RESEARCH: local voice transcription and rewrite (Superwhisper-style) — on-device/on-server, no cloud (NO implementation) #304
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opened 2026-09-28 07:05:51 +00:00 by kayg
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wip/quota
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Owner (2026-09-28): 'file another issue for local transcription / modification of voice notes into text notes (like superwhisper) but we need to run it locally! have a codex research the best way to do this whenever capacity is available.'
Context: calternal records voice notes in the composer and (soon) in the Calendar item preview (the attach/record issue). Recordings are attachments in Home. The owner wants them turned into text notes: a transcription, plus an optional 'modification' step (clean up filler words, punctuate, restructure into a note, apply a style), like Superwhisper's modes. It must run locally: on the calternal server (a Rust server in a rootless podman container; the production VM has 4 vCPU and 7.7 GiB RAM with no GPU) and/or on the user's device (browser WebGPU/WASM; a future native macOS app). Never a cloud API by default (DESIGN business model: local features are always included; model-backed features use the customer's own API key). Licence rule: AGPL-3.0-only project, so the dependencies must be AGPL-compatible and the model weights must allow commercial use (no non-commercial weights).
Research (web search, benchmarks, licences):
Output: docs/research/voice-transcription.md (ASD-STE100) with a comparison table, a recommendation, a sizing estimate for the production VM, and numbered grill questions (grilling format). Do NOT implement. Commit on the branch, push, and post a summary on this issue.
Starting research on job/voice-research from dev at
c9ec6aff84. Scope is research only; I will not run Cargo or Bun builds. I will review the voice attachment flow, search latency constraints, queue behavior, model and code licenses, current benchmark evidence, and local runtime options before writing the recommendation.Finding: the composer already records voice memos in the browser and saves them under Documents/Voice memos/. The recorder accepts WebM/Opus, MP4/AAC, or Ogg/Opus and caps a recording at 30 minutes (apps/web/src/lib/composer/recorder.svelte.ts; crates/calternal-notes-core/src/attachments.rs). I found no ASR route or audio-transcript indexing path. The existing SQLite Worker supports a separate per-kind concurrency cap and retry/dedup behavior, but the queue has no per-User CPU quota. Search is a hard constraint: the 2026-09-28 100k profile on the shared 8-vCPU dev host reports warm hybrid p95 2,666.51 ms and marks the 150 ms target not met; it did not measure the 4-vCPU production VM (docs/perf/2026-09-28.md). I will recommend an explicit, bounded background job and require a production-VM profile before setting any throughput promise.
Research is complete. The report is in
docs/research/voice-transcription.md.Recommendation: start with on-demand, local server transcription as a bounded background job. Pilot Qwen3-ASR-0.6B INT8 through
sherpa-onnx; compare it with Vosk Hindi large and Whisper large-v3-turbo on the same consented samples. Save the raw result separately from cleanup. Let the User explicitly create a Note linked to the voice memo by stable identity.Evidence and limits: the current recorder caps voice memos at 30 minutes. The Worker concurrency cap is per process and does not give per-User CPU quotas. The current Search profile misses its hybrid p95 target on the shared 8-vCPU host; it did not measure the 4-vCPU production VM. No controlled RTF or peak-RSS result was found for candidate models on that VM. The report includes language coverage, license and model caveats, product patterns, sizing estimates, a profiling plan, and 11 owner questions.
Decisions recommended for owner confirmation: required languages and Hindi script; on-demand versus opt-in automatic transcription; transcript persistence as Derived data or an explicit Note; live text and diarization scope; cleanup modes and cloud opt-in; retention and per-User resource limits. No product design was treated as settled where the design doc is silent.
Branch:
job/voice-research. Base SHA:c9ec6aff84a9ec810124a2cfbdd07c189eea1b9c. Head SHA:6924fba9c879a3d421b45dd41a54b1c659eb8216. The branch was pushed toorigin.Gate output:
git diff --cached --check: no output; exit 0.Not run (research-only issue scope; builds prohibited; no code changed).cargo clean:Removed 4 files, 3.3KiB total.Known gap: no model or production-VM benchmark was run. This issue expressly prohibits builds, and the host is loaded.
Owner decisions (2026-09-28) on docs/research/voice-transcription.md:
All of them appear on the Calendar.
