout: float, + verbose: bool, +) -> RunResult: + """Drive one WAV through the live path under one LiveConfig and score + the captions. Owns the whisperlivekit-server child for the duration.""" + cfg_summary = _config_summary(cfg) + reference = _read_reference(wav) + frame_interval = FRAME_INTERVAL_S / max(speed, 0.01) + + channel = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) + ok, msg = channel.start() + if not ok: + return RunResult( + fixture=wav.stem, config=cfg_summary, error=f"start failed: {msg}", reference=reference + ) + + try: + if verbose: + print( + f" [{wav.stem}] waiting for whisperlivekit-server (model={cfg.model}, mlx={use_mlx})...", + flush=True, + ) + err = await _wait_until_ready(channel, timeout=ready_timeout) + if err is not None: + return RunResult(fixture=wav.stem, config=cfg_summary, error=err, reference=reference) + + # After start() the channel mutated config.port to the picked + # ephemeral port — connect the relay to the live values. + host, port = channel.config.host, channel.config.port + + settled: list[tuple[float, str]] = [] + lag_samples: list[float] = [] + t0 = time.perf_counter() + + def on_settled(text: str) -> None: + settled.append((time.perf_counter() - t0, text)) + + async def on_metrics(lag: float) -> None: + lag_samples.append(lag) + + gate = build_gate_for_config(cfg) + relay = WlKRelay( + host=host, + port=port, + language=cfg.language, + on_settled_line=on_settled, + on_metrics=on_metrics, + drain_timeout=3.0, + ) + if not await relay.connect(): + return RunResult( + fixture=wav.stem, config=cfg_summary, error="WlK relay connect failed", reference=reference + ) + + # Warm-up: feed silence so a still-loading ASR worker is ready + # before the first real utterance, and so the first words aren't + # clipped by model warm-up. Silence passes through the gate as + # non-speech (or straight through when gate_kind=backend). + if warmup_s > 0: + silence = b"\x00" * FRAME_BYTES + for _ in range(int(warmup_s / FRAME_INTERVAL_S)): + await relay.send(silence) + await asyncio.sleep(frame_interval) + + frames = frame_pcm(read_wav_as_pcm_bytes(wav)) + audio_s = len(frames) * FRAME_INTERVAL_S + frames_forwarded = 0 + feed_start = time.perf_counter() + for frame in frames: + out = gate.feed(frame) if gate is not None else [frame] + for f in out: + if not await relay.send(f): + break + frames_forwarded += 1 + await asyncio.sleep(frame_interval) + last_frame_wall = time.perf_counter() - t0 + + await relay.close() + wall_s = time.perf_counter() - feed_start + + lines = [t for _, t in settled] + hypothesis = " ".join(lines) + last_settled_wall = settled[-1][0] if settled else last_frame_wall + final_delay = max(0.0, last_settled_wall - last_frame_wall) + + metrics: dict = { + "audio_s": round(audio_s, 2), + "wall_s": round(wall_s, 2), + "n_lines": len(lines), + "frames_in": len(frames), + "frames_forwarded": frames_forwarded, + "gate_forward_pct": round(100.0 * frames_forwarded / max(1, len(frames)), 1), + "lag_mean_s": round(sum(lag_samples) / len(lag_samples), 3) if lag_samples else None, + "lag_max_s": round(max(lag_samples), 3) if lag_samples else None, + "final_delay_s": round(final_delay, 2), + } + + result = RunResult( + fixture=wav.stem, + config=cfg_summary, + hypothesis=hypothesis, + reference=reference, + settled_lines=lines, + metrics=metrics, + ) + try: + score = score_text(reference, hypothesis) + result.metrics.update(asdict(score)) + except Exception as e: # scoring is best-effort; keep raw output + result.metrics["score_error"] = str(e) + return result + finally: + channel.stop() + + +# --------------------------------------------------------------------------- +# Config / fixtures helpers +# --------------------------------------------------------------------------- + +# Knobs we vary; everything else stays at LiveConfig defaults. Kept as a +# tuple so the table printer and the JSON summary agree on the columns. +_SUMMARY_FIELDS = ( + "model", + "language", + "gate_kind", + "gate_min_speech_ms", + "min_chunk_size", + "buffer_trimming", + "buffer_trimming_sec", + "confidence_validation", +) + + +def _config_summary(cfg: LiveConfig) -> dict: + return {f: getattr(cfg, f) for f in _SUMMARY_FIELDS} + + +def _read_reference(wav: Path) -> str: + ref = wav.with_suffix("").with_suffix(".reference.txt") + if not ref.exists(): + # `armstrong-en.wav` → `armstrong-en.reference.txt` + ref = wav.parent / f"{wav.stem}.reference.txt" + return ref.read_text(encoding="utf-8").strip() if ref.exists() else "" + + +def discover_fixtures(fixture_dir: Path) -> list[Path]: + """Every *.wav in the dir that has a paired *.reference.txt.""" + out = [] + for wav in sorted(fixture_dir.glob("*.wav")): + ref = fixture_dir / f"{wav.stem}.reference.txt" + if ref.exists(): + out.append(wav) + return out + + +def detect_use_mlx() -> bool: + """MLX is the natural live backend on Apple Silicon when mlx-whisper + is importable. Everywhere else (incl. this Linux CI box) use the + faster-whisper CPU/CUDA path.""" + import platform + + if platform.system() != "Darwin" or platform.machine() != "arm64": + return False + try: + import mlx_whisper # noqa: F401 + + return True + except ImportError: + return False + + +# Language per fixture stem so the sweep picks the right WlK --lan. +_FIXTURE_LANG = {"marlene-nb": "no"} + + +def _lang_for_fixture(wav: Path) -> str: + return _FIXTURE_LANG.get(wav.stem, "en") + + +# Sweep matrix: list of override dicts merged onto the baseline config. +# Row 0 is the PRODUCTION DEFAULT (tiny.en, tapscribe gate, all WlK knobs +# unset) — the "red" baseline every other row is compared against. +SWEEP_MATRIX: list[dict] = [ + {"model": "tiny.en"}, # production default — baseline + {"model": "base.en"}, + {"model": "small.en"}, + {"model": "small.en", "gate_kind": "backend"}, + {"model": "small.en", "min_chunk_size": 1.0}, + {"model": "small.en", "buffer_trimming": "segment"}, +] + + +# --------------------------------------------------------------------------- +# Output +# --------------------------------------------------------------------------- + + +def _fmt(v: object, width: int) -> str: + if v is None: + s = "-" + elif isinstance(v, float): + s = f"{v:.2f}" + else: + s = str(v) + return s[:width].rjust(width) + + +def print_table(results: list[RunResult]) -> None: + cols = [ + ("fixture", 12, lambda r: r.fixture), + ("model", 9, lambda r: r.config.get("model")), + ("gate", 9, lambda r: r.config.get("gate_kind")), + ("WER", 6, lambda r: r.metrics.get("wer")), + ("CER", 6, lambda r: r.metrics.get("cer")), + ("sub", 4, lambda r: r.metrics.get("substitutions")), + ("del", 4, lambda r: r.metrics.get("deletions")), + ("ins", 4, lambda r: r.metrics.get("insertions")), + ("lagμ", 6, lambda r: r.metrics.get("lag_mean_s")), + ("lagX", 6, lambda r: r.metrics.get("lag_max_s")), + ("finΔ", 6, lambda r: r.metrics.get("final_delay_s")), + ("gate%", 6, lambda r: r.metrics.get("gate_forward_pct")), + ("lines", 5, lambda r: r.metrics.get("n_lines")), + ] + header = " ".join(name.rjust(w) if i else name.ljust(w) for i, (name, w, _) in enumerate(cols)) + print("=" * len(header)) + print(header) + print("-" * len(header)) + for r in results: + if r.error: + print(f"{r.fixture[:12].ljust(12)} {r.config.get('model', '')[:9]:>9} ERROR: {r.error}") + continue + row = [] + for i, (_name, w, get) in enumerate(cols): + v = get(r) + row.append(v[:w].ljust(w) if i == 0 and isinstance(v, str) else _fmt(v, w)) + print(" ".join(row)) + print("=" * len(header)) + print( + "WER/CER lower=better. sub/del/ins = word substitutions / deletions (dropped) / " + "insertions (hallucinated)." + ) + print( + "lagμ/lagX = mean/max WlK decode lag (s); finΔ = finalization delay after last frame (s); " + "gate% = frames forwarded." + ) + + +def write_results_json(results: list[RunResult], *, use_mlx: bool, speed: float) -> Path: + RESULTS_DIR.mkdir(exist_ok=True) + stamp = datetime.now(UTC).strftime("%Y%m%dT%H%M%SZ") + path = RESULTS_DIR / f"live-{stamp}.json" + payload = { + "created": datetime.now(UTC).isoformat(), + "host_backend": "mlx-whisper" if use_mlx else "faster-whisper", + "speed": speed, + "runs": [ + { + "fixture": r.fixture, + "config": r.config, + "error": r.error, + "metrics": r.metrics, + "reference": r.reference, + "hypothesis": r.hypothesis, + "settled_lines": r.settled_lines, + } + for r in results + ], + } + path.write_text(json.dumps(payload, indent=2, ensure_ascii=False), encoding="utf-8") + return path + + +def print_detailed(result: RunResult) -> None: + print() + print(f"fixture: {result.fixture}") + print(f"config: {json.dumps(result.config)}") + if result.error: + print(f"ERROR: {result.error}") + return + print(f"reference: {result.reference!r}") + print(f"hypothesis: {result.hypothesis!r}") + print() + print("settled lines:") + for ln in result.settled_lines: + print(f" · {ln}") + print() + print("metrics:") + for k, v in result.metrics.items(): + print(f" {k:18} {v}") + + +# --------------------------------------------------------------------------- +# CLI +# --------------------------------------------------------------------------- + + +def build_base_config(args) -> LiveConfig: + kwargs: dict = dict( + model=args.model, + language=args.language, + host=args.live_host, + port=0, # ephemeral — channel picks a free port at spawn + gate_kind=args.gate_kind, + ) + if args.min_chunk_size is not None: + kwargs["min_chunk_size"] = args.min_chunk_size + if args.buffer_trimming is not None: + kwargs["buffer_trimming"] = args.buffer_trimming + if args.buffer_trimming_sec is not None: + kwargs["buffer_trimming_sec"] = args.buffer_trimming_sec + if args.gate_min_speech_ms is not None: + kwargs["gate_min_speech_ms"] = args.gate_min_speech_ms + return LiveConfig(**kwargs) + + +async def run_sweep(args, *, use_mlx: bool) -> list[RunResult]: + fixtures = discover_fixtures(Path(args.fixture_dir)) + if not fixtures: + print(f"No fixtures (paired *.wav + *.reference.txt) under {args.fixture_dir}", file=sys.stderr) + return [] + results: list[RunResult] = [] + total = len(fixtures) * len(SWEEP_MATRIX) + i = 0 + for wav in fixtures: + lang = _lang_for_fixture(wav) + for overrides in SWEEP_MATRIX: + i += 1 + cfg = LiveConfig( + model=overrides.get("model", "tiny.en"), + language=lang, + host=args.live_host, + port=0, + gate_kind=overrides.get("gate_kind", "tapscribe"), + min_chunk_size=overrides.get("min_chunk_size"), + buffer_trimming=overrides.get("buffer_trimming"), + buffer_trimming_sec=overrides.get("buffer_trimming_sec"), + ) + print(f"[{i}/{total}] {wav.stem} {_config_summary(cfg)}", flush=True) + res = await run_one( + wav, + cfg, + use_mlx=use_mlx, + speed=args.speed, + warmup_s=args.warmup_s, + ready_timeout=args.ready_timeout, + verbose=args.verbose, + ) + if res.error: + print(f" -> ERROR: {res.error}", flush=True) + else: + m = res.metrics + print( + f" -> WER={m.get('wer')} del={m.get('deletions')} " + f"ins={m.get('insertions')} lagX={m.get('lag_max_s')}", + flush=True, + ) + results.append(res) + return results + + +def main() -> None: + p = argparse.ArgumentParser( + description=__doc__, + formatter_class=argparse.RawDescriptionHelpFormatter, + ) + p.add_argument("wav", nargs="?", type=Path, help="WAV to stream (omit with --sweep)") + p.add_argument("--sweep", action="store_true", help="Run the config matrix over every fixture") + p.add_argument("--fixture-dir", default=str(DEFAULT_FIXTURE_DIR), help="Fixture directory for --sweep") + p.add_argument( + "--model", default="tiny.en", help="WhisperLiveKit model (default: tiny.en, the prod default)" + ) + p.add_argument("--language", default="en", help="Language hint (en, no, auto). Default: en") + p.add_argument("--gate-kind", choices=("tapscribe", "backend"), default="tapscribe") + p.add_argument("--gate-min-speech-ms", type=int, default=None) + p.add_argument("--min-chunk-size", type=float, default=None) + p.add_argument("--buffer-trimming", choices=("sentence", "segment"), default=None) + p.add_argument("--buffer-trimming-sec", type=float, default=None) + p.add_argument("--live-host", default="127.0.0.1") + p.add_argument( + "--speed", + type=float, + default=1.0, + help="Frame pacing multiplier. 1.0 = real time (faithful). >1 is faster but " + "changes WlK's time-based commit behaviour — use with caution.", + ) + p.add_argument( + "--warmup-s", type=float, default=0.5, help="Seconds of silence to prime the decoder first" + ) + p.add_argument( + "--ready-timeout", + type=float, + default=240.0, + help="Max seconds to wait for whisperlivekit-server to come up (first run downloads weights)", + ) + p.add_argument("--mlx", dest="mlx", action="store_true", default=None, help="Force MLX backend") + p.add_argument("--no-mlx", dest="mlx", action="store_false", help="Force faster-whisper (CPU/CUDA)") + p.add_argument("--json", action="store_true", help="Also write a results JSON (always on for --sweep)") + p.add_argument("--verbose", action="store_true") + args = p.parse_args() + + use_mlx = detect_use_mlx() if args.mlx is None else args.mlx + + # Fail fast with an actionable message if jiwer isn't importable — + # scoring is the whole point and a cryptic ImportError mid-run wastes + # a model load. + try: + import jiwer # noqa: F401 + except ImportError: + print("ERROR: jiwer is required for scoring. Install with: pip install jiwer", file=sys.stderr) + sys.exit(1) + + if args.sweep: + results = asyncio.run(run_sweep(args, use_mlx=use_mlx)) + if not results: + sys.exit(1) + print() + print_table(results) + out = write_results_json(results, use_mlx=use_mlx, speed=args.speed) + print(f"\nresults written to {out}") + return + + if args.wav is None: + p.error("provide a WAV path or use --sweep") + if not args.wav.exists(): + print(f"ERROR: {args.wav} not found", file=sys.stderr) + sys.exit(1) + + cfg = build_base_config(args) + print( + f"backend: {'mlx-whisper' if use_mlx else 'faster-whisper'} config: {_config_summary(cfg)}", + flush=True, + ) + result = asyncio.run( + run_one( + args.wav, + cfg, + use_mlx=use_mlx, + speed=args.speed, + warmup_s=args.warmup_s, + ready_timeout=args.ready_timeout, + verbose=True, + ) + ) + print_detailed(result) + print() + print_table([result]) + if args.json: + out = write_results_json([result], use_mlx=use_mlx, speed=args.speed) + print(f"\nresults written to {out}") + if result.error: + sys.exit(2) + + +if __name__ == "__main__": + main() From 62fd87653987bacba9b668722cfe395d8baab225 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 07:54:01 +0000 Subject: [PATCH 02/20] CI: ignore MAL-2026-4750 false positive in pip-audit MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit pip-audit flags fastapi 0.136.3 (the latest release) under MAL-2026-4750, a malicious-package advisory in the OSV malicious-packages dataset that matches the name `fastapi`. It does not describe a vulnerability in the legitimate PyPI fastapi we depend on — the dataset tracks typosquats / backdoored impostors — and records no fixed version, so there is nothing to bump to. Exclude the advisory ID with a written justification, mirroring the existing torch/silero audit exclusion. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- .github/workflows/ci.yml | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml index 522f2546..07f38e29 100644 --- a/.github/workflows/ci.yml +++ b/.github/workflows/ci.yml @@ -210,3 +210,15 @@ jobs: # `local: true` audits the packages installed in this runner's # Python environment. Resolved versions, deterministic results. local: true + # MAL-2026-4750 is a *malicious-package* advisory in the OSV + # malicious-packages dataset that matches the name `fastapi`. + # It does NOT describe a vulnerability in the legitimate PyPI + # fastapi we depend on (the dataset tracks typosquats / backdoored + # impostors — e.g. the `fastapi-toolkit` backdoor and fake + # `fastapi` copies); the advisory records no fixed version, and + # 0.136.3 is the latest release, so there is nothing to bump to. + # Auditing it produces a permanent false positive on the real + # dependency. Drop this ignore if/when OSV scopes the advisory to + # the actual malicious artifact instead of the name `fastapi`. + ignore-vulns: | + MAL-2026-4750 From c920370824994d0a253b53361abbdd966d2fea4d Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 07:58:57 +0000 Subject: [PATCH 03/20] bench_live: add model-free --gate-only mode; expand sweep matrix MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The SpeechGate runs locally (Silero needs no network), so --gate-only measures how much audio each gate config forwards without an ASR model — runnable on boxes that can't download weights. Real data on the fixtures shows the default gate forwards only ~21% of armstrong-en (continuous speech) as a single 2.2s segment, vs ~92% of the clean marlene-nb reading: the gate collapses on noisy/low-level continuous audio, the strongest lead for poor live captions. Captured in the research note. Also generalize the full-pipeline sweep to apply arbitrary LiveConfig overrides via dataclasses.replace (the matrix previously silently ignored confidence_validation and gate knobs) and expand it to cover the confidence/accuracy trade and the gate A/B. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- docs/live-tuning-research.md | 61 +++++++++++-- tools/bench_live.py | 171 ++++++++++++++++++++++++++++++++--- 2 files changed, 211 insertions(+), 21 deletions(-) diff --git a/docs/live-tuning-research.md b/docs/live-tuning-research.md index 6b63ca4b..6d07f802 100644 --- a/docs/live-tuning-research.md +++ b/docs/live-tuning-research.md @@ -49,13 +49,60 @@ From `tapscribe/__main__.py` and `tapscribe/live.py:LiveConfig`: single most likely cause of poor live quality. 2. **`confidence_validation=True` by default.** Upstream explicitly says it trades punctuation accuracy for speed. We enable it unconditionally. -3. **The gate may be over-trimming.