Follow-up research (English only): compare NVIDIA Parakeet TDT 0.6B v2 (English) and v3, Whisper large-v3-turbo (whisper.cpp), Distil-Whisper, Moonshine, Kyutai STT, Qwen3-ASR-0.6B, and Superwhisper's own models (the owner named 'S1-mini'; verify that it exists, what it is, and whether it can be self-hosted or licensed at all; do not guess). For each: English WER (Open ASR Leaderboard and other sources), real-time factor on CPU at 4, 8 and 16 vCPU (published numbers first; say clearly which numbers are measured and which are estimated), RAM, a Rust path (sherpa-onnx, ort, whisper-rs, candle), punctuation and casing out of the box, long-form (30 min) handling, and the licence of the weights for commercial use (CC-BY-4.0 attribution rules for Parakeet, etc.). Recommend one model plus a VM size. Also propose a small measurement protocol (fixed English clips, interleaved runs) that a later measurement job can run on a quiet host.
Starting the English-only follow-up research on job/voice-models, based on dev at
c99fc31dd9. I will verify the Parakeet, Superwhisper S1-mini, and Qwen comparison from primary sources, update docs/research/voice-transcription.md, and run no builds.Owner link: https://huggingface.co/superwhisper/s1-mini. Orchestrator check of the model card (2026-09-28): S1-mini is not an ASR model. It is Superwhisper's post-ASR text normalizer: a 596M-parameter causal LM fine-tuned from Qwen3-0.6B, English only (v1). It removes fillers, resolves self-corrections, applies punctuation and casing, and converts spoken forms (numbers, dates, currency, emails) to written form, with style control lines (casual, semi-casual, semi-formal, formal). Formats: BF16 safetensors plus GGUF quantizations (Q4_K_M = 462 MB) for llama.cpp, Ollama and vLLM; it runs on CPU. The card reports 94.8% token accuracy on 7,519 held-out English cases (Q4_K_M, greedy). Licence: 'Apache 2.0 + naming clause'; the name 'S1-mini' by 'Superwhisper' must be kept with exact capitalization wherever it is used.
Implication: the pipeline is ASR (Parakeet/Whisper, to be chosen) → S1-mini cleanup, both local. S1-mini is the candidate for the 'Clean up' step that the first research left unpromised. The follow-up must: evaluate S1-mini as the cleanup stage (CPU cost per minute of audio at 4/8/16 vCPU via llama.cpp and a Rust binding; memory next to the ASR model; the naming-clause obligations in the UI and the NOTICE file); decide whether the raw transcript is kept next to the cleaned one (proposal: keep both, show the cleaned text, 'Show raw' toggle); and map the style control lines to a Settings → Voice choice.
Follow-up research complete
Updated docs/research/voice-transcription.md with the English-only pipeline, model comparison, 4/8/16-vCPU guidance, measurement protocol, and owner decisions. No code changes or builds were made.
Recommendation
sherpa-onnx.There is no published controlled 4/8/16-vCPU result for Parakeet v2 or S1-mini. The available CPU data is a third-party Parakeet v3 INT8 profile using another runtime on an 8-vCPU host: 20.3× RTF at 4 threads and 26.3× at 8 threads on a 30-second clip, with about 1.5 GB peak RSS. It is not a calternal VM result and does not establish 30-minute or linear scaling performance. The note records this limitation and a same-host measurement protocol.
Owner decisions recorded
English only; automatic transcription after a memo is saved; no live transcription; local-only processing; transcript destination follows the Event/Log entry, Task, or Note; 4/8/16-vCPU comparison; Admin Jobs UI is a separate issue.
The research recommendations still needing owner confirmation are 8 vCPU / 16 GiB as the initial production size, S1-mini cleanup by default, its style defaults, five-minute ASR chunks, sequential model loading, and a license review before redistributing S1-mini. Its naming and NOTICE requirements are called out in the note.
Commit and gates
Branch:
job/voice-modelsHead:
48a96f3e410ac5f567d8bbadec23d0ca21fd7afa(pushed)Gate output:
Cargo and web build/test gates were not run because this issue is research-only and prohibits builds.
cargo cleanoutput:Local
devwas already at the branch base;git merge devoutput wasAlready up to date.Owner decisions (2026-09-28) on the follow-up research (merged
82843b08):Owner refinement (2026-09-28) on the recording UI: the mic icon expands inline into the animated recording pill. The mic button itself morphs (width morph with the #236/#291 spring, as the tab bar does) into the recording state in place: the waveform/level animation, the elapsed time, Stop/Keep/Discard. No overlay, no sheet, no separate bar, no extra chrome. Owner: 'no over-the-top crap. our design looks great as is.' Take only the voice-pill's core motion idea from sveltebits; keep calternal's existing pill look (the same PillGroup/glass, tokens, icon sizes). Collapse back into the mic on Stop/Keep/Discard. Reduced motion: an instant swap. The same component in the composer tools pill and the Calendar item-preview pill.
Research complete in
e3dffb544and82843b08e(origin/dev); the model comparison and follow-up evaluation are recorded in the merged reports.