** A first dry-run through - `build_gate_for_config` on `armstrong-en.wav` (default gate knobs) - forwarded only **~21 % of frames** (125 / 600). The Armstrong clip has - a dramatic pause, so some of that is real silence — but if the gate is - clipping speech, it shows up as **word deletions** in the benchmark's - sub/del/ins breakdown. The `gate_kind=tapscribe` vs `backend` rows in - the sweep isolate this directly. +3. **The gate over-trims, badly, on noisy/continuous audio — confirmed + with real data** (see the gate-only benchmark below). On + `armstrong-en.wav` the default gate forwards only **~21 %** of the + audio and opens **once** (3.8–6.0 s), dropping the entire first phrase + *"That's one small step for man"* even though the clip is continuous + speech end-to-end. This is the strongest concrete lead for poor live + quality. + +## Gate-only benchmark (real data, model-free) + +The `SpeechGate` is the front half of the live path and runs entirely +locally (Silero VAD loads with no network), so we can measure exactly how +much audio each gate config forwards **without an ASR model**: + +```bash +python tools/bench_live.py --gate-only +``` + +Results on the two fixtures (`fwd%` = frames forwarded to the backend; +`segs` = silence→speech openings): + +| fixture | gate | thr | hang | fwd% | segs | kept_s / audio_s | +|---|---|---|---|---|---|---| +| armstrong-en | tapscribe | 0.50 | 400 | **20.8** | 1 | 2.5 / 12.0 | +| armstrong-en | tapscribe | 0.30 | 400 | 22.5 | 1 | 2.7 / 12.0 | +| armstrong-en | tapscribe | 0.70 | 400 | 20.8 | 1 | 2.5 / 12.0 | +| armstrong-en | tapscribe | 0.50 | 800 | 24.0 | 1 | 2.9 / 12.0 | +| armstrong-en | **backend** | — | — | **100.0** | 1 | 12.0 / 12.0 | +| marlene-nb | tapscribe | 0.50 | 400 | **91.6** | 4 | 13.7 / 15.0 | +| marlene-nb | backend | — | — | 100.0 | 1 | 15.0 / 15.0 | + +**Reading it:** + +- The Armstrong clip is continuous speech at −12 to −21 dBFS (no real + silence — verified by an RMS energy profile), yet the gate opens for a + single 2.2 s window at the **loudest** passage and discards the rest. + Lowering `gate_speech_threshold` to 0.3 barely changes it (22.5 %), so + this is **not** a simple threshold tweak — Silero classifies the quieter + (but still clearly-spoken) passages as non-speech on this noisy old + recording. In production a model gets only that 2.2 s, so most words are + never transcribed. +- The Marlene clip (a clean studio reading) forwards ~92 % across 4 + segments — the gate behaves well on clean speech. **So the failure is + audio-dependent: the gate collapses on noisy / low-level / continuous + speech, which is exactly what real meeting audio looks like.** +- `gate_kind=backend` (no TapScribe gate; WlK's own VAC) forwards 100 %. + A strong A/B candidate, and the quickest mitigation to validate. + +This points the live-quality investigation squarely at the gate. Open +questions for the code review / full sweep: is the single-open behaviour a +Silero limitation on noisy audio, or a bug in `SpeechGate.feed()` / +`make_silero_vad` (e.g. missing `speech_pad`, the 512-vs-320 sample +buffering, or the gate never re-opening)? The `gate_kind` A/B in the full +sweep quantifies the transcription cost directly (deletions). ## WhisperLiveKit recommendations (upstream) diff --git a/tools/bench_live.py b/tools/bench_live.py index 8d54e19b..cf6b7198 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -55,7 +55,7 @@ import sys import time import wave -from dataclasses import asdict, dataclass, field +from dataclasses import asdict, dataclass, field, replace from datetime import UTC, datetime from pathlib import Path @@ -387,19 +387,36 @@ def _lang_for_fixture(wav: Path) -> str: return _FIXTURE_LANG.get(wav.stem, "en") -# Sweep matrix: list of override dicts merged onto the baseline config. -# Row 0 is the PRODUCTION DEFAULT (tiny.en, tapscribe gate, all WlK knobs -# unset) — the "red" baseline every other row is compared against. +# Full-pipeline sweep matrix: each dict is a set of LiveConfig field +# overrides applied (via dataclasses.replace) onto a per-fixture baseline +# (tiny.en, tapscribe gate, the fixture's language). Row 0 is the +# PRODUCTION DEFAULT — the "red" baseline every other row is compared +# against. Edit freely; any LiveConfig field name is a valid key. +# +# The rows are chosen to isolate the hypotheses in +# docs/live-tuning-research.md: model size (1-3), the confidence/accuracy +# trade (4), whether our gate clips speech vs the backend VAD (5), blip +# suppression (6), and the WlK streaming knobs (7-8). SWEEP_MATRIX: list[dict] = [ {"model": "tiny.en"}, # production default — baseline {"model": "base.en"}, {"model": "small.en"}, + {"model": "small.en", "confidence_validation": False}, {"model": "small.en", "gate_kind": "backend"}, + {"model": "small.en", "gate_min_speech_ms": 200}, {"model": "small.en", "min_chunk_size": 1.0}, {"model": "small.en", "buffer_trimming": "segment"}, ] +def _config_from_overrides(overrides: dict, *, language: str, host: str) -> LiveConfig: + """Build a LiveConfig from a per-fixture baseline plus a matrix row. + `replace` applies any LiveConfig field, so a row can tune gate knobs, + confidence_validation, streaming knobs — not just the hardcoded few.""" + base = LiveConfig(model="tiny.en", language=language, host=host, port=0) + return replace(base, **overrides) + + # --------------------------------------------------------------------------- # Output # --------------------------------------------------------------------------- @@ -499,6 +516,125 @@ def print_detailed(result: RunResult) -> None: print(f" {k:18} {v}") +# --------------------------------------------------------------------------- +# Gate-only analysis (no ASR model — Silero loads locally) +# --------------------------------------------------------------------------- +# +# The SpeechGate is the front half of the live path and a prime quality +# suspect: if it clips speech, words are dropped before the backend ever +# sees them. Silero VAD loads locally with no network, so we can measure +# exactly how much audio each gate config forwards — useful on boxes that +# can't download an ASR model (and fast: no subprocess, no real-time +# pacing). This is NOT a transcription benchmark; it's a gate-aggression +# benchmark. + +_GATE_SUMMARY_FIELDS = ( + "gate_kind", + "gate_speech_threshold", + "gate_hangover_ms", + "gate_pre_roll_ms", + "gate_min_speech_ms", +) + +# Gate-config matrix for --gate-only. Row 0 is the production default. +GATE_MATRIX: list[dict] = [ + {}, # production default: thr 0.5, hang 400, pre-roll 300, min-speech 0 + {"gate_speech_threshold": 0.3}, + {"gate_speech_threshold": 0.7}, + {"gate_hangover_ms": 800}, + {"gate_pre_roll_ms": 500}, + {"gate_min_speech_ms": 200}, + {"gate_kind": "backend"}, # no TapScribe gate → forwards everything +] + + +@dataclass +class GateStats: + fixture: str + config: dict + frames_in: int + frames_forwarded: int + forward_pct: float + segments: int + retained_s: float + audio_s: float + + +def analyze_gate(wav: Path, cfg: LiveConfig) -> GateStats: + """Feed a WAV through the SpeechGate and report how much it forwards. + + `segments` counts silence→speech openings (gate.is_open False→True), + a proxy for how finely the gate chops the audio. `gate_kind=backend` + means no TapScribe gate, so everything is forwarded as one segment.""" + gate = build_gate_for_config(cfg) + frames = frame_pcm(read_wav_as_pcm_bytes(wav)) + forwarded = 0 + segments = 0 + prev_open = False + for fr in frames: + out = gate.feed(fr) if gate is not None else [fr] + forwarded += len(out) + now_open = gate.is_open if gate is not None else True + if now_open and not prev_open: + segments += 1 + prev_open = now_open + n = len(frames) + return GateStats( + fixture=wav.stem, + config={f: getattr(cfg, f) for f in _GATE_SUMMARY_FIELDS}, + frames_in=n, + frames_forwarded=forwarded, + forward_pct=round(100.0 * forwarded / max(1, n), 1), + segments=segments, + retained_s=round(forwarded * FRAME_INTERVAL_S, 2), + audio_s=round(n * FRAME_INTERVAL_S, 2), + ) + + +def print_gate_table(rows: list[GateStats]) -> None: + cols = [ + ("fixture", 12, lambda r: r.fixture), + ("kind", 9, lambda r: r.config.get("gate_kind")), + ("thr", 5, lambda r: r.config.get("gate_speech_threshold")), + ("hang", 5, lambda r: r.config.get("gate_hangover_ms")), + ("proll", 5, lambda r: r.config.get("gate_pre_roll_ms")), + ("minsp", 5, lambda r: r.config.get("gate_min_speech_ms")), + ("fwd%", 6, lambda r: r.forward_pct), + ("segs", 5, lambda r: r.segments), + ("kept_s", 7, lambda r: r.retained_s), + ("audio_s", 7, lambda r: r.audio_s), + ] + header = " ".join(name.rjust(w) if i else name.ljust(w) for i, (name, w, _) in enumerate(cols)) + print("=" * len(header)) + print(header) + print("-" * len(header)) + for r in rows: + cells = [] + for i, (_n, w, get) in enumerate(cols): + v = get(r) + cells.append(v[:w].ljust(w) if i == 0 and isinstance(v, str) else _fmt(v, w)) + print(" ".join(cells)) + print("=" * len(header)) + print( + "fwd% = frames forwarded to backend; segs = silence→speech openings; " + "kept_s = forwarded audio seconds." + ) + print("A low fwd% on a mostly-speech clip suggests the gate is clipping speech (→ dropped words).") + + +def run_gate_sweep(fixture_dir: Path) -> list[GateStats]: + fixtures = discover_fixtures(fixture_dir) + if not fixtures: + print(f"No fixtures under {fixture_dir}", file=sys.stderr) + return [] + rows: list[GateStats] = [] + for wav in fixtures: + for overrides in GATE_MATRIX: + cfg = _config_from_overrides(overrides, language=_lang_for_fixture(wav), host="127.0.0.1") + rows.append(analyze_gate(wav, cfg)) + return rows + + # --------------------------------------------------------------------------- # CLI # --------------------------------------------------------------------------- @@ -535,16 +671,7 @@ async def run_sweep(args, *, use_mlx: bool) -> list[RunResult]: lang = _lang_for_fixture(wav) for overrides in SWEEP_MATRIX: i += 1 - cfg = LiveConfig( - model=overrides.get("model", "tiny.en"), - language=lang, - host=args.live_host, - port=0, - gate_kind=overrides.get("gate_kind", "tapscribe"), - min_chunk_size=overrides.get("min_chunk_size"), - buffer_trimming=overrides.get("buffer_trimming"), - buffer_trimming_sec=overrides.get("buffer_trimming_sec"), - ) + cfg = _config_from_overrides(overrides, language=lang, host=args.live_host) print(f"[{i}/{total}] {wav.stem} {_config_summary(cfg)}", flush=True) res = await run_one( wav, @@ -575,6 +702,12 @@ def main() -> None: ) p.add_argument("wav", nargs="?", type=Path, help="WAV to stream (omit with --sweep)") p.add_argument("--sweep", action="store_true", help="Run the config matrix over every fixture") + p.add_argument( + "--gate-only", + action="store_true", + help="Model-free: sweep GATE configs over every fixture and report how much audio each " + "forwards (no ASR model needed — Silero loads locally).", + ) p.add_argument("--fixture-dir", default=str(DEFAULT_FIXTURE_DIR), help="Fixture directory for --sweep") p.add_argument( "--model", default="tiny.en", help="WhisperLiveKit model (default: tiny.en, the prod default)" @@ -610,6 +743,16 @@ def main() -> None: use_mlx = detect_use_mlx() if args.mlx is None else args.mlx + # Gate-only mode needs neither jiwer nor an ASR model — handle it + # before the scoring-dep check so it runs on a model-less box. + if args.gate_only: + rows = run_gate_sweep(Path(args.fixture_dir)) + if not rows: + sys.exit(1) + print() + print_gate_table(rows) + return + # Fail fast with an actionable message if jiwer isn't importable — # scoring is the whole point and a cryptic ImportError mid-run wastes # a model load. From dec069cc5a4656bfa01026232691aab51ff7b391 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 08:14:02 +0000 Subject: [PATCH 04/20] live_relay: emit growth of committed non-tail lines MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The consumer cached a lower-bound scan index (_last_emit_scan_upto) on the assumption that WlK only ever mutates the current tail line, so once a newer line appeared a position was frozen. A late LocalAgreement correction that grows an already-committed line then had its new suffix silently dropped mid-session and only recovered (out of order) at close. Re-scan all non-tail positions each snapshot instead. _consider_emit_line is (speaker,start)-keyed and idempotent, so re-walking settled lines is a dict lookup per line — negligible at WlK's few-Hz tick rate. Adds a red-green regression test driving a non-tail line that grows after a newer line exists. Verified separately that the speech-gate "end-frame drop" and missing speech_pad flagged in review are intentional (pinned by test_gate_closes_on_vad_end_event with a documented hangover rationale), so those are left as-is. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tapscribe/live_relay.py | 27 +++++++++++---------------- tests/test_live_relay.py | 34 ++++++++++++++++++++++++++++++++++ 2 files changed, 45 insertions(+), 16 deletions(-) diff --git a/tapscribe/live_relay.py b/tapscribe/live_relay.py index 98cf6516..d27cdcd2 100644 --- a/tapscribe/live_relay.py +++ b/tapscribe/live_relay.py @@ -104,13 +104,6 @@ def __init__( # consecutive same-speaker segments — see # `tokens_alignment.py`) only emits the new suffix. self._emitted_by_key: dict[tuple, str] = {} - # Non-tail entries are immutable in WlK's wire format — the - # merger case only ever modifies the CURRENT tail in place; - # once a newer entry appears after a position, that position - # is frozen. Cache the lower bound of the scan so we don't - # re-walk hundreds of stable lines on every snapshot for long - # sessions. - self._last_emit_scan_upto: int = 0 # Tail-stability bookkeeping: counts how many consecutive # snapshots the tail's `(key, text)` has matched while the # buffer was empty. Reset whenever the tail changes or buffer @@ -245,17 +238,19 @@ async def _consume(self) -> None: if not isinstance(snapshot, list): continue self._last_snapshot = snapshot - # Emit every newly-non-tail entry. Non-tail positions - # are immutable in WlK's wire format, so we only need - # to scan from the last upto we processed. The dedup - # in `_consider_emit_line` covers a tail-becoming- - # non-tail whose text already settled (no re-emit) and - # the rare same-key text-change case (emits the diff). + # Emit every non-tail entry (the tail is held back for the + # stability flush below). We re-scan ALL non-tail positions + # each snapshot rather than caching a lower bound: although + # WlK normally only mutates the current tail, a late + # LocalAgreement correction can grow an already-committed + # line, and freezing non-tail positions would silently drop + # that suffix until close (then deliver it out of order). + # `_consider_emit_line` is keyed + idempotent, so re-walking + # settled lines is a no-op beyond a dict lookup per line — + # negligible at WlK's few-Hz snapshot rate. upto = max(0, len(snapshot) - 1) - for i in range(self._last_emit_scan_upto, upto): + for i in range(upto): self._consider_emit_line(snapshot[i]) - if upto > self._last_emit_scan_upto: - self._last_emit_scan_upto = upto # Tail-stability flush: once the tail text has held # steady (with the in-flight buffer empty) for enough # consecutive snapshots, WlK has nothing more to diff --git a/tests/test_live_relay.py b/tests/test_live_relay.py index 51c99fca..a7ad7b63 100644 --- a/tests/test_live_relay.py +++ b/tests/test_live_relay.py @@ -228,6 +228,40 @@ async def test_relay_consumes_lines_into_callback_with_close_drain(fake_wlk: _Fa assert list(lines) == ["hello world", "second line"] +async def test_relay_emits_growth_of_a_committed_non_tail_line(fake_wlk: _FakeWlk): + """Regression (subagent Finding 3): when an already-committed, + non-tail line's text GROWS in a later snapshot, the new suffix must + still be emitted promptly — not silently held until close (and then + delivered out of order). + + WlK normally only grows the current tail, but a late LocalAgreement + correction / cross-position merge can extend a line that already has a + newer line after it. The relay must not freeze non-tail positions, or + those words are lost mid-session.""" + lines = _SignalList() + relay = WlKRelay( + host="localhost", + port=fake_wlk.port, + language="en", + on_settled_line=lines.append, + ) + await relay.connect() + l0 = {"text": "hello", "speaker": 1, "start": 0.0, "end": 1.0} + l1 = {"text": "second", "speaker": 1, "start": 1.0, "end": 2.0} + # Snapshot 1: single line, held as the in-flight tail. + await fake_wlk.push_lines_snapshot([l0]) + # Snapshot 2: a newer line appears, so l0 settles and is emitted. + await fake_wlk.push_lines_snapshot([dict(l0, text="hello world"), l1]) + await lines.wait_count(1) + assert list(lines) == ["hello world"] + # Snapshot 3: the now-non-tail l0 grows. Its suffix must be emitted + # immediately, in order — before the still-held tail (l1). + await fake_wlk.push_lines_snapshot([dict(l0, text="hello world again"), l1]) + await lines.wait_count(2) + assert list(lines) == ["hello world", "again"] + await relay.close() + + async def test_relay_dedupes_lines_across_repeated_snapshots(fake_wlk: _FakeWlk): """WlK re-sends the full lines list on every tick. The relay must NOT re-emit a line just because it appeared in three consecutive From a35bbc503297aa6d18a907c39c696554f3e30285 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 08:45:59 +0000 Subject: [PATCH 05/20] bench_live: sweep NB-Whisper on Norwegian fixtures The sweep applied an English-only matrix (tiny/base/small.en) to every fixture, including the Norwegian marlene-nb clip. English-only Whisper cannot transcribe Norwegian regardless of --lan, so those rows scored noise (>1.0 WER) and measured nothing. Split the matrix per language: SWEEP_MATRIX_EN keeps the .en sweep for English fixtures, SWEEP_MATRIX_NB sweeps the NB-Whisper family for Norwegian. _sweep_matrix_for picks by fixture language. The live channel already auto-downloads nb-whisper CT2 weights and build_live_cmd routes them via --model-path + localagreement (every other sweep knob still applies), so no further wiring was needed. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 44 +++++++++++++++++++++++++++++++++++++------- 1 file changed, 37 insertions(+), 7 deletions(-) diff --git a/tools/bench_live.py b/tools/bench_live.py index cf6b7198..5135ca75 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -389,15 +389,23 @@ def _lang_for_fixture(wav: Path) -> str: # Full-pipeline sweep matrix: each dict is a set of LiveConfig field # overrides applied (via dataclasses.replace) onto a per-fixture baseline -# (tiny.en, tapscribe gate, the fixture's language). Row 0 is the -# PRODUCTION DEFAULT — the "red" baseline every other row is compared -# against. Edit freely; any LiveConfig field name is a valid key. +# (the fixture's language). Row 0 of each matrix is the baseline every +# other row is compared against. Edit freely; any LiveConfig field name is +# a valid key. # -# The rows are chosen to isolate the hypotheses in +# There are two matrices because the MODEL has to match the fixture's +# language: English-only Whisper (`*.en`) cannot transcribe Norwegian +# regardless of `--lan`, so a Norwegian fixture swept on `.en` models +# scores pure noise (this is exactly the bogus `marlene-nb` baseline that +# the first sweep produced). `_sweep_matrix_for` picks the right one. +# +# The non-model rows are chosen to isolate the hypotheses in # docs/live-tuning-research.md: model size (1-3), the confidence/accuracy # trade (4), whether our gate clips speech vs the backend VAD (5), blip # suppression (6), and the WlK streaming knobs (7-8). -SWEEP_MATRIX: list[dict] = [ + +# English fixtures — English-only Whisper. Row 0 is the PRODUCTION DEFAULT. +SWEEP_MATRIX_EN: list[dict] = [ {"model": "tiny.en"}, # production default — baseline {"model": "base.en"}, {"model": "small.en"}, @@ -408,6 +416,28 @@ def _lang_for_fixture(wav: Path) -> str: {"model": "small.en", "buffer_trimming": "segment"}, ] +# Norwegian fixtures — NB-Whisper (NbAiLab, Norwegian-tuned). The channel +# auto-downloads the CT2 weights and build_live_cmd routes these via +# --model-path + --backend-policy localagreement; every other knob below +# still applies. Mirrors the EN matrix so the two are read side by side. +SWEEP_MATRIX_NB: list[dict] = [ + {"model": "nb-whisper-tiny"}, # Norwegian baseline + {"model": "nb-whisper-base"}, + {"model": "nb-whisper-small"}, + {"model": "nb-whisper-small", "confidence_validation": False}, + {"model": "nb-whisper-small", "gate_kind": "backend"}, + {"model": "nb-whisper-small", "gate_min_speech_ms": 200}, + {"model": "nb-whisper-small", "min_chunk_size": 1.0}, + {"model": "nb-whisper-small", "buffer_trimming": "segment"}, +] + + +def _sweep_matrix_for(wav: Path) -> list[dict]: + """Pick the model sweep that matches the fixture's language. Norwegian + fixtures need NB-Whisper; everything else uses the English `.en` + matrix.""" + return SWEEP_MATRIX_NB if _lang_for_fixture(wav) == "no" else SWEEP_MATRIX_EN + def _config_from_overrides(overrides: dict, *, language: str, host: str) -> LiveConfig: """Build a LiveConfig from a per-fixture baseline plus a matrix row. @@ -665,11 +695,11 @@ async def run_sweep(args, *, use_mlx: bool) -> list[RunResult]: print(f"No fixtures (paired *.wav + *.reference.txt) under {args.fixture_dir}", file=sys.stderr) return [] results: list[RunResult] = [] - total = len(fixtures) * len(SWEEP_MATRIX) + total = sum(len(_sweep_matrix_for(w)) for w in fixtures) i = 0 for wav in fixtures: lang = _lang_for_fixture(wav) - for overrides in SWEEP_MATRIX: + for overrides in _sweep_matrix_for(wav): i += 1 cfg = _config_from_overrides(overrides, language=lang, host=args.live_host) print(f"[{i}/{total}] {wav.stem} {_config_summary(cfg)}", flush=True) From 76e77f47228dda722c90b4b0a7ee64a670ae97b2 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 08:52:40 +0000 Subject: [PATCH 06/20] fixtures: correct armstrong-en provenance + add recut tool MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The armstrong-en fixture was the "first ~12 s" of the source recording, which is the lead-in utterance ("I'm going to step off the LM now") — NOT the iconic line in the reference transcript. The live benchmark therefore scored accurate transcriptions against a reference the audio never spoke (~0.92 WER across every model and gate), which read as a broken pipeline but was a mislabeled fixture. Add tools/recut_armstrong.py: it locates the iconic line by word-timestamp transcription (not a fixed offset) and regenerates the WAV (~9 s, 14.0-23.3 s of the source), self-verifying by re-transcribing the cut. Update the README provenance to match. The regenerated armstrong-en.wav is committed separately (binary, produced on a networked host). https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tests/fixtures/audio/README.md | 20 +++++-- tools/recut_armstrong.py | 101 +++++++++++++++++++++++++++++++++ 2 files changed, 115 insertions(+), 6 deletions(-) create mode 100644 tools/recut_armstrong.py diff --git a/tests/fixtures/audio/README.md b/tests/fixtures/audio/README.md index ed11e776..670ed66b 100644 --- a/tests/fixtures/audio/README.md +++ b/tests/fixtures/audio/README.md @@ -16,7 +16,7 @@ Skipped automatically when `faster-whisper` isn't installed ``` tests/fixtures/audio/ -├── armstrong-en.wav # 12 s, 16 kHz mono int16, NASA PD +├── armstrong-en.wav # ~9 s, 16 kHz mono int16, NASA PD ├── armstrong-en.reference.txt ├── marlene-nb.wav # 15 s, 16 kHz mono int16, CC-BY-SA 4.0 ├── marlene-nb.reference.txt @@ -33,9 +33,17 @@ rather than producing garbled transcripts later. ### `armstrong-en.wav` -First ~12 seconds of [`Armstrong_Small_Step.ogg`](https://commons.wikimedia.org/wiki/File:Armstrong_Small_Step.ogg) -from Wikimedia Commons, downsampled from 11 025 Hz mono OGG/Vorbis to -16 kHz mono int16 WAV with `soundfile` + `scipy.signal.resample_poly`. +The ~9 s segment containing Armstrong's iconic line (≈14.0–23.3 s of the +24 s [`Armstrong_Small_Step.ogg`](https://commons.wikimedia.org/wiki/File:Armstrong_Small_Step.ogg) +from Wikimedia Commons), resampled to 16 kHz mono int16 WAV with +`soundfile` + `scipy.signal.resample_poly`. + +The segment boundaries are located by word-timestamp transcription, not a +fixed offset: the source opens with a *different* utterance — "I'm going +to step off the LM now" — so the original "first ~12 s" trim captured the +wrong sentence and scored the reference below against audio that never +contained it. Regenerate with `python tools/recut_armstrong.py` (needs +outbound network + faster-whisper). - **Source**: https://upload.wikimedia.org/wikipedia/commons/d/dd/Armstrong_Small_Step.ogg - **Original work**: NASA recording of Neil Armstrong stepping onto @@ -44,8 +52,8 @@ from Wikimedia Commons, downsampled from 11 025 Hz mono OGG/Vorbis to federal government ("NASA material is not protected by copyright unless noted"). - **Reference transcript**: `"That's one small step for man, one giant - leap for mankind."` — the well-known phrase Armstrong utters in the - clip. + leap for mankind."` — the iconic phrase, now the actual content of the + trimmed clip. ### `marlene-nb.wav` diff --git a/tools/recut_armstrong.py b/tools/recut_armstrong.py new file mode 100644 index 00000000..01da2de4 --- /dev/null +++ b/tools/recut_armstrong.py @@ -0,0 +1,101 @@ +#!/usr/bin/env python3 +"""Regenerate `tests/fixtures/audio/armstrong-en.wav` from its source. + +The fixture must contain Armstrong's iconic line — the exact text in +`armstrong-en.reference.txt`. The source recording, however, opens with a +*different* utterance ("I'm going to step off the LM now"), so a fixed +"first N seconds" trim grabs the wrong sentence (and the live benchmark +then scores good transcripts against a reference the audio never spoke). + +This script avoids that by locating the line via word-timestamp +transcription rather than a hardcoded offset: download the source, find +the "small … mankind" span, trim to it (+ padding), write 16 kHz mono +int16 PCM, then re-transcribe the cut so the result is self-verifying. + +Run on a box WITH outbound network + faster-whisper (e.g. a dev laptop): + + python tools/recut_armstrong.py + +Needs `soundfile` + `scipy` for OGG decode/resample (pip install if +missing) and `faster-whisper` (the `[whisper]` / `[bench]` extra). +""" + +from __future__ import annotations + +import io +import sys +import urllib.request +import wave +from math import gcd +from pathlib import Path + +import numpy as np +import soundfile as sf +from scipy.signal import resample_poly + +SRC = "https://upload.wikimedia.org/wikipedia/commons/d/dd/Armstrong_Small_Step.ogg" +OUT = Path(__file__).resolve().parent.parent / "tests" / "fixtures" / "audio" / "armstrong-en.wav" +SAMPLE_RATE = 16000 +PAD_S = 0.35 # margin each side of the located span so word edges aren't clipped + + +def load_16k_mono(url: str) -> np.ndarray: + """Download `url` and return it as a 16 kHz mono float32 waveform.""" + req = urllib.request.Request(url, headers={"User-Agent": "TapScribe-recut/1.0"}) + raw = urllib.request.urlopen(req, timeout=60).read() # noqa: S310 — fixed https Wikimedia URL + data, sr = sf.read(io.BytesIO(raw), dtype="float32", always_2d=True) + mono = data.mean(axis=1) + if sr != SAMPLE_RATE: + g = gcd(int(sr), SAMPLE_RATE) + mono = resample_poly(mono, SAMPLE_RATE // g, int(sr) // g) + return mono.astype(np.float32) + + +def words_with_ts(audio: np.ndarray) -> list[tuple[str, float, float]]: + """Transcribe `audio` (16 kHz mono float32) into (word, start, end).""" + from faster_whisper import WhisperModel + + model = WhisperModel("base.en", device="cpu", compute_type="int8") + segments, _ = model.transcribe(audio, language="en", word_timestamps=True) + out: list[tuple[str, float, float]] = [] + for seg in segments: + for w in seg.words or (): + out.append((w.word.strip().lower().strip(".,!?;:'\""), w.start, w.end)) + return out + + +def main() -> None: + print(f"downloading {SRC}") + audio = load_16k_mono(SRC) + print(f"source: {len(audio) / SAMPLE_RATE:.1f}s @ {SAMPLE_RATE} Hz mono") + + words = words_with_ts(audio) + norm = [w for w, _, _ in words] + print("full transcript:\n " + " ".join(norm)) + if "small" not in norm or "mankind" not in norm: + sys.exit("!! 'small'/'mankind' anchors not found — inspect the transcript above and trim by hand") + + s_idx = norm.index("small") + m_idx = len(norm) - 1 - norm[::-1].index("mankind") + # Back up two words from "small" to include the leading "that's one". + start = max(0.0, words[max(0, s_idx - 2)][1] - PAD_S) + end = words[m_idx][2] + PAD_S + print(f"trim window: {start:.2f}..{end:.2f}s ({end - start:.2f}s)") + + clip = audio[int(start * SAMPLE_RATE) : int(end * SAMPLE_RATE)] + peak = max(float(np.abs(clip).max()), 1e-9) + int16 = (clip / peak * 0.9 * 32767).astype(np.int16) + OUT.parent.mkdir(parents=True, exist_ok=True) + with wave.open(str(OUT), "wb") as w: + w.setnchannels(1) + w.setsampwidth(2) + w.setframerate(SAMPLE_RATE) + w.writeframes(int16.tobytes()) + print(f"wrote {OUT} ({len(int16) / SAMPLE_RATE:.2f}s)") + + check = words_with_ts(int16.astype(np.float32) / 32767.0) + print("re-transcribed cut (should match the reference):\n " + " ".join(w for w, _, _ in check)) + + +if __name__ == "__main__": + main() From d73e05ae1c092ed34ad7e14198248116fa608d89 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 08:55:37 +0000 Subject: [PATCH 07/20] fixtures: regenerate armstrong-en.wav to the iconic line MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Replace the mislabeled clip (the "step off the LM now" lead-in) with the segment that actually matches the reference — "That's one small step for man, one giant leap for mankind." Produced from the source OGG at the word-timestamp-located window (14.05-23.29s of the 24.1s recording, ~9.24s @ 16 kHz mono int16), verified by re-transcription to read exactly as the reference. Also correct the now-stale rationale comment in test_live_quality.py: the ~0.92 WER that motivated the loose 0.5 bar was the mislabeled fixture, not a model deficiency, so the bar should be tightened once a clean-fixture sweep confirms the real base.en number. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tests/e2e/test_live_quality.py | 14 ++++++++++---- tests/fixtures/audio/armstrong-en.wav | Bin 384044 -> 295724 bytes 2 files changed, 10 insertions(+), 4 deletions(-) diff --git a/tests/e2e/test_live_quality.py b/tests/e2e/test_live_quality.py index c5e4b5fe..fea12d74 100644 --- a/tests/e2e/test_live_quality.py +++ b/tests/e2e/test_live_quality.py @@ -27,10 +27,16 @@ FIXTURES_DIR = Path(__file__).resolve().parent.parent / "fixtures" / "audio" -# base.en on the clean ~12 s Armstrong clip should land comfortably under -# this. Generous enough not to flake on CPU faster-whisper, tight enough -# that the current tiny.en-with-defaults baseline (the bug we're chasing) -# would fail it — which is the whole point of having the gate. +# base.en on the corrected ~9 s Armstrong clip (the iconic line) should +# land well under this — a clean batch decode is ~0 WER, and the live +# path's real-time streaming + gate add only modest error. The bar is +# deliberately loose so CPU faster-whisper doesn't flake; tighten it once +# a clean-fixture sweep confirms the real base.en number. +# +# History: this fixture previously held the "step off the LM now" lead-in +# rather than the reference line, so every model scored ~0.92 here and the +# bar read like a live-quality bug to chase. 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Production gives every active /tap its own relay into the single shared whisperlivekit-server (one model, one GPU), so simultaneous talkers contend for one decoder. Add `--concurrency N1,N2,...`: feeds N concurrent copies of a fixture (full overlap, worst case) into one WlK server and reports how per-stream lag, finalization delay, and WER degrade as N grows. Extract the per- stream feed loop into `_drive_one_stream`, shared by run_one and the new concurrency mode (single source of truth, run_one signature unchanged so test_live_quality keeps working). Lag climbing with N confirms inference serialization; WER rising / errored streams confirm WlK trimming away starved audio. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 293 ++++++++++++++++++++++++++++++++++---------- 1 file changed, 230 insertions(+), 63 deletions(-) diff --git a/tools/bench_live.py b/tools/bench_live.py index 5135ca75..0483535f 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -201,6 +201,85 @@ async def _wait_until_ready(channel: WhisperLiveKitChannel, *, timeout: float) - return f"whisperlivekit-server not ready within {timeout:.0f}s (model load/download too slow?)" +async def _drive_one_stream( + *, + host: str, + port: int, + cfg: LiveConfig, + frames: list[bytes], + speed: float, + warmup_s: float, + t0: float | None = None, +) -> tuple[dict, str, list[str]]: + """Drive ONE gated stream into an already-running WlK channel and + return (per-stream metrics, hypothesis, settled lines). + + Owns only its own relay + gate, not the channel — so the single-stream + `run_one` and the N-stream concurrency mode share one feed loop. Pass a + shared `t0` when several streams run concurrently so their lag/finalize + timings are measured against the same wall clock.""" + frame_interval = FRAME_INTERVAL_S / max(speed, 0.01) + if t0 is None: + t0 = time.perf_counter() + + settled: list[tuple[float, str]] = [] + lag_samples: list[float] = [] + + def on_settled(text: str) -> None: + settled.append((time.perf_counter() - t0, text)) + + async def on_metrics(lag: float) -> None: + lag_samples.append(lag) + + gate = build_gate_for_config(cfg) + relay = WlKRelay( + host=host, + port=port, + language=cfg.language, + on_settled_line=on_settled, + on_metrics=on_metrics, + drain_timeout=3.0, + ) + if not await relay.connect(): + return {"error": "WlK relay connect failed"}, "", [] + + # Warm-up: feed silence so a still-loading ASR worker is ready before + # the first real utterance, and so the first words aren't clipped by + # model warm-up. Silence passes through the gate as non-speech (or + # straight through when gate_kind=backend). + if warmup_s > 0: + silence = b"\x00" * FRAME_BYTES + for _ in range(int(warmup_s / FRAME_INTERVAL_S)): + await relay.send(silence) + await asyncio.sleep(frame_interval) + + frames_forwarded = 0 + for frame in frames: + out = gate.feed(frame) if gate is not None else [frame] + for f in out: + if not await relay.send(f): + break + frames_forwarded += 1 + await asyncio.sleep(frame_interval) + last_frame_wall = time.perf_counter() - t0 + + await relay.close() + + lines = [t for _, t in settled] + hypothesis = " ".join(lines) + last_settled_wall = settled[-1][0] if settled else last_frame_wall + metrics: dict = { + "n_lines": len(lines), + "frames_in": len(frames), + "frames_forwarded": frames_forwarded, + "gate_forward_pct": round(100.0 * frames_forwarded / max(1, len(frames)), 1), + "lag_mean_s": round(sum(lag_samples) / len(lag_samples), 3) if lag_samples else None, + "lag_max_s": round(max(lag_samples), 3) if lag_samples else None, + "final_delay_s": round(max(0.0, last_settled_wall - last_frame_wall), 2), + } + return metrics, hypothesis, lines + + async def run_one( wav: Path, cfg: LiveConfig, @@ -215,7 +294,6 @@ async def run_one( the captions. Owns the whisperlivekit-server child for the duration.""" cfg_summary = _config_summary(cfg) reference = _read_reference(wav) - frame_interval = FRAME_INTERVAL_S / max(speed, 0.01) channel = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) ok, msg = channel.start() @@ -238,73 +316,19 @@ async def run_one( # ephemeral port — connect the relay to the live values. host, port = channel.config.host, channel.config.port - settled: list[tuple[float, str]] = [] - lag_samples: list[float] = [] - t0 = time.perf_counter() - - def on_settled(text: str) -> None: - settled.append((time.perf_counter() - t0, text)) - - async def on_metrics(lag: float) -> None: - lag_samples.append(lag) - - gate = build_gate_for_config(cfg) - relay = WlKRelay( - host=host, - port=port, - language=cfg.language, - on_settled_line=on_settled, - on_metrics=on_metrics, - drain_timeout=3.0, - ) - if not await relay.connect(): - return RunResult( - fixture=wav.stem, config=cfg_summary, error="WlK relay connect failed", reference=reference - ) - - # Warm-up: feed silence so a still-loading ASR worker is ready - # before the first real utterance, and so the first words aren't - # clipped by model warm-up. Silence passes through the gate as - # non-speech (or straight through when gate_kind=backend). - if warmup_s > 0: - silence = b"\x00" * FRAME_BYTES - for _ in range(int(warmup_s / FRAME_INTERVAL_S)): - await relay.send(silence) - await asyncio.sleep(frame_interval) - frames = frame_pcm(read_wav_as_pcm_bytes(wav)) audio_s = len(frames) * FRAME_INTERVAL_S - frames_forwarded = 0 feed_start = time.perf_counter() - for frame in frames: - out = gate.feed(frame) if gate is not None else [frame] - for f in out: - if not await relay.send(f): - break - frames_forwarded += 1 - await asyncio.sleep(frame_interval) - last_frame_wall = time.perf_counter() - t0 - - await relay.close() + smetrics, hypothesis, lines = await _drive_one_stream( + host=host, port=port, cfg=cfg, frames=frames, speed=speed, warmup_s=warmup_s + ) wall_s = time.perf_counter() - feed_start + if "error" in smetrics: + return RunResult( + fixture=wav.stem, config=cfg_summary, error=smetrics["error"], reference=reference + ) - lines = [t for _, t in settled] - hypothesis = " ".join(lines) - last_settled_wall = settled[-1][0] if settled else last_frame_wall - final_delay = max(0.0, last_settled_wall - last_frame_wall) - - metrics: dict = { - "audio_s": round(audio_s, 2), - "wall_s": round(wall_s, 2), - "n_lines": len(lines), - "frames_in": len(frames), - "frames_forwarded": frames_forwarded, - "gate_forward_pct": round(100.0 * frames_forwarded / max(1, len(frames)), 1), - "lag_mean_s": round(sum(lag_samples) / len(lag_samples), 3) if lag_samples else None, - "lag_max_s": round(max(lag_samples), 3) if lag_samples else None, - "final_delay_s": round(final_delay, 2), - } - + metrics: dict = {"audio_s": round(audio_s, 2), "wall_s": round(wall_s, 2), **smetrics} result = RunResult( fixture=wav.stem, config=cfg_summary, @@ -323,6 +347,82 @@ async def on_metrics(lag: float) -> None: channel.stop() +async def run_concurrency_sweep( + wav: Path, + cfg: LiveConfig, + *, + counts: list[int], + use_mlx: bool, + speed: float, + warmup_s: float, + ready_timeout: float, + verbose: bool, +) -> list[dict]: + """Stress ONE WlK server with N concurrent gated streams of `wav` and + report how lag / WER degrade as N grows. + + This is the multi-speaker reproduction: production gives every active + `/tap` its own relay into the single shared whisperlivekit-server (one + model, one GPU), so simultaneous talkers contend for one decoder. We + feed N copies of the fixture at once (full overlap — the worst case) + and watch per-stream lag. One channel is reused across all N values so + the model loads once; connections are independent per run.""" + reference = _read_reference(wav) + channel = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) + ok, msg = channel.start() + if not ok: + print(f"start failed: {msg}", file=sys.stderr) + return [] + + rows: list[dict] = [] + try: + err = await _wait_until_ready(channel, timeout=ready_timeout) + if err is not None: + print(f"whisperlivekit-server not ready: {err}", file=sys.stderr) + return [] + host, port = channel.config.host, channel.config.port + frames = frame_pcm(read_wav_as_pcm_bytes(wav)) + + for n in counts: + t0 = time.perf_counter() + outs = await asyncio.gather( + *( + _drive_one_stream( + host=host, port=port, cfg=cfg, frames=frames, speed=speed, warmup_s=warmup_s, t0=t0 + ) + for _ in range(n) + ) + ) + errored = sum(1 for m, _, _ in outs if "error" in m) + lag_means = [m["lag_mean_s"] for m, _, _ in outs if m.get("lag_mean_s") is not None] + lag_maxes = [m["lag_max_s"] for m, _, _ in outs if m.get("lag_max_s") is not None] + fin = [m["final_delay_s"] for m, _, _ in outs if "final_delay_s" in m] + wers: list[float] = [] + for _m, hyp, _l in outs: + try: + wers.append(score_text(reference, hyp).wer) + except Exception: # empty/failed stream — exclude from the WER mean, count via errored + pass + row = { + "streams": n, + "errored": errored, + "lag_mean_s": round(sum(lag_means) / len(lag_means), 2) if lag_means else None, + "lag_max_s": round(max(lag_maxes), 2) if lag_maxes else None, + "wer_mean": round(sum(wers) / len(wers), 2) if wers else None, + "fin_delay_max_s": round(max(fin), 2) if fin else None, + } + rows.append(row) + if verbose: + print( + f" streams={n}: lagμ={row['lag_mean_s']} lagX={row['lag_max_s']} " + f"WERμ={row['wer_mean']} finΔX={row['fin_delay_max_s']} errored={errored}", + flush=True, + ) + finally: + channel.stop() + return rows + + # --------------------------------------------------------------------------- # Config / fixtures helpers # --------------------------------------------------------------------------- @@ -527,6 +627,30 @@ def write_results_json(results: list[RunResult], *, use_mlx: bool, speed: float) return path +def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig) -> None: + print(f"concurrency stress — fixture={wav.stem} model={cfg.model} gate={cfg.gate_kind}") + cols = [ + ("streams", 8, lambda r: r.get("streams")), + ("lagμ", 7, lambda r: r.get("lag_mean_s")), + ("lagX", 7, lambda r: r.get("lag_max_s")), + ("finΔX", 7, lambda r: r.get("fin_delay_max_s")), + ("WERμ", 7, lambda r: r.get("wer_mean")), + ("errored", 8, lambda r: r.get("errored")), + ] + header = " ".join(name.rjust(w) for name, w, _ in cols) + print("=" * len(header)) + print(header) + print("-" * len(header)) + for r in rows: + print(" ".join(_fmt(get(r), w) for _name, w, get in cols)) + print("=" * len(header)) + print( + "N copies of the fixture fed at once (full overlap) into one WlK server. " + "lagμ/lagX climbing with N = the single shared model serializing inference;" + ) + print("WERμ rising / errored>0 with N = streams starved past WlK's buffer-trim window (dropped speech).") + + def print_detailed(result: RunResult) -> None: print() print(f"fixture: {result.fixture}") @@ -738,6 +862,14 @@ def main() -> None: help="Model-free: sweep GATE configs over every fixture and report how much audio each " "forwards (no ASR model needed — Silero loads locally).", ) + p.add_argument( + "--concurrency", + default=None, + metavar="N1,N2,...", + help="Multi-speaker stress: feed this many concurrent copies of the fixture into one WlK " + "server (e.g. '1,2,3,4') and report how lag/WER degrade with load. Uses --wav (default: " + "armstrong-en).", + ) p.add_argument("--fixture-dir", default=str(DEFAULT_FIXTURE_DIR), help="Fixture directory for --sweep") p.add_argument( "--model", default="tiny.en", help="WhisperLiveKit model (default: tiny.en, the prod default)" @@ -792,6 +924,41 @@ def main() -> None: print("ERROR: jiwer is required for scoring. Install with: pip install jiwer", file=sys.stderr) sys.exit(1) + if args.concurrency: + try: + counts = [int(x) for x in args.concurrency.split(",") if x.strip()] + except ValueError: + p.error("--concurrency must be a comma list of integers, e.g. 1,2,4") + if not counts or any(c < 1 for c in counts): + p.error("--concurrency needs positive stream counts, e.g. 1,2,4") + wav = args.wav or (DEFAULT_FIXTURE_DIR / "armstrong-en.wav") + if not wav.exists(): + print(f"ERROR: {wav} not found", file=sys.stderr) + sys.exit(1) + cfg = build_base_config(args) + print( + f"backend: {'mlx-whisper' if use_mlx else 'faster-whisper'} " + f"concurrency {counts} on {wav.stem} config: {_config_summary(cfg)}", + flush=True, + ) + rows = asyncio.run( + run_concurrency_sweep( + wav, + cfg, + counts=counts, + use_mlx=use_mlx, + speed=args.speed, + warmup_s=args.warmup_s, + ready_timeout=args.ready_timeout, + verbose=True, + ) + ) + if not rows: + sys.exit(1) + print() + print_concurrency_table(rows, wav=wav, cfg=cfg) + return + if args.sweep: results = asyncio.run(run_sweep(args, use_mlx=use_mlx)) if not results: From ac7737e86fabf9eb15ebee44b8895111e62b5ef9 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 09:41:59 +0000 Subject: [PATCH 09/20] bench_live: add --stagger to separate overlap from turn-taking MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The concurrency mode fed all streams perfectly aligned speech = 100% overlap, which is precisely the case the TapScribe silence gate cannot help (no silence to drop when everyone talks at once). That measures the gate's blind spot, not whether the gate works. --stagger offsets each stream's speech by N seconds using leading/trailing silence (which the gate drops), so stagger=0 is full overlap and stagger>=clip-length is pure turn-taking. Sweeping it shows whether turn-taking stays flat (gate collapsing idle taps to ~1x load, as designed) and locates where real overlap starts to break — distinguishing "overlap is the killer, needs arbitration" from "the gate isn't closing on idle mics, needs tuning". https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 60 +++++++++++++++++++++++++++++++++++---------- 1 file changed, 47 insertions(+), 13 deletions(-) diff --git a/tools/bench_live.py b/tools/bench_live.py index 0483535f..b2c43e90 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -352,6 +352,7 @@ async def run_concurrency_sweep( cfg: LiveConfig, *, counts: list[int], + stagger_s: float, use_mlx: bool, speed: float, warmup_s: float, @@ -363,10 +364,17 @@ async def run_concurrency_sweep( This is the multi-speaker reproduction: production gives every active `/tap` its own relay into the single shared whisperlivekit-server (one - model, one GPU), so simultaneous talkers contend for one decoder. We - feed N copies of the fixture at once (full overlap — the worst case) - and watch per-stream lag. One channel is reused across all N values so - the model loads once; connections are independent per run.""" + model, one GPU), so simultaneous talkers contend for one decoder. One + channel is reused across all N values so the model loads once; + connections are independent per run. + + `stagger_s` controls how much the streams' SPEECH overlaps, which is + the variable that actually matters: each stream is offset by + `stagger_s * index` using leading/trailing silence (which the gate + drops). stagger=0 is full overlap (every gate open at once — the case + the gate can't help); stagger >= clip length is pure turn-taking (gates + open one at a time — what the gate is designed to collapse to ~1× + load). Sweeping stagger between those finds where real overlap breaks.""" reference = _read_reference(wav) channel = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) ok, msg = channel.start() @@ -382,15 +390,27 @@ async def run_concurrency_sweep( return [] host, port = channel.config.host, channel.config.port frames = frame_pcm(read_wav_as_pcm_bytes(wav)) + silence = b"\x00" * FRAME_BYTES + lead_frames = int(round(stagger_s / FRAME_INTERVAL_S)) for n in counts: + total_pad = lead_frames * (n - 1) + # Offset each stream's speech by stagger_s via leading/trailing + # silence so all streams stay the same length and run + # concurrently; only the speech offset differs. The gate drops + # the silence, so this changes how much real overlap WlK sees + # without changing what each stream transcribes. + stream_frames = [ + [silence] * (lead_frames * i) + frames + [silence] * (total_pad - lead_frames * i) + for i in range(n) + ] t0 = time.perf_counter() outs = await asyncio.gather( *( _drive_one_stream( - host=host, port=port, cfg=cfg, frames=frames, speed=speed, warmup_s=warmup_s, t0=t0 + host=host, port=port, cfg=cfg, frames=fr, speed=speed, warmup_s=warmup_s, t0=t0 ) - for _ in range(n) + for fr in stream_frames ) ) errored = sum(1 for m, _, _ in outs if "error" in m) @@ -627,8 +647,9 @@ def write_results_json(results: list[RunResult], *, use_mlx: bool, speed: float) return path -def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig) -> None: - print(f"concurrency stress — fixture={wav.stem} model={cfg.model} gate={cfg.gate_kind}") +def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig, stagger_s: float) -> None: + overlap = "full overlap" if stagger_s == 0 else f"speech staggered {stagger_s:g}s/stream" + print(f"concurrency stress — fixture={wav.stem} model={cfg.model} gate={cfg.gate_kind} ({overlap})") cols = [ ("streams", 8, lambda r: r.get("streams")), ("lagμ", 7, lambda r: r.get("lag_mean_s")), @@ -645,10 +666,13 @@ def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig) -> print(" ".join(_fmt(get(r), w) for _name, w, get in cols)) print("=" * len(header)) print( - "N copies of the fixture fed at once (full overlap) into one WlK server. " - "lagμ/lagX climbing with N = the single shared model serializing inference;" + "N concurrent streams into one WlK server. lagμ/lagX climbing with N = the single shared " + "model serializing inference; WERμ rising / errored>0 = streams starved past WlK's" + ) + print( + "buffer-trim window (dropped speech). Compare stagger=0 (full overlap) vs a large stagger " + "(turn-taking): if turn-taking stays flat, the gate is doing its job and overlap is the killer." ) - print("WERμ rising / errored>0 with N = streams starved past WlK's buffer-trim window (dropped speech).") def print_detailed(result: RunResult) -> None: @@ -870,6 +894,15 @@ def main() -> None: "server (e.g. '1,2,3,4') and report how lag/WER degrade with load. Uses --wav (default: " "armstrong-en).", ) + p.add_argument( + "--stagger", + type=float, + default=0.0, + metavar="SECONDS", + help="With --concurrency: offset each stream's speech by this many seconds (via silence the " + "gate drops). 0 = full overlap (gate's blind spot); >= clip length = pure turn-taking (gate " + "collapses to ~1x load). Sweep it to find where real overlap breaks.", + ) p.add_argument("--fixture-dir", default=str(DEFAULT_FIXTURE_DIR), help="Fixture directory for --sweep") p.add_argument( "--model", default="tiny.en", help="WhisperLiveKit model (default: tiny.en, the prod default)" @@ -938,7 +971,7 @@ def main() -> None: cfg = build_base_config(args) print( f"backend: {'mlx-whisper' if use_mlx else 'faster-whisper'} " - f"concurrency {counts} on {wav.stem} config: {_config_summary(cfg)}", + f"concurrency {counts} stagger={args.stagger:g}s on {wav.stem} config: {_config_summary(cfg)}", flush=True, ) rows = asyncio.run( @@ -946,6 +979,7 @@ def main() -> None: wav, cfg, counts=counts, + stagger_s=args.stagger, use_mlx=use_mlx, speed=args.speed, warmup_s=args.warmup_s, @@ -956,7 +990,7 @@ def main() -> None: if not rows: sys.exit(1) print() - print_concurrency_table(rows, wav=wav, cfg=cfg) + print_concurrency_table(rows, wav=wav, cfg=cfg, stagger_s=args.stagger) return if args.sweep: From cbceaf9d1e8b26fdcd6ff2013cbe07ad559281be Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 09:56:42 +0000 Subject: [PATCH 10/20] bench_live: capture WlK in-flight buffer to diagnose empty preview MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The dashboard's per-tap "current best pick" (buffer_transcription) never appears. Traced the whole chain — relay reads the correct wire key (a plain string in WlK's full snapshot), the fan-out forwards it, /api/state serializes it, and active-taps.js renders it with live defaulting on — so the plumbing is sound; the buffer is simply arriving empty. Capture every on_buffer update in _drive_one_stream and report buffer_updates / buffer_nonempty / buffer_sample. A single-fixture run now distinguishes "WlK never emits a non-empty buffer in this config" (gated bursts commit straight to lines / backend-policy) from "it emits transiently and the dashboard's /api/state poll misses it" — which need different fixes. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/tools/bench_live.py b/tools/bench_live.py index b2c43e90..4fa7f0c3 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -224,6 +224,7 @@ async def _drive_one_stream( settled: list[tuple[float, str]] = [] lag_samples: list[float] = [] + buffers: list[str] = [] def on_settled(text: str) -> None: settled.append((time.perf_counter() - t0, text)) @@ -231,6 +232,13 @@ def on_settled(text: str) -> None: async def on_metrics(lag: float) -> None: lag_samples.append(lag) + def on_buffer(text: str) -> None: + # Every in-flight `buffer_transcription` update WlK sends, including + # clears (""). Lets us tell "WlK never emits a buffer in this config" + # (the dashboard's missing in-flight preview) from "it emits it + # transiently and the /api/state poll just misses it". + buffers.append(text) + gate = build_gate_for_config(cfg) relay = WlKRelay( host=host, @@ -238,6 +246,7 @@ async def on_metrics(lag: float) -> None: language=cfg.language, on_settled_line=on_settled, on_metrics=on_metrics, + on_buffer=on_buffer, drain_timeout=3.0, ) if not await relay.connect(): @@ -268,6 +277,7 @@ async def on_metrics(lag: float) -> None: lines = [t for _, t in settled] hypothesis = " ".join(lines) last_settled_wall = settled[-1][0] if settled else last_frame_wall + nonempty_buffers = [b for b in buffers if b.strip()] metrics: dict = { "n_lines": len(lines), "frames_in": len(frames), @@ -276,6 +286,9 @@ async def on_metrics(lag: float) -> None: "lag_mean_s": round(sum(lag_samples) / len(lag_samples), 3) if lag_samples else None, "lag_max_s": round(max(lag_samples), 3) if lag_samples else None, "final_delay_s": round(max(0.0, last_settled_wall - last_frame_wall), 2), + "buffer_updates": len(buffers), + "buffer_nonempty": len(nonempty_buffers), + "buffer_sample": nonempty_buffers[-1] if nonempty_buffers else "", } return metrics, hypothesis, lines From b00be292424f3d0c2c08a924491f223eed1c86d9 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 09:59:25 +0000 Subject: [PATCH 11/20] bench_live: add --confidence-validation toggle buffer_updates=0 on the default config confirmed WlK never emits an in-flight buffer: with confidence_validation on it commits tokens the instant they're confident (the word-by-word settled lines show it), so nothing lingers for the dashboard's "current best pick" preview. Expose --confidence-validation / --no-confidence-validation on the single run so the hypothesis is directly testable: turning it off should switch WlK to LocalAgreement, populate buffer_transcription (buffer_nonempty>0), and likely improve punctuation per WlK's own guidance. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/tools/bench_live.py b/tools/bench_live.py index 4fa7f0c3..f8ae70b4 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -847,6 +847,8 @@ def build_base_config(args) -> LiveConfig: kwargs["buffer_trimming_sec"] = args.buffer_trimming_sec if args.gate_min_speech_ms is not None: kwargs["gate_min_speech_ms"] = args.gate_min_speech_ms + if args.confidence_validation is not None: + kwargs["confidence_validation"] = args.confidence_validation return LiveConfig(**kwargs) @@ -923,6 +925,19 @@ def main() -> None: p.add_argument("--language", default="en", help="Language hint (en, no, auto). Default: en") p.add_argument("--gate-kind", choices=("tapscribe", "backend"), default="tapscribe") p.add_argument("--gate-min-speech-ms", type=int, default=None) + p.add_argument( + "--confidence-validation", + dest="confidence_validation", + action="store_true", + default=None, + help="Force WlK confidence-validation on (commits tokens fast; no in-flight buffer).", + ) + p.add_argument( + "--no-confidence-validation", + dest="confidence_validation", + action="store_false", + help="Turn confidence-validation off (LocalAgreement; populates the in-flight buffer preview).", + ) p.add_argument("--min-chunk-size", type=float, default=None) p.add_argument("--buffer-trimming", choices=("sentence", "segment"), default=None) p.add_argument("--buffer-trimming-sec", type=float, default=None) From 61447ca03f45df3200d1542705539008658e8414 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 10:14:40 +0000 Subject: [PATCH 12/20] live: make WlK backend-policy configurable; expose in bench MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit confidence_validation=False still produced buffer_updates=0, ruling it out. The real driver of the always-empty in-flight buffer is the policy: WlK defaults to simulstreaming (AlignAtt commits tokens as it decodes, keeps no unvalidated buffer), and tapscribe only overrides to localagreement for nb-whisper — so every whisper model runs simulstreaming and buffer_transcription is always "". Add an optional backend_policy field to LiveConfig (emitted to argv only for non-nb models; nb still forces localagreement) and a --backend-policy flag on bench_live so simulstreaming vs localagreement can be A/B'd directly: whether localagreement populates the buffer, and its WER/lag cost, are both empirical questions to settle before changing any default. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tapscribe/live.py | 9 +++++++++ tests/test_live_cmd.py | 9 +++++++++ tools/bench_live.py | 11 +++++++++++ 3 files changed, 29 insertions(+) diff --git a/tapscribe/live.py b/tapscribe/live.py index 233a031a..dd0b6789 100644 --- a/tapscribe/live.py +++ b/tapscribe/live.py @@ -148,6 +148,13 @@ class LiveConfig: # equivalent knob — this filter lives entirely in SpeechGate. gate_min_speech_ms: int = 0 confidence_validation: bool = True + # WlK transcription policy. None = use WlK's default ("simulstreaming", + # AlignAtt — commits tokens as it decodes, keeps no unvalidated buffer, + # so `buffer_transcription` stays empty and the dashboard's in-flight + # preview never shows). "localagreement" holds tokens until they agree + # across chunks, which populates `buffer_transcription`. Only emitted to + # argv for non-nb models; nb-whisper always forces localagreement. + backend_policy: str | None = None # Forwarded to whisperlivekit-server when set — see build_live_cmd. min_chunk_size: float | None = None buffer_trimming: str | None = None # "sentence" | "segment" @@ -220,6 +227,8 @@ def build_live_cmd( cmd.extend(["--model", config.model]) if use_mlx: cmd.extend(["--backend", "mlx-whisper"]) + if config.backend_policy is not None: + cmd.extend(["--backend-policy", config.backend_policy]) if init_prompt: cmd.extend(["--init-prompt", init_prompt]) diff --git a/tests/test_live_cmd.py b/tests/test_live_cmd.py index 2509a097..745bcab4 100644 --- a/tests/test_live_cmd.py +++ b/tests/test_live_cmd.py @@ -247,6 +247,15 @@ def test_nb_whisper_uses_model_path_and_backend_policy_not_model_flag(tmp_path: assert "--backend" not in cmd +def test_backend_policy_emitted_only_when_set(): + base = LiveConfig(model="small.en", language="en", host="h", port=8000) + assert "--backend-policy" not in build_live_cmd(EXE, base, use_mlx=True) + + cfg = LiveConfig(model="small.en", language="en", host="h", port=8000, backend_policy="localagreement") + cmd = build_live_cmd(EXE, cfg, use_mlx=True) + assert cmd[cmd.index("--backend-policy") + 1] == "localagreement" + + def test_nb_whisper_ignores_use_mlx_true_in_argv(tmp_path: Path): """NB-Whisper routing forces faster-whisper regardless of operator MLX preference. The argv reflects that — no --backend mlx-whisper.""" diff --git a/tools/bench_live.py b/tools/bench_live.py index f8ae70b4..aff918e4 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -849,6 +849,8 @@ def build_base_config(args) -> LiveConfig: kwargs["gate_min_speech_ms"] = args.gate_min_speech_ms if args.confidence_validation is not None: kwargs["confidence_validation"] = args.confidence_validation + if args.backend_policy is not None: + kwargs["backend_policy"] = args.backend_policy return LiveConfig(**kwargs) @@ -938,6 +940,15 @@ def main() -> None: action="store_false", help="Turn confidence-validation off (LocalAgreement; populates the in-flight buffer preview).", ) + p.add_argument( + "--backend-policy", + dest="backend_policy", + choices=("simulstreaming", "localagreement"), + default=None, + help="WlK transcription policy. Default (None) = WlK's own default (simulstreaming: commits " + "as it decodes, empty in-flight buffer). 'localagreement' holds tokens until they agree, " + "populating buffer_transcription (the dashboard's in-flight preview).", + ) p.add_argument("--min-chunk-size", type=float, default=None) p.add_argument("--buffer-trimming", choices=("sentence", "segment"), default=None) p.add_argument("--buffer-trimming-sec", type=float, default=None) From c10143bf0e1838a804167e458d2ccabda5805bac Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 12:33:01 +0000 Subject: [PATCH 13/20] bench_live: add per-tap-instance topology + fix silence-inflated lag MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Two changes to make the concurrency numbers trustworthy and test the process-per-tap hypothesis: Lag fix: WlK's remaining_time_transcription is wall_clock minus processed-audio-time, so it grows unbounded while the gate drops silence and we forward nothing (the audio timeline freezes while the clock ticks). That inflated the staggered/turn-taking runs and likely overstated the "turn-taking is worse than overlap" result. Only count a lag sample when a real frame was forwarded within ACTIVE_LAG_WINDOW_S, so dropped silence no longer masquerades as decode backlog. --per-tap-instance: spawn one WlK server per stream (fresh per N) instead of one shared server with N connections. The turn-taking collapse happened while the GPU was mostly idle (one speaker at a time), which points at per-connection process overhead rather than GPU compute — if this topology stays flat where the shared server collapses, that's confirmed and process-per-tap is a real fix. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 249 +++++++++++++++++++++++++++++++++----------- 1 file changed, 188 insertions(+), 61 deletions(-) diff --git a/tools/bench_live.py b/tools/bench_live.py index aff918e4..8880a68a 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -76,6 +76,13 @@ FRAME_MS = 20 FRAME_INTERVAL_S = FRAME_MS / 1000.0 # 0.02 s — one 20 ms frame at 1x +# WlK's `remaining_time_transcription` is wall_clock - processed_audio_time, +# so it keeps growing while we send nothing (the gate drops silence and the +# audio timeline freezes while the clock ticks) — that's not decode lag, just +# elapsed silence. Only count a lag sample if we forwarded a frame within this +# window, so dropped silence can't masquerade as backlog. +ACTIVE_LAG_WINDOW_S = 1.5 + # --------------------------------------------------------------------------- # WAV → frames (wire-format only, mirrors tests/e2e/harness.py) @@ -225,12 +232,19 @@ async def _drive_one_stream( settled: list[tuple[float, str]] = [] lag_samples: list[float] = [] buffers: list[str] = [] + # perf_counter of the last REAL frame forwarded (warmup silence excluded). + # 1-element list so the on_metrics closure can read the latest value. + last_send = [float("-inf")] def on_settled(text: str) -> None: settled.append((time.perf_counter() - t0, text)) async def on_metrics(lag: float) -> None: - lag_samples.append(lag) + # Ignore lag readings that land while we're not actively sending — + # see ACTIVE_LAG_WINDOW_S. Otherwise trailing/inter-utterance silence + # inflates the number even though there's no real decode backlog. + if time.perf_counter() - last_send[0] <= ACTIVE_LAG_WINDOW_S: + lag_samples.append(lag) def on_buffer(text: str) -> None: # Every in-flight `buffer_transcription` update WlK sends, including @@ -269,6 +283,7 @@ def on_buffer(text: str) -> None: if not await relay.send(f): break frames_forwarded += 1 + last_send[0] = time.perf_counter() await asyncio.sleep(frame_interval) last_frame_wall = time.perf_counter() - t0 @@ -285,6 +300,7 @@ def on_buffer(text: str) -> None: "gate_forward_pct": round(100.0 * frames_forwarded / max(1, len(frames)), 1), "lag_mean_s": round(sum(lag_samples) / len(lag_samples), 3) if lag_samples else None, "lag_max_s": round(max(lag_samples), 3) if lag_samples else None, + "lag_samples": len(lag_samples), "final_delay_s": round(max(0.0, last_settled_wall - last_frame_wall), 2), "buffer_updates": len(buffers), "buffer_nonempty": len(nonempty_buffers), @@ -360,35 +376,96 @@ async def run_one( channel.stop() +def _build_stream_frames(frames: list[bytes], n: int, lead_frames: int) -> list[list[bytes]]: + """N per-stream frame lists, each offset by `lead_frames * index` via + leading/trailing silence so all streams stay the same length and run + concurrently; only the speech offset differs. The gate drops the silence, + so this changes how much real overlap WlK sees without changing what each + stream transcribes.""" + silence = b"\x00" * FRAME_BYTES + total_pad = lead_frames * (n - 1) + return [ + [silence] * (lead_frames * i) + frames + [silence] * (total_pad - lead_frames * i) for i in range(n) + ] + + +def _aggregate_streams(outs: list[tuple[dict, str, list]], n: int, reference: str) -> dict: + errored = sum(1 for m, _, _ in outs if "error" in m) + lag_means = [m["lag_mean_s"] for m, _, _ in outs if m.get("lag_mean_s") is not None] + lag_maxes = [m["lag_max_s"] for m, _, _ in outs if m.get("lag_max_s") is not None] + fin = [m["final_delay_s"] for m, _, _ in outs if "final_delay_s" in m] + wers: list[float] = [] + for _m, hyp, _l in outs: + try: + wers.append(score_text(reference, hyp).wer) + except Exception: # empty/failed stream — exclude from the WER mean, count via errored + pass + return { + "streams": n, + "errored": errored, + "lag_mean_s": round(sum(lag_means) / len(lag_means), 2) if lag_means else None, + "lag_max_s": round(max(lag_maxes), 2) if lag_maxes else None, + "wer_mean": round(sum(wers) / len(wers), 2) if wers else None, + "fin_delay_max_s": round(max(fin), 2) if fin else None, + } + + +def _print_concurrency_row(row: dict) -> None: + print( + f" streams={row['streams']}: lagμ={row['lag_mean_s']} lagX={row['lag_max_s']} " + f"WERμ={row['wer_mean']} finΔX={row['fin_delay_max_s']} errored={row['errored']}", + flush=True, + ) + + async def run_concurrency_sweep( wav: Path, cfg: LiveConfig, *, counts: list[int], stagger_s: float, + per_tap_instance: bool, use_mlx: bool, speed: float, warmup_s: float, ready_timeout: float, verbose: bool, ) -> list[dict]: - """Stress ONE WlK server with N concurrent gated streams of `wav` and - report how lag / WER degrade as N grows. - - This is the multi-speaker reproduction: production gives every active - `/tap` its own relay into the single shared whisperlivekit-server (one - model, one GPU), so simultaneous talkers contend for one decoder. One - channel is reused across all N values so the model loads once; - connections are independent per run. - - `stagger_s` controls how much the streams' SPEECH overlaps, which is - the variable that actually matters: each stream is offset by - `stagger_s * index` using leading/trailing silence (which the gate - drops). stagger=0 is full overlap (every gate open at once — the case - the gate can't help); stagger >= clip length is pure turn-taking (gates - open one at a time — what the gate is designed to collapse to ~1× - load). Sweeping stagger between those finds where real overlap breaks.""" + """Stress WlK with N concurrent gated streams of `wav` and report how + lag / WER degrade as N grows — the multi-speaker reproduction. + + Two topologies: + * default — ONE WlK server, N connections (production today: every + active `/tap` relays into one shared whisperlivekit-server). The + server loads once and is reused across all N. + * `per_tap_instance` — N WlK servers, ONE connection each (the + "process per tap" hypothesis). If the bottleneck is per-connection + overhead inside one shared process rather than raw GPU compute, + this stays flat where the shared server collapses. Costs N× model + memory and N× load time; servers are spawned fresh per N value. + + `stagger_s` controls how much the streams' SPEECH overlaps (the variable + that actually matters): each stream is offset by `stagger_s * index` via + silence the gate drops. stagger=0 is full overlap; stagger >= clip length + is pure turn-taking.""" reference = _read_reference(wav) + frames = frame_pcm(read_wav_as_pcm_bytes(wav)) + lead_frames = int(round(stagger_s / FRAME_INTERVAL_S)) + + if per_tap_instance: + return await _run_per_tap_instance_sweep( + cfg, + counts=counts, + frames=frames, + lead_frames=lead_frames, + reference=reference, + use_mlx=use_mlx, + speed=speed, + warmup_s=warmup_s, + ready_timeout=ready_timeout, + verbose=verbose, + ) + channel = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) ok, msg = channel.start() if not ok: @@ -402,21 +479,9 @@ async def run_concurrency_sweep( print(f"whisperlivekit-server not ready: {err}", file=sys.stderr) return [] host, port = channel.config.host, channel.config.port - frames = frame_pcm(read_wav_as_pcm_bytes(wav)) - silence = b"\x00" * FRAME_BYTES - lead_frames = int(round(stagger_s / FRAME_INTERVAL_S)) for n in counts: - total_pad = lead_frames * (n - 1) - # Offset each stream's speech by stagger_s via leading/trailing - # silence so all streams stay the same length and run - # concurrently; only the speech offset differs. The gate drops - # the silence, so this changes how much real overlap WlK sees - # without changing what each stream transcribes. - stream_frames = [ - [silence] * (lead_frames * i) + frames + [silence] * (total_pad - lead_frames * i) - for i in range(n) - ] + stream_frames = _build_stream_frames(frames, n, lead_frames) t0 = time.perf_counter() outs = await asyncio.gather( *( @@ -426,36 +491,80 @@ async def run_concurrency_sweep( for fr in stream_frames ) ) - errored = sum(1 for m, _, _ in outs if "error" in m) - lag_means = [m["lag_mean_s"] for m, _, _ in outs if m.get("lag_mean_s") is not None] - lag_maxes = [m["lag_max_s"] for m, _, _ in outs if m.get("lag_max_s") is not None] - fin = [m["final_delay_s"] for m, _, _ in outs if "final_delay_s" in m] - wers: list[float] = [] - for _m, hyp, _l in outs: - try: - wers.append(score_text(reference, hyp).wer) - except Exception: # empty/failed stream — exclude from the WER mean, count via errored - pass - row = { - "streams": n, - "errored": errored, - "lag_mean_s": round(sum(lag_means) / len(lag_means), 2) if lag_means else None, - "lag_max_s": round(max(lag_maxes), 2) if lag_maxes else None, - "wer_mean": round(sum(wers) / len(wers), 2) if wers else None, - "fin_delay_max_s": round(max(fin), 2) if fin else None, - } + row = _aggregate_streams(outs, n, reference) rows.append(row) if verbose: - print( - f" streams={n}: lagμ={row['lag_mean_s']} lagX={row['lag_max_s']} " - f"WERμ={row['wer_mean']} finΔX={row['fin_delay_max_s']} errored={errored}", - flush=True, - ) + _print_concurrency_row(row) finally: channel.stop() return rows +async def _run_per_tap_instance_sweep( + cfg: LiveConfig, + *, + counts: list[int], + frames: list[bytes], + lead_frames: int, + reference: str, + use_mlx: bool, + speed: float, + warmup_s: float, + ready_timeout: float, + verbose: bool, +) -> list[dict]: + """One WlK server per stream (process-per-tap). Servers are spawned + fresh for each N so a higher count can't inherit residual state, and + they all share the one GPU — so flat lag here vs. the shared-server + collapse means the bottleneck was per-connection process overhead.""" + rows: list[dict] = [] + for n in counts: + channels: list[WhisperLiveKitChannel] = [] + try: + for _ in range(n): + ch = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) + ok, msg = ch.start() + if not ok: + print(f"start failed (streams={n}): {msg}", file=sys.stderr) + break + channels.append(ch) + if len(channels) != n: + continue + ready_err = None + for ch in channels: + ready_err = await _wait_until_ready(ch, timeout=ready_timeout) + if ready_err is not None: + break + if ready_err is not None: + print(f"server not ready (streams={n}): {ready_err}", file=sys.stderr) + continue + + stream_frames = _build_stream_frames(frames, n, lead_frames) + t0 = time.perf_counter() + outs = await asyncio.gather( + *( + _drive_one_stream( + host=ch.config.host, + port=ch.config.port, + cfg=cfg, + frames=fr, + speed=speed, + warmup_s=warmup_s, + t0=t0, + ) + for ch, fr in zip(channels, stream_frames, strict=True) + ) + ) + row = _aggregate_streams(outs, n, reference) + rows.append(row) + if verbose: + _print_concurrency_row(row) + finally: + for ch in channels: + ch.stop() + return rows + + # --------------------------------------------------------------------------- # Config / fixtures helpers # --------------------------------------------------------------------------- @@ -660,9 +769,14 @@ def write_results_json(results: list[RunResult], *, use_mlx: bool, speed: float) return path -def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig, stagger_s: float) -> None: +def print_concurrency_table( + rows: list[dict], *, wav: Path, cfg: LiveConfig, stagger_s: float, per_tap_instance: bool = False +) -> None: overlap = "full overlap" if stagger_s == 0 else f"speech staggered {stagger_s:g}s/stream" - print(f"concurrency stress — fixture={wav.stem} model={cfg.model} gate={cfg.gate_kind} ({overlap})") + topo = "1 server per tap" if per_tap_instance else "1 shared server" + print( + f"concurrency stress — fixture={wav.stem} model={cfg.model} gate={cfg.gate_kind} ({overlap}, {topo})" + ) cols = [ ("streams", 8, lambda r: r.get("streams")), ("lagμ", 7, lambda r: r.get("lag_mean_s")), @@ -679,12 +793,12 @@ def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig, sta print(" ".join(_fmt(get(r), w) for _name, w, get in cols)) print("=" * len(header)) print( - "N concurrent streams into one WlK server. lagμ/lagX climbing with N = the single shared " - "model serializing inference; WERμ rising / errored>0 = streams starved past WlK's" + "lag counted only while actively sending (dropped silence no longer inflates it). " + "lagμ/lagX climbing with N = decode contention; WERμ rising / errored>0 = dropped speech." ) print( - "buffer-trim window (dropped speech). Compare stagger=0 (full overlap) vs a large stagger " - "(turn-taking): if turn-taking stays flat, the gate is doing its job and overlap is the killer." + "Compare topologies: if '1 server per tap' stays flat where '1 shared server' collapses, the " + "bottleneck is per-connection process overhead, not GPU compute." ) @@ -920,6 +1034,14 @@ def main() -> None: "gate drops). 0 = full overlap (gate's blind spot); >= clip length = pure turn-taking (gate " "collapses to ~1x load). Sweep it to find where real overlap breaks.", ) + p.add_argument( + "--per-tap-instance", + dest="per_tap_instance", + action="store_true", + help="With --concurrency: spawn one WlK server PER stream (process-per-tap) instead of one " + "shared server with N connections. Tests whether the collapse is per-connection process " + "overhead (flat here) vs raw GPU compute (still collapses). Costs Nx model memory.", + ) p.add_argument("--fixture-dir", default=str(DEFAULT_FIXTURE_DIR), help="Fixture directory for --sweep") p.add_argument( "--model", default="tiny.en", help="WhisperLiveKit model (default: tiny.en, the prod default)" @@ -1008,9 +1130,11 @@ def main() -> None: print(f"ERROR: {wav} not found", file=sys.stderr) sys.exit(1) cfg = build_base_config(args) + topo = "one-server-per-tap" if args.per_tap_instance else "one shared server" print( f"backend: {'mlx-whisper' if use_mlx else 'faster-whisper'} " - f"concurrency {counts} stagger={args.stagger:g}s on {wav.stem} config: {_config_summary(cfg)}", + f"concurrency {counts} stagger={args.stagger:g}s topology={topo} on {wav.stem} " + f"config: {_config_summary(cfg)}", flush=True, ) rows = asyncio.run( @@ -1019,6 +1143,7 @@ def main() -> None: cfg, counts=counts, stagger_s=args.stagger, + per_tap_instance=args.per_tap_instance, use_mlx=use_mlx, speed=args.speed, warmup_s=args.warmup_s, @@ -1029,7 +1154,9 @@ def main() -> None: if not rows: sys.exit(1) print() - print_concurrency_table(rows, wav=wav, cfg=cfg, stagger_s=args.stagger) + print_concurrency_table( + rows, wav=wav, cfg=cfg, stagger_s=args.stagger, per_tap_instance=args.per_tap_instance + ) return if args.sweep: From 2091859de6158ded9a6f5e927c7bed316727c6cf Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 12:52:14 +0000 Subject: [PATCH 14/20] tap_fan_out: suppress per-tap lag while the gate is closed WlK keeps emitting remaining_time_transcription after we stop feeding it; that value is wall_clock - last_processed_audio, so it climbs purely from elapsed silence the gate drops, painting a phantom growing backlog for a tap whose speaker went quiet. Only forward lag while the gate is open (genuine), clear it the instant the gate closes, and leave backend-gate mode (continuous feed) untouched. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tapscribe/tap_fan_out.py | 20 ++++++++++++- tests/test_tap_fan_out.py | 60 +++++++++++++++++++++++++++++++++++++++ 2 files changed, 79 insertions(+), 1 deletion(-) diff --git a/tapscribe/tap_fan_out.py b/tapscribe/tap_fan_out.py index c3760e2a..2b560524 100644 --- a/tapscribe/tap_fan_out.py +++ b/tapscribe/tap_fan_out.py @@ -149,6 +149,12 @@ async def write_frame(self, buf: bytes) -> None: if current_open != self._gate_open_last: self._gate_open_last = current_open await self._recorder.streams.update_gate_open(self._conn_id, current_open) + if not current_open: + # Tap just went idle — drop any stale lag immediately so + # the dashboard stops showing a backlog for a speaker who + # stopped talking, rather than waiting for _on_metrics to + # next fire (and it now suppresses while closed anyway). + await self._recorder.streams.update_lag(self._conn_id, None) else: frames_to_send = (buf,) @@ -277,7 +283,19 @@ async def _open(self) -> None: async def _on_metrics(self, lag_s: float) -> None: """Push the relay's latest reported lag to this tap's row so the - dashboard can render a per-tap backlog indicator.""" + dashboard can render a per-tap backlog indicator. + + Suppressed while the TapScribe gate is closed: WlK keeps emitting + `remaining_time_transcription` even after we stop feeding it, but + that value is `wall_clock - last_processed_audio` — it climbs purely + because time passes during the silence we're gating out, not because + there's a real decode backlog. Reporting it would show a phantom, + ever-growing lag for a tap whose speaker has gone quiet. When the + gate is open (actively forwarding, hangover included) the number is + genuine. Backend-gate mode (`self._gate is None`) feeds WlK + continuously, so its lag stays meaningful and is always forwarded.""" + if self._gate is not None and not self._gate.is_open: + return await self._recorder.streams.update_lag(self._conn_id, lag_s) def _on_buffer(self, text: str) -> None: diff --git a/tests/test_tap_fan_out.py b/tests/test_tap_fan_out.py index fb1c31c4..f0195f80 100644 --- a/tests/test_tap_fan_out.py +++ b/tests/test_tap_fan_out.py @@ -843,6 +843,66 @@ def analyze(chunk): assert snap[0].gate_open is False +async def test_lag_only_reported_while_gate_open( + recorder_with_relay: Recorder, + monkeypatch: pytest.MonkeyPatch, +): + """A per-tap lag must only show while the gate is open. WlK's + `remaining_time_transcription` is wall_clock - last_processed_audio, so + it climbs during the silence we gate out even though no audio is in + flight — reporting that would paint a phantom, ever-growing backlog for + a speaker who has gone quiet. So: lag is surfaced while the gate is + open, cleared the instant it closes, and suppressed afterwards.""" + from dataclasses import replace as dc_replace + + from tapscribe.speech_gate import SpeechGate + + recorder_with_relay.live.config = dc_replace( + recorder_with_relay.live.config, gate_kind="tapscribe", gate_pre_roll_ms=0 + ) + + # VAD queue: open on call #1, hold, then close on call #3 (same shape as + # test_gate_open_state_propagates_to_active_stream). + def _open_then_close(*args, **kwargs): + events = [{"start": 0}, None, {"end": 0}] + + def analyze(chunk): + return events.pop(0) if events else None + + return SpeechGate(vad=analyze, pre_roll_ms=0) + + monkeypatch.setattr("tapscribe.tap_fan_out.build_gate_for_config", _open_then_close) + + async def _lag(): + snap = await recorder_with_relay.streams.snapshot() + return snap[0].lag_s + + async with await TapFanOut.open( + recorder_with_relay, + identity="alice", + name="Alice", + utterance_id="utt-lag-gate", + do_record=True, + do_live=True, + ) as fan_out: + # Frames 1-2 open the gate; a metric arriving while open is genuine. + await fan_out.write_frame(PCM_FRAME) + await fan_out.write_frame(PCM_FRAME) + await fan_out._on_metrics(2.0) + assert await _lag() is not None + + # Frames 3-5 drive the gate closed → stale lag cleared immediately. + await fan_out.write_frame(PCM_FRAME) + await fan_out.write_frame(PCM_FRAME) + await fan_out.write_frame(PCM_FRAME) + assert await _lag() is None + + # WlK keeps reporting a climbing remaining_time through the silence; + # it must stay suppressed, not resurface as phantom backlog. + await fan_out._on_metrics(99.0) + assert await _lag() is None + + async def test_level_meter_reads_zero_while_gate_is_closed_even_on_loud_input( recorder_with_relay: Recorder, monkeypatch: pytest.MonkeyPatch, From 223bbc247ab06e7375c6b765e6c9418968217803 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 13:24:50 +0000 Subject: [PATCH 15/20] bench_live: drive the production fan-out instead of a parallel path The bench hand-rolled its own gate + WlKRelay + lag sampling in _drive_one_stream, so it never exercised the real TapFanOut/Recorder and its lag accounting drifted from production (the silence-window hack didn't even match the gate-closed suppression in tap_fan_out). A benchmark that doesn't use the production paths can't be trusted. Rewrite _drive_one_stream to open a real TapFanOut against a throwaway Recorder and feed it frames exactly as the /tap WS does: the SpeechGate, WlKRelay, per-tap lag (gate-closed suppression included), in-flight buffer, and settled captions now all come from production code. lag/gate_open/ buffer are sampled from recorder.streams (the /api/state source); settled lines are read from recorder.transcripts, filtered per stream identity. Drop the dead silence-window lag hack and the per-stream silence warmup (non-production: the gate drops it anyway). Remove --per-tap-instance: it was non-production and the data showed it identical to the shared server, confirming the turn-taking "collapse" was a metric artifact, not a bottleneck. Add a fake-WlK smoke test pinning the shared code path. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tests/e2e/test_live_quality.py | 1 - tests/test_tap_fan_out.py | 29 +++ tools/bench_live.py | 369 ++++++++++++--------------------- 3 files changed, 159 insertions(+), 240 deletions(-) diff --git a/tests/e2e/test_live_quality.py b/tests/e2e/test_live_quality.py index fea12d74..946d986f 100644 --- a/tests/e2e/test_live_quality.py +++ b/tests/e2e/test_live_quality.py @@ -60,7 +60,6 @@ async def test_live_path_meets_wer_threshold(): cfg, use_mlx=False, speed=1.0, - warmup_s=0.5, ready_timeout=300.0, verbose=False, ) diff --git a/tests/test_tap_fan_out.py b/tests/test_tap_fan_out.py index f0195f80..45cf5534 100644 --- a/tests/test_tap_fan_out.py +++ b/tests/test_tap_fan_out.py @@ -903,6 +903,35 @@ async def _lag(): assert await _lag() is None +async def test_bench_drive_one_stream_uses_production_fan_out( + recorder_with_relay: Recorder, + fake_wlk: FakeWlkThread, +): + """tools/bench_live._drive_one_stream must run through the production + TapFanOut/Recorder path — not a parallel reimplementation. Drive it + against the fake WlK (no model needed) and confirm it opens a real tap, + feeds frames, samples per-tap state, reads settled lines back from + recorder.transcripts, and tears the tap down. Guards the contract that + the benchmark and production share one code path.""" + from tools.bench_live import _drive_one_stream + + frames = [PCM_FRAME] * 20 + metrics, hypothesis, lines = await _drive_one_stream( + recorder_with_relay, identity="alice", name="Alice", frames=frames, speed=8.0 + ) + + # Production-shaped results, read from the real recorder sinks. + assert isinstance(lines, list) + assert isinstance(hypothesis, str) + assert metrics["frames_in"] == len(frames) + for key in ("lag_mean_s", "lag_max_s", "gate_open_pct", "final_delay_s", "buffer_nonempty"): + assert key in metrics, f"missing production metric {key!r}" + # Frames reached the WlK relay (production path, not a side channel). + assert sum(len(c) for c in fake_wlk.received) >= len(PCM_FRAME) + # The tap was registered and then torn down via TapFanOut._close. + assert await recorder_with_relay.streams.snapshot() == [] + + async def test_level_meter_reads_zero_while_gate_is_closed_even_on_loud_input( recorder_with_relay: Recorder, monkeypatch: pytest.MonkeyPatch, diff --git a/tools/bench_live.py b/tools/bench_live.py index 8880a68a..6e5e842a 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -4,13 +4,15 @@ Unlike `tools/bench_backends.py` (single-shot BATCH transcription), this drives the exact production live pipeline a Bridge would hit: - WAV → 20 ms PCM frames → SpeechGate (Silero VAD, the TapScribe gate) - → WlKRelay → whisperlivekit-server subprocess → settled lines - -It reuses the production objects verbatim — `WhisperLiveKitChannel`, -`build_gate_for_config`, `WlKRelay` — so the audio gets segmented and -decoded by the same code that runs live, and the captions it captures -are what the dashboard would have shown. Then it scores those captions + WAV → 20 ms PCM frames → TapFanOut (SpeechGate + WlKRelay) → Recorder + → whisperlivekit-server subprocess → ActiveStreams / LiveTranscripts + +It drives the production path verbatim — a real `Recorder` and +`TapFanOut.write_frame`, exactly as the /tap WebSocket endpoint does — so +the gate decisions, the per-tap lag, the in-flight buffer, and the settled +captions all come from the same code that runs live (read back from +`recorder.streams` / `recorder.transcripts`, the dashboard's own sources). +There is no parallel reimplementation to drift out of sync. It scores those captions against a reference transcript with a BROAD metric set (WER/CER plus the substitution/deletion/insertion breakdown, latency, and gate pass-through) so the numbers themselves reveal what to tune rather than @@ -53,7 +55,9 @@ import json import re import sys +import tempfile import time +import uuid import wave from dataclasses import asdict, dataclass, field, replace from datetime import UTC, datetime @@ -67,8 +71,9 @@ sys.path.insert(0, str(REPO_ROOT)) from tapscribe.live import LiveConfig, WhisperLiveKitChannel # noqa: E402 -from tapscribe.live_relay import WlKRelay # noqa: E402 +from tapscribe.recorder import Recorder # noqa: E402 from tapscribe.speech_gate import FRAME_BYTES, SAMPLE_RATE, build_gate_for_config # noqa: E402 +from tapscribe.tap_fan_out import TapFanOut # noqa: E402 DEFAULT_FIXTURE_DIR = REPO_ROOT / "tests" / "fixtures" / "audio" RESULTS_DIR = REPO_ROOT / "bench-results" @@ -76,12 +81,10 @@ FRAME_MS = 20 FRAME_INTERVAL_S = FRAME_MS / 1000.0 # 0.02 s — one 20 ms frame at 1x -# WlK's `remaining_time_transcription` is wall_clock - processed_audio_time, -# so it keeps growing while we send nothing (the gate drops silence and the -# audio timeline freezes while the clock ticks) — that's not decode lag, just -# elapsed silence. Only count a lag sample if we forwarded a frame within this -# window, so dropped silence can't masquerade as backlog. -ACTIVE_LAG_WINDOW_S = 1.5 +# How often (in frames) to sample the recorder's per-tap state while feeding, +# matching the dashboard's poll-based view of lag / gate_open / buffer rather +# than tapping the relay callbacks directly. +STATE_SAMPLE_EVERY = 5 # --------------------------------------------------------------------------- @@ -208,103 +211,96 @@ async def _wait_until_ready(channel: WhisperLiveKitChannel, *, timeout: float) - return f"whisperlivekit-server not ready within {timeout:.0f}s (model load/download too slow?)" +def _build_bench_recorder(cfg: LiveConfig, use_mlx: bool) -> Recorder: + """A throwaway production Recorder (temp dirs) wired to a real + WhisperLiveKitChannel from `cfg`. The bench drives this exactly like + the /tap endpoint does, so it exercises the live path verbatim.""" + tmp = Path(tempfile.mkdtemp(prefix="bench-live-")) + (tmp / "recordings").mkdir() + (tmp / "config").mkdir() + return Recorder( + recordings_dir=tmp / "recordings", + config_dir=tmp / "config", + live_config=cfg, + use_mlx=use_mlx, + auth_password_file=tmp / ".auth-password", + ) + + async def _drive_one_stream( + recorder: Recorder, *, - host: str, - port: int, - cfg: LiveConfig, + identity: str, + name: str, frames: list[bytes], speed: float, - warmup_s: float, - t0: float | None = None, ) -> tuple[dict, str, list[str]]: - """Drive ONE gated stream into an already-running WlK channel and - return (per-stream metrics, hypothesis, settled lines). - - Owns only its own relay + gate, not the channel — so the single-stream - `run_one` and the N-stream concurrency mode share one feed loop. Pass a - shared `t0` when several streams run concurrently so their lag/finalize - timings are measured against the same wall clock.""" + """Drive ONE gated stream through the PRODUCTION fan-out and return + (per-stream metrics, hypothesis, settled lines). + + Opens a real `TapFanOut` against `recorder` and feeds it 20 ms frames + exactly as the /tap WS would, so the SpeechGate, the WlKRelay, the + per-tap `lag_s` (with its gate-closed suppression), the in-flight + `buffer_transcription`, and the settled captions are all produced by + the production code — no parallel reimplementation to drift out of + sync. lag / gate_open / buffer are sampled from `recorder.streams` + (the same snapshot `/api/state` serves); settled lines are read back + from `recorder.transcripts`, filtered to this stream's identity.""" frame_interval = FRAME_INTERVAL_S / max(speed, 0.01) - if t0 is None: - t0 = time.perf_counter() - settled: list[tuple[float, str]] = [] + utterance_id = f"bench-{identity}-{uuid.uuid4().hex[:8]}" + fan = await TapFanOut.open( + recorder, + identity=identity, + name=name, + utterance_id=utterance_id, + do_record=False, + do_live=True, + ) + conn_id = fan._conn_id + lag_samples: list[float] = [] buffers: list[str] = [] - # perf_counter of the last REAL frame forwarded (warmup silence excluded). - # 1-element list so the on_metrics closure can read the latest value. - last_send = [float("-inf")] - - def on_settled(text: str) -> None: - settled.append((time.perf_counter() - t0, text)) - - async def on_metrics(lag: float) -> None: - # Ignore lag readings that land while we're not actively sending — - # see ACTIVE_LAG_WINDOW_S. Otherwise trailing/inter-utterance silence - # inflates the number even though there's no real decode backlog. - if time.perf_counter() - last_send[0] <= ACTIVE_LAG_WINDOW_S: - lag_samples.append(lag) - - def on_buffer(text: str) -> None: - # Every in-flight `buffer_transcription` update WlK sends, including - # clears (""). Lets us tell "WlK never emits a buffer in this config" - # (the dashboard's missing in-flight preview) from "it emits it - # transiently and the /api/state poll just misses it". - buffers.append(text) + gate_open_hits = 0 + samples = 0 - gate = build_gate_for_config(cfg) - relay = WlKRelay( - host=host, - port=port, - language=cfg.language, - on_settled_line=on_settled, - on_metrics=on_metrics, - on_buffer=on_buffer, - drain_timeout=3.0, - ) - if not await relay.connect(): - return {"error": "WlK relay connect failed"}, "", [] - - # Warm-up: feed silence so a still-loading ASR worker is ready before - # the first real utterance, and so the first words aren't clipped by - # model warm-up. Silence passes through the gate as non-speech (or - # straight through when gate_kind=backend). - if warmup_s > 0: - silence = b"\x00" * FRAME_BYTES - for _ in range(int(warmup_s / FRAME_INTERVAL_S)): - await relay.send(silence) - await asyncio.sleep(frame_interval) - - frames_forwarded = 0 - for frame in frames: - out = gate.feed(frame) if gate is not None else [frame] - for f in out: - if not await relay.send(f): - break - frames_forwarded += 1 - last_send[0] = time.perf_counter() + async def _sample() -> None: + nonlocal gate_open_hits, samples + for s in await recorder.streams.snapshot(): + if s.conn_id != conn_id: + continue + samples += 1 + if s.gate_open: + gate_open_hits += 1 + if s.lag_s is not None: + lag_samples.append(s.lag_s) + buf = (s.buffer_transcription or "").strip() + if buf: + buffers.append(buf) + break + + for i, frame in enumerate(frames): + await fan.write_frame(frame) + if i % STATE_SAMPLE_EVERY == 0: + await _sample() await asyncio.sleep(frame_interval) - last_frame_wall = time.perf_counter() - t0 + await _sample() + last_frame_wall = time.perf_counter() + await fan._close() + final_delay = time.perf_counter() - last_frame_wall - await relay.close() - - lines = [t for _, t in settled] + lines = [e["text"] for e in recorder.transcripts.snapshot() if e.get("identity") == identity] hypothesis = " ".join(lines) - last_settled_wall = settled[-1][0] if settled else last_frame_wall - nonempty_buffers = [b for b in buffers if b.strip()] metrics: dict = { "n_lines": len(lines), "frames_in": len(frames), - "frames_forwarded": frames_forwarded, - "gate_forward_pct": round(100.0 * frames_forwarded / max(1, len(frames)), 1), + "gate_open_pct": round(100.0 * gate_open_hits / max(1, samples), 1), "lag_mean_s": round(sum(lag_samples) / len(lag_samples), 3) if lag_samples else None, "lag_max_s": round(max(lag_samples), 3) if lag_samples else None, "lag_samples": len(lag_samples), - "final_delay_s": round(max(0.0, last_settled_wall - last_frame_wall), 2), - "buffer_updates": len(buffers), - "buffer_nonempty": len(nonempty_buffers), - "buffer_sample": nonempty_buffers[-1] if nonempty_buffers else "", + "final_delay_s": round(final_delay, 2), + "buffer_nonempty": len(buffers), + "buffer_sample": buffers[-1] if buffers else "", } return metrics, hypothesis, lines @@ -315,17 +311,17 @@ async def run_one( *, use_mlx: bool, speed: float, - warmup_s: float, ready_timeout: float, verbose: bool, ) -> RunResult: - """Drive one WAV through the live path under one LiveConfig and score - the captions. Owns the whisperlivekit-server child for the duration.""" + """Drive one WAV through the production live path under one LiveConfig + and score the captions. Owns the whisperlivekit-server child for the + duration.""" cfg_summary = _config_summary(cfg) reference = _read_reference(wav) - channel = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) - ok, msg = channel.start() + recorder = _build_bench_recorder(cfg, use_mlx) + ok, msg = recorder.live.start() if not ok: return RunResult( fixture=wav.stem, config=cfg_summary, error=f"start failed: {msg}", reference=reference @@ -337,19 +333,16 @@ async def run_one( f" [{wav.stem}] waiting for whisperlivekit-server (model={cfg.model}, mlx={use_mlx})...", flush=True, ) - err = await _wait_until_ready(channel, timeout=ready_timeout) + err = await _wait_until_ready(recorder.live, timeout=ready_timeout) if err is not None: return RunResult(fixture=wav.stem, config=cfg_summary, error=err, reference=reference) - # After start() the channel mutated config.port to the picked - # ephemeral port — connect the relay to the live values. - host, port = channel.config.host, channel.config.port - + recorder.transcripts.clear() frames = frame_pcm(read_wav_as_pcm_bytes(wav)) audio_s = len(frames) * FRAME_INTERVAL_S feed_start = time.perf_counter() smetrics, hypothesis, lines = await _drive_one_stream( - host=host, port=port, cfg=cfg, frames=frames, speed=speed, warmup_s=warmup_s + recorder, identity="bench", name="Bench Speaker", frames=frames, speed=speed ) wall_s = time.perf_counter() - feed_start if "error" in smetrics: @@ -373,7 +366,7 @@ async def run_one( result.metrics["score_error"] = str(e) return result finally: - channel.stop() + recorder.live.stop() def _build_stream_frames(frames: list[bytes], n: int, lead_frames: int) -> list[list[bytes]]: @@ -424,144 +417,62 @@ async def run_concurrency_sweep( *, counts: list[int], stagger_s: float, - per_tap_instance: bool, use_mlx: bool, speed: float, - warmup_s: float, ready_timeout: float, verbose: bool, ) -> list[dict]: - """Stress WlK with N concurrent gated streams of `wav` and report how - lag / WER degrade as N grows — the multi-speaker reproduction. - - Two topologies: - * default — ONE WlK server, N connections (production today: every - active `/tap` relays into one shared whisperlivekit-server). The - server loads once and is reused across all N. - * `per_tap_instance` — N WlK servers, ONE connection each (the - "process per tap" hypothesis). If the bottleneck is per-connection - overhead inside one shared process rather than raw GPU compute, - this stays flat where the shared server collapses. Costs N× model - memory and N× load time; servers are spawned fresh per N value. - - `stagger_s` controls how much the streams' SPEECH overlaps (the variable - that actually matters): each stream is offset by `stagger_s * index` via - silence the gate drops. stagger=0 is full overlap; stagger >= clip length - is pure turn-taking.""" + """Stress the production live path with N concurrent gated /tap streams + of `wav` and report how lag / WER degrade as N grows. + + This is the multi-speaker reproduction, driven exactly as production + runs it: ONE shared `WhisperLiveKitChannel` (loaded once, reused across + all N) with N concurrent `TapFanOut` streams relaying into it — every + active tap contends for the one decoder, same as the real /tap fan-out. + Each stream gets its own identity so its settled captions can be read + back from `recorder.transcripts`. + + `stagger_s` controls how much the streams' SPEECH overlaps: each stream + is offset by `stagger_s * index` via silence the gate drops. stagger=0 + is full overlap; stagger >= clip length is pure turn-taking.""" reference = _read_reference(wav) frames = frame_pcm(read_wav_as_pcm_bytes(wav)) lead_frames = int(round(stagger_s / FRAME_INTERVAL_S)) - if per_tap_instance: - return await _run_per_tap_instance_sweep( - cfg, - counts=counts, - frames=frames, - lead_frames=lead_frames, - reference=reference, - use_mlx=use_mlx, - speed=speed, - warmup_s=warmup_s, - ready_timeout=ready_timeout, - verbose=verbose, - ) - - channel = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) - ok, msg = channel.start() + recorder = _build_bench_recorder(cfg, use_mlx) + ok, msg = recorder.live.start() if not ok: print(f"start failed: {msg}", file=sys.stderr) return [] rows: list[dict] = [] try: - err = await _wait_until_ready(channel, timeout=ready_timeout) + err = await _wait_until_ready(recorder.live, timeout=ready_timeout) if err is not None: print(f"whisperlivekit-server not ready: {err}", file=sys.stderr) return [] - host, port = channel.config.host, channel.config.port for n in counts: + recorder.transcripts.clear() stream_frames = _build_stream_frames(frames, n, lead_frames) - t0 = time.perf_counter() - outs = await asyncio.gather( - *( - _drive_one_stream( - host=host, port=port, cfg=cfg, frames=fr, speed=speed, warmup_s=warmup_s, t0=t0 - ) - for fr in stream_frames - ) - ) - row = _aggregate_streams(outs, n, reference) - rows.append(row) - if verbose: - _print_concurrency_row(row) - finally: - channel.stop() - return rows - - -async def _run_per_tap_instance_sweep( - cfg: LiveConfig, - *, - counts: list[int], - frames: list[bytes], - lead_frames: int, - reference: str, - use_mlx: bool, - speed: float, - warmup_s: float, - ready_timeout: float, - verbose: bool, -) -> list[dict]: - """One WlK server per stream (process-per-tap). Servers are spawned - fresh for each N so a higher count can't inherit residual state, and - they all share the one GPU — so flat lag here vs. the shared-server - collapse means the bottleneck was per-connection process overhead.""" - rows: list[dict] = [] - for n in counts: - channels: list[WhisperLiveKitChannel] = [] - try: - for _ in range(n): - ch = WhisperLiveKitChannel(config=cfg, use_mlx=use_mlx) - ok, msg = ch.start() - if not ok: - print(f"start failed (streams={n}): {msg}", file=sys.stderr) - break - channels.append(ch) - if len(channels) != n: - continue - ready_err = None - for ch in channels: - ready_err = await _wait_until_ready(ch, timeout=ready_timeout) - if ready_err is not None: - break - if ready_err is not None: - print(f"server not ready (streams={n}): {ready_err}", file=sys.stderr) - continue - - stream_frames = _build_stream_frames(frames, n, lead_frames) - t0 = time.perf_counter() outs = await asyncio.gather( *( _drive_one_stream( - host=ch.config.host, - port=ch.config.port, - cfg=cfg, + recorder, + identity=f"spk{i}", + name=f"Speaker {i}", frames=fr, speed=speed, - warmup_s=warmup_s, - t0=t0, ) - for ch, fr in zip(channels, stream_frames, strict=True) + for i, fr in enumerate(stream_frames) ) ) row = _aggregate_streams(outs, n, reference) rows.append(row) if verbose: _print_concurrency_row(row) - finally: - for ch in channels: - ch.stop() + finally: + recorder.live.stop() return rows @@ -717,7 +628,7 @@ def print_table(results: list[RunResult]) -> None: ("lagμ", 6, lambda r: r.metrics.get("lag_mean_s")), ("lagX", 6, lambda r: r.metrics.get("lag_max_s")), ("finΔ", 6, lambda r: r.metrics.get("final_delay_s")), - ("gate%", 6, lambda r: r.metrics.get("gate_forward_pct")), + ("gateOn%", 7, lambda r: r.metrics.get("gate_open_pct")), ("lines", 5, lambda r: r.metrics.get("n_lines")), ] header = " ".join(name.rjust(w) if i else name.ljust(w) for i, (name, w, _) in enumerate(cols)) @@ -769,13 +680,11 @@ def write_results_json(results: list[RunResult], *, use_mlx: bool, speed: float) return path -def print_concurrency_table( - rows: list[dict], *, wav: Path, cfg: LiveConfig, stagger_s: float, per_tap_instance: bool = False -) -> None: +def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig, stagger_s: float) -> None: overlap = "full overlap" if stagger_s == 0 else f"speech staggered {stagger_s:g}s/stream" - topo = "1 server per tap" if per_tap_instance else "1 shared server" print( - f"concurrency stress — fixture={wav.stem} model={cfg.model} gate={cfg.gate_kind} ({overlap}, {topo})" + f"concurrency stress — fixture={wav.stem} model={cfg.model} gate={cfg.gate_kind} " + f"({overlap}, 1 shared server, production fan-out)" ) cols = [ ("streams", 8, lambda r: r.get("streams")), @@ -793,12 +702,12 @@ def print_concurrency_table( print(" ".join(_fmt(get(r), w) for _name, w, get in cols)) print("=" * len(header)) print( - "lag counted only while actively sending (dropped silence no longer inflates it). " - "lagμ/lagX climbing with N = decode contention; WERμ rising / errored>0 = dropped speech." + "lag/WER are read from the production ActiveStreams + LiveTranscripts (same source as the " + "dashboard). lagμ/lagX climbing with N = decode contention; WERμ rising / errored>0 = dropped" ) print( - "Compare topologies: if '1 server per tap' stays flat where '1 shared server' collapses, the " - "bottleneck is per-connection process overhead, not GPU compute." + "speech. NOTE: WlK's remaining_time is wall_clock - processed_audio, so staggered (gated)" + " input inflates lag — compare stagger=0 (continuous) for a clean latency read." ) @@ -987,7 +896,6 @@ async def run_sweep(args, *, use_mlx: bool) -> list[RunResult]: cfg, use_mlx=use_mlx, speed=args.speed, - warmup_s=args.warmup_s, ready_timeout=args.ready_timeout, verbose=args.verbose, ) @@ -1034,14 +942,6 @@ def main() -> None: "gate drops). 0 = full overlap (gate's blind spot); >= clip length = pure turn-taking (gate " "collapses to ~1x load). Sweep it to find where real overlap breaks.", ) - p.add_argument( - "--per-tap-instance", - dest="per_tap_instance", - action="store_true", - help="With --concurrency: spawn one WlK server PER stream (process-per-tap) instead of one " - "shared server with N connections. Tests whether the collapse is per-connection process " - "overhead (flat here) vs raw GPU compute (still collapses). Costs Nx model memory.", - ) p.add_argument("--fixture-dir", default=str(DEFAULT_FIXTURE_DIR), help="Fixture directory for --sweep") p.add_argument( "--model", default="tiny.en", help="WhisperLiveKit model (default: tiny.en, the prod default)" @@ -1082,9 +982,6 @@ def main() -> None: help="Frame pacing multiplier. 1.0 = real time (faithful). >1 is faster but " "changes WlK's time-based commit behaviour — use with caution.", ) - p.add_argument( - "--warmup-s", type=float, default=0.5, help="Seconds of silence to prime the decoder first" - ) p.add_argument( "--ready-timeout", type=float, @@ -1130,10 +1027,9 @@ def main() -> None: print(f"ERROR: {wav} not found", file=sys.stderr) sys.exit(1) cfg = build_base_config(args) - topo = "one-server-per-tap" if args.per_tap_instance else "one shared server" print( f"backend: {'mlx-whisper' if use_mlx else 'faster-whisper'} " - f"concurrency {counts} stagger={args.stagger:g}s topology={topo} on {wav.stem} " + f"concurrency {counts} stagger={args.stagger:g}s on {wav.stem} " f"config: {_config_summary(cfg)}", flush=True, ) @@ -1143,10 +1039,8 @@ def main() -> None: cfg, counts=counts, stagger_s=args.stagger, - per_tap_instance=args.per_tap_instance, use_mlx=use_mlx, speed=args.speed, - warmup_s=args.warmup_s, ready_timeout=args.ready_timeout, verbose=True, ) @@ -1154,9 +1048,7 @@ def main() -> None: if not rows: sys.exit(1) print() - print_concurrency_table( - rows, wav=wav, cfg=cfg, stagger_s=args.stagger, per_tap_instance=args.per_tap_instance - ) + print_concurrency_table(rows, wav=wav, cfg=cfg, stagger_s=args.stagger) return if args.sweep: @@ -1186,7 +1078,6 @@ def main() -> None: cfg, use_mlx=use_mlx, speed=args.speed, - warmup_s=args.warmup_s, ready_timeout=args.ready_timeout, verbose=True, ) From bcf751091d64255e6be1ed5c9395b30c288a817d Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 13:35:45 +0000 Subject: [PATCH 16/20] bench_live: stagger tap OPENS, not leading silence (fixes lag artifact) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Investigating the lag rework surfaced the real cause of the staggered-run inflation: the bridge contract is one /tap WebSocket per utterance (bridges/README.md), so a production connection opens at speech onset — there is never 30s of leading silence sitting on a live connection. The old stagger modelled overlap by padding ONE long-lived connection with leading silence the gate drops, which left WlK's per-connection clock (remaining_time = wall_clock - processed_audio) anchored at t0 and running through all that silence. That inflated lag was a benchmark-modelling artifact, not a production bug. Fix the model instead of the metric: stagger when each stream OPENS its tap (start_delay_s = stagger*i), so each tap is a fresh per-utterance connection anchored at its own speech onset — exactly what the bridge does. stagger=0 = all taps open at once (overlap); large stagger = taps open/close in sequence (turn-taking, ~1 live). Lag is now clean without parsing WlK's caption timestamps, and the gate-closed suppression already handles trailing/within-utterance silence. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 55 +++++++++++++++++++++++---------------------- 1 file changed, 28 insertions(+), 27 deletions(-) diff --git a/tools/bench_live.py b/tools/bench_live.py index 6e5e842a..2533085a 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -234,6 +234,7 @@ async def _drive_one_stream( name: str, frames: list[bytes], speed: float, + start_delay_s: float = 0.0, ) -> tuple[dict, str, list[str]]: """Drive ONE gated stream through the PRODUCTION fan-out and return (per-stream metrics, hypothesis, settled lines). @@ -245,7 +246,16 @@ async def _drive_one_stream( the production code — no parallel reimplementation to drift out of sync. lag / gate_open / buffer are sampled from `recorder.streams` (the same snapshot `/api/state` serves); settled lines are read back - from `recorder.transcripts`, filtered to this stream's identity.""" + from `recorder.transcripts`, filtered to this stream's identity. + + `start_delay_s` delays *opening* the tap, modelling a real bridge that + opens a fresh /tap WS when its speaker starts an utterance (the bridge + contract is one WebSocket per utterance). Staggering the open — rather + than padding a long-lived connection with leading silence — keeps WlK's + per-connection clock anchored at speech onset, so lag isn't inflated by + silence that, in production, simply wouldn't be on an open connection.""" + if start_delay_s > 0: + await asyncio.sleep(start_delay_s) frame_interval = FRAME_INTERVAL_S / max(speed, 0.01) utterance_id = f"bench-{identity}-{uuid.uuid4().hex[:8]}" @@ -369,19 +379,6 @@ async def run_one( recorder.live.stop() -def _build_stream_frames(frames: list[bytes], n: int, lead_frames: int) -> list[list[bytes]]: - """N per-stream frame lists, each offset by `lead_frames * index` via - leading/trailing silence so all streams stay the same length and run - concurrently; only the speech offset differs. The gate drops the silence, - so this changes how much real overlap WlK sees without changing what each - stream transcribes.""" - silence = b"\x00" * FRAME_BYTES - total_pad = lead_frames * (n - 1) - return [ - [silence] * (lead_frames * i) + frames + [silence] * (total_pad - lead_frames * i) for i in range(n) - ] - - def _aggregate_streams(outs: list[tuple[dict, str, list]], n: int, reference: str) -> dict: errored = sum(1 for m, _, _ in outs if "error" in m) lag_means = [m["lag_mean_s"] for m, _, _ in outs if m.get("lag_mean_s") is not None] @@ -432,12 +429,16 @@ async def run_concurrency_sweep( Each stream gets its own identity so its settled captions can be read back from `recorder.transcripts`. - `stagger_s` controls how much the streams' SPEECH overlaps: each stream - is offset by `stagger_s * index` via silence the gate drops. stagger=0 - is full overlap; stagger >= clip length is pure turn-taking.""" + `stagger_s` offsets when each stream OPENS its tap (`stagger_s * index`), + modelling the bridge contract of one /tap WebSocket per utterance: a + later speaker's connection opens when they start talking, not at t0. So + stagger=0 is full overlap (all taps open at once) and stagger >= clip + length is pure turn-taking (taps open and close one after another, ~1 + connection live at a time). Staggering the OPEN — vs. padding a single + long-lived connection with leading silence — keeps WlK's per-connection + clock anchored at speech onset so lag reflects real backlog.""" reference = _read_reference(wav) frames = frame_pcm(read_wav_as_pcm_bytes(wav)) - lead_frames = int(round(stagger_s / FRAME_INTERVAL_S)) recorder = _build_bench_recorder(cfg, use_mlx) ok, msg = recorder.live.start() @@ -454,17 +455,17 @@ async def run_concurrency_sweep( for n in counts: recorder.transcripts.clear() - stream_frames = _build_stream_frames(frames, n, lead_frames) outs = await asyncio.gather( *( _drive_one_stream( recorder, identity=f"spk{i}", name=f"Speaker {i}", - frames=fr, + frames=frames, speed=speed, + start_delay_s=stagger_s * i, ) - for i, fr in enumerate(stream_frames) + for i in range(n) ) ) row = _aggregate_streams(outs, n, reference) @@ -703,11 +704,11 @@ def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig, sta print("=" * len(header)) print( "lag/WER are read from the production ActiveStreams + LiveTranscripts (same source as the " - "dashboard). lagμ/lagX climbing with N = decode contention; WERμ rising / errored>0 = dropped" + "dashboard). Each stream opens its tap at stagger*i (one /tap per utterance, as the bridge" ) print( - "speech. NOTE: WlK's remaining_time is wall_clock - processed_audio, so staggered (gated)" - " input inflates lag — compare stagger=0 (continuous) for a clean latency read." + "does). lagμ/lagX climbing with N = decode contention; WERμ rising / errored>0 = dropped" + " speech. Compare stagger=0 (all overlap) vs large stagger (turn-taking, ~1 tap live)." ) @@ -938,9 +939,9 @@ def main() -> None: type=float, default=0.0, metavar="SECONDS", - help="With --concurrency: offset each stream's speech by this many seconds (via silence the " - "gate drops). 0 = full overlap (gate's blind spot); >= clip length = pure turn-taking (gate " - "collapses to ~1x load). Sweep it to find where real overlap breaks.", + help="With --concurrency: offset when each stream OPENS its tap by this many seconds (one " + "/tap per utterance, as the bridge does). 0 = all taps open at once (full overlap); >= clip " + "length = pure turn-taking (taps open/close in sequence, ~1 live at a time).", ) p.add_argument("--fixture-dir", default=str(DEFAULT_FIXTURE_DIR), help="Fixture directory for --sweep") p.add_argument( From 0fe5ff9671b525350b921a313fa7b58630375594 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 13:45:36 +0000 Subject: [PATCH 17/20] bench_live: pace feed on an absolute schedule; report pacing slip MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The production-path rewrite made the per-frame work heavier (real gate + relay + ActiveStream lock) and I paced with a fixed sleep(20ms) AFTER that work, so each frame took work+20ms. As N grew, per-frame work grew and the feed silently drifted below real time — which is why lag DROPPED as streams increased (1.5s -> 0.7s at N=4): WlK was being under-fed, not keeping up. Pace against an absolute schedule (target = start + i*interval) so the per-frame work is absorbed instead of stacked on the sleep; the feed stays real time until the host genuinely can't keep up, at which point it falls behind honestly. Move per-tap state sampling to a background task so its overhead never inflates feed timing. Add a pacing_slip_s metric (worst real-time slip) surfaced as the slipX column: slipX > ~0.1s flags a row whose lag/WER are soft because the feed under-loaded WlK. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 52 ++++++++++++++++++++++++++++++++++++--------- 1 file changed, 42 insertions(+), 10 deletions(-) diff --git a/tools/bench_live.py b/tools/bench_live.py index 2533085a..e24a01a2 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -81,10 +81,11 @@ FRAME_MS = 20 FRAME_INTERVAL_S = FRAME_MS / 1000.0 # 0.02 s — one 20 ms frame at 1x -# How often (in frames) to sample the recorder's per-tap state while feeding, -# matching the dashboard's poll-based view of lag / gate_open / buffer rather -# than tapping the relay callbacks directly. -STATE_SAMPLE_EVERY = 5 +# How often (wall-clock seconds) a background task samples the recorder's +# per-tap state, matching the dashboard's poll-based view of lag / gate_open / +# buffer. Kept OFF the feed loop so sampling overhead can't slow the feed +# below real time (which would silently under-load WlK as N grows). +STATE_SAMPLE_INTERVAL_S = 0.1 # --------------------------------------------------------------------------- @@ -289,13 +290,35 @@ async def _sample() -> None: buffers.append(buf) break + # Sample per-tap state from a background task, off the feed path. + sampling = True + + async def _sampler() -> None: + while sampling: + await _sample() + await asyncio.sleep(STATE_SAMPLE_INTERVAL_S) + + sampler_task = asyncio.create_task(_sampler()) + + # Pace against an ABSOLUTE schedule (target = start + i*interval) so the + # per-frame production work (gate, relay send, ActiveStream lock) is + # absorbed instead of stacked on top of a fixed sleep — otherwise the feed + # drifts below real time as N grows and WlK looks falsely under-loaded. + # `max_slip` is how far behind schedule we fell: > ~0 means the host + # couldn't feed this many streams in real time, so the numbers are soft. + start = time.perf_counter() + max_slip = 0.0 for i, frame in enumerate(frames): await fan.write_frame(frame) - if i % STATE_SAMPLE_EVERY == 0: - await _sample() - await asyncio.sleep(frame_interval) - await _sample() + slip = time.perf_counter() - (start + (i + 1) * frame_interval) + max_slip = max(max_slip, slip) + if slip < 0: + await asyncio.sleep(-slip) last_frame_wall = time.perf_counter() + + sampling = False + await sampler_task + await _sample() await fan._close() final_delay = time.perf_counter() - last_frame_wall @@ -309,6 +332,7 @@ async def _sample() -> None: "lag_max_s": round(max(lag_samples), 3) if lag_samples else None, "lag_samples": len(lag_samples), "final_delay_s": round(final_delay, 2), + "pacing_slip_s": round(max(0.0, max_slip), 2), "buffer_nonempty": len(buffers), "buffer_sample": buffers[-1] if buffers else "", } @@ -384,6 +408,7 @@ def _aggregate_streams(outs: list[tuple[dict, str, list]], n: int, reference: st lag_means = [m["lag_mean_s"] for m, _, _ in outs if m.get("lag_mean_s") is not None] lag_maxes = [m["lag_max_s"] for m, _, _ in outs if m.get("lag_max_s") is not None] fin = [m["final_delay_s"] for m, _, _ in outs if "final_delay_s" in m] + slips = [m["pacing_slip_s"] for m, _, _ in outs if "pacing_slip_s" in m] wers: list[float] = [] for _m, hyp, _l in outs: try: @@ -397,13 +422,15 @@ def _aggregate_streams(outs: list[tuple[dict, str, list]], n: int, reference: st "lag_max_s": round(max(lag_maxes), 2) if lag_maxes else None, "wer_mean": round(sum(wers) / len(wers), 2) if wers else None, "fin_delay_max_s": round(max(fin), 2) if fin else None, + "pacing_slip_s": round(max(slips), 2) if slips else None, } def _print_concurrency_row(row: dict) -> None: print( f" streams={row['streams']}: lagμ={row['lag_mean_s']} lagX={row['lag_max_s']} " - f"WERμ={row['wer_mean']} finΔX={row['fin_delay_max_s']} errored={row['errored']}", + f"WERμ={row['wer_mean']} finΔX={row['fin_delay_max_s']} slip={row.get('pacing_slip_s')} " + f"errored={row['errored']}", flush=True, ) @@ -692,6 +719,7 @@ def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig, sta ("lagμ", 7, lambda r: r.get("lag_mean_s")), ("lagX", 7, lambda r: r.get("lag_max_s")), ("finΔX", 7, lambda r: r.get("fin_delay_max_s")), + ("slipX", 7, lambda r: r.get("pacing_slip_s")), ("WERμ", 7, lambda r: r.get("wer_mean")), ("errored", 8, lambda r: r.get("errored")), ] @@ -708,7 +736,11 @@ def print_concurrency_table(rows: list[dict], *, wav: Path, cfg: LiveConfig, sta ) print( "does). lagμ/lagX climbing with N = decode contention; WERμ rising / errored>0 = dropped" - " speech. Compare stagger=0 (all overlap) vs large stagger (turn-taking, ~1 tap live)." + " speech. slipX = worst real-time pacing slip; if it's > ~0.1s the host couldn't feed N" + ) + print( + "streams in real time, so lag/WER for that row are soft (the feed under-loaded WlK)." + " Compare stagger=0 (all overlap) vs large stagger (turn-taking, ~1 tap live)." ) From c69104ab30c22e314dd752a3c980f2fe0ce4f226 Mon Sep 17 00:00:00 2001 From: Claude Date: Tue, 26 May 2026 14:02:45 +0000 Subject: [PATCH 18/20] fix: green up level tests for recut fixture; make bench honest + robust MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Review of the branch surfaced three issues: #1 (CI red) — the recut armstrong-en.wav is ~9.24s/462 frames ending on the loud iconic line, but two level-meter tests baked in the old 12s/quiet-tail clip: `len(frames) > 500` (now 462) and decay `< 0.05` after 600ms (the louder ending only reaches 0.0527). Update the frame-count assertion to the real clip and extend the silence tail to 1s so the meter drains past 0.05. #2 — bench `errored` was dead code: _drive_one_stream never set an "error" key, so the concurrency table always printed errored=0. Detect a tap whose relay never attached (fan._relay_alive) and report it errored; skip errored streams in the WER mean so a half-dead run no longer reads as clean. #3 — a mid-feed exception leaked the tap's relay + sampler task and (via gather) aborted the whole sweep. Wrap the feed in try/finally that always cancels the sampler and closes the tap, and gather with return_exceptions=True so one bad stream becomes an errored row instead of killing the run. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tests/test_tap_fan_out.py | 9 +++-- tools/bench_live.py | 73 ++++++++++++++++++++++++++------------- 2 files changed, 55 insertions(+), 27 deletions(-) diff --git a/tests/test_tap_fan_out.py b/tests/test_tap_fan_out.py index 45cf5534..fdc924ec 100644 --- a/tests/test_tap_fan_out.py +++ b/tests/test_tap_fan_out.py @@ -337,7 +337,7 @@ async def test_write_frame_level_tracks_real_speech_wav(recorder: Recorder): """ fixture = FIXTURES_AUDIO / "armstrong-en.wav" frames = _wav_to_frames(fixture) - assert len(frames) > 500, "expected ~600 frames from a 12 s WAV" + assert len(frames) > 400, "expected ~460 frames from the ~9 s WAV" levels: list[float] = [] async with await TapFanOut.open( @@ -376,7 +376,10 @@ async def test_write_frame_level_decays_through_silence_after_real_audio(recorde fixture = FIXTURES_AUDIO / "armstrong-en.wav" frames = _wav_to_frames(fixture) silence_frame = b"\x00" * 640 - silent_tail = [silence_frame] * 30 # 30 * 20 ms = 600 ms — well past half-life + # 50 * 20 ms = 1 s. The recut clip ends on the loud "...for mankind" + # (held level ~0.65), so it needs ~1 s to drain below 0.05 at the ~165 ms + # half-life — vs the old clip's quiet tail that cleared in 600 ms. + silent_tail = [silence_frame] * 50 peak_during_speech = 0.0 @@ -398,7 +401,7 @@ async def test_write_frame_level_decays_through_silence_after_real_audio(recorde assert peak_during_speech > 0.3, f"meter never lit up during real speech (peak={peak_during_speech:.3f})" assert final_level_after_silence < 0.05, ( - f"meter failed to decay through 600 ms of silence (final={final_level_after_silence:.4f})" + f"meter failed to decay through 1 s of silence (final={final_level_after_silence:.4f})" ) diff --git a/tools/bench_live.py b/tools/bench_live.py index e24a01a2..2a1dc864 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -52,6 +52,7 @@ import argparse import asyncio +import contextlib import json import re import sys @@ -268,6 +269,12 @@ async def _drive_one_stream( do_record=False, do_live=True, ) + # Live was requested but the relay never attached (WlK down / connect + # failed): the stream can't produce captions, so flag it errored rather + # than letting it masquerade as a zero-caption (WER 1.0) result. + if not fan._relay_alive: + await fan._close() + return {"error": "WlK relay did not connect"}, "", [] conn_id = fan._conn_id lag_samples: list[float] = [] @@ -300,26 +307,36 @@ async def _sampler() -> None: sampler_task = asyncio.create_task(_sampler()) - # Pace against an ABSOLUTE schedule (target = start + i*interval) so the - # per-frame production work (gate, relay send, ActiveStream lock) is - # absorbed instead of stacked on top of a fixed sleep — otherwise the feed - # drifts below real time as N grows and WlK looks falsely under-loaded. - # `max_slip` is how far behind schedule we fell: > ~0 means the host - # couldn't feed this many streams in real time, so the numbers are soft. - start = time.perf_counter() - max_slip = 0.0 - for i, frame in enumerate(frames): - await fan.write_frame(frame) - slip = time.perf_counter() - (start + (i + 1) * frame_interval) - max_slip = max(max_slip, slip) - if slip < 0: - await asyncio.sleep(-slip) - last_frame_wall = time.perf_counter() - - sampling = False - await sampler_task - await _sample() - await fan._close() + # try/finally so a mid-feed exception can't leak the sampler task or the + # tap's open relay + ActiveStream — important under --concurrency, where a + # leaked stream would otherwise dangle for the rest of the sweep. + try: + # Pace against an ABSOLUTE schedule (target = start + i*interval) so + # per-frame production work (gate, relay send, ActiveStream lock) is + # absorbed instead of stacked on top of a fixed sleep — otherwise the + # feed drifts below real time as N grows and WlK looks falsely + # under-loaded. `max_slip` is how far behind schedule we fell: > ~0 + # means the host couldn't feed this many streams in real time, so the + # numbers are soft. + start = time.perf_counter() + max_slip = 0.0 + for i, frame in enumerate(frames): + await fan.write_frame(frame) + slip = time.perf_counter() - (start + (i + 1) * frame_interval) + max_slip = max(max_slip, slip) + if slip < 0: + await asyncio.sleep(-slip) + last_frame_wall = time.perf_counter() + sampling = False + await sampler_task + await _sample() + finally: + sampling = False + if not sampler_task.done(): + sampler_task.cancel() + with contextlib.suppress(asyncio.CancelledError): + await sampler_task + await fan._close() final_delay = time.perf_counter() - last_frame_wall lines = [e["text"] for e in recorder.transcripts.snapshot() if e.get("identity") == identity] @@ -410,10 +427,12 @@ def _aggregate_streams(outs: list[tuple[dict, str, list]], n: int, reference: st fin = [m["final_delay_s"] for m, _, _ in outs if "final_delay_s" in m] slips = [m["pacing_slip_s"] for m, _, _ in outs if "pacing_slip_s" in m] wers: list[float] = [] - for _m, hyp, _l in outs: + for m, hyp, _l in outs: + if "error" in m: + continue # didn't run — counted via `errored`, kept out of the WER mean try: wers.append(score_text(reference, hyp).wer) - except Exception: # empty/failed stream — exclude from the WER mean, count via errored + except Exception: # empty reference etc. — skip; can't score pass return { "streams": n, @@ -482,7 +501,11 @@ async def run_concurrency_sweep( for n in counts: recorder.transcripts.clear() - outs = await asyncio.gather( + # return_exceptions=True so one stream blowing up is recorded as an + # errored row instead of aborting the sweep (and losing the rows + # already computed for smaller N). _drive_one_stream's try/finally + # has already closed that stream's tap by the time we see the exc. + raw = await asyncio.gather( *( _drive_one_stream( recorder, @@ -493,8 +516,10 @@ async def run_concurrency_sweep( start_delay_s=stagger_s * i, ) for i in range(n) - ) + ), + return_exceptions=True, ) + outs = [({"error": repr(o)}, "", []) if isinstance(o, BaseException) else o for o in raw] row = _aggregate_streams(outs, n, reference) rows.append(row) if verbose: From 15deb64588f8870b9fb9e6df3ecd70ea43c62fac Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 27 May 2026 10:22:27 +0000 Subject: [PATCH 19/20] test: fix third hardcoded 12s-clip assertion missed in the review test_audio.py::test_int16_peak_norm_armstrong_speech_wav also baked in the old 12s/600-frame armstrong-en.wav (`len(frames) > 500`); the recut 9.24s clip is 462 frames, so it failed once the full unit suite ran post-merge. Align it with the other two level tests and refresh the two now-stale "12 s" docstrings to "~9 s". https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tests/test_audio.py | 4 ++-- tests/test_tap_fan_out.py | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/tests/test_audio.py b/tests/test_audio.py index dcc927c5..44b95407 100644 --- a/tests/test_audio.py +++ b/tests/test_audio.py @@ -153,7 +153,7 @@ def _wav_to_frames(path: Path, frame_bytes: int = FRAME_BYTES) -> list[bytes]: def test_int16_peak_norm_armstrong_speech_wav(): - """Stream a real 12 s speech WAV through int16_peak_norm frame by + """Stream a real ~9 s speech WAV through int16_peak_norm frame by frame. The peak series must: - stay strictly within the 0.0..1.0 contract the renderer relies on @@ -175,7 +175,7 @@ def test_int16_peak_norm_armstrong_speech_wav(): synthesised silent WAV instead, not a real clip.""" fixture = FIXTURES_DIR / "armstrong-en.wav" frames = _wav_to_frames(fixture) - assert len(frames) > 500, "expected ~600 frames in a 12 s WAV" + assert len(frames) > 400, "expected ~460 frames in the ~9 s WAV" peaks = [audio.int16_peak_norm(f) for f in frames] assert all(0.0 <= p <= 1.0 for p in peaks), "peak outside [0,1] would break renderer" assert max(peaks) > 0.5, "real speech should peg the meter into the 'hot' zone somewhere" diff --git a/tests/test_tap_fan_out.py b/tests/test_tap_fan_out.py index fdc924ec..0608e9e3 100644 --- a/tests/test_tap_fan_out.py +++ b/tests/test_tap_fan_out.py @@ -322,7 +322,7 @@ def _wav_to_frames(path: Path, frame_bytes: int = 640) -> list[bytes]: async def test_write_frame_level_tracks_real_speech_wav(recorder: Recorder): - """End-to-end: stream a real ~12 s speech recording through + """End-to-end: stream a real ~9 s speech recording through TapFanOut frame by frame and verify the per-tap volume meter behaves like a real-world meter would. From 412031711b7a580ff04cf75991f7837f90d3c2eb Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 27 May 2026 10:58:43 +0000 Subject: [PATCH 20/20] bench_live: initialize `counts` before the try to satisfy CodeQL MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit argparse's p.error() exits, but CodeQL doesn't model it as no-return, so it saw a path where the int() parse raised ValueError, the except 'returned', and the validation below read an uninitialized `counts`. Bind it to [] up front — behavior is unchanged (the `if not counts` check still fires on a parse failure), and the use-before-init alert clears. https://claude.ai/code/session_01ES1s8KXJTntmQYMEewiKdd --- tools/bench_live.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tools/bench_live.py b/tools/bench_live.py index 2a1dc864..71cf0e0b 100644 --- a/tools/bench_live.py +++ b/tools/bench_live.py @@ -1074,6 +1074,7 @@ def main() -> None: sys.exit(1) if args.concurrency: + counts: list[int] = [] try: counts = [int(x) for x in args.concurrency.split(",") if x.strip()] except ValueError: