diff --git a/apps/docs/.gitignore b/apps/docs/.gitignore new file mode 100644 index 00000000..db9fe872 --- /dev/null +++ b/apps/docs/.gitignore @@ -0,0 +1,3 @@ +node_modules/ +.mintlify/ +scripts/docs-*.png diff --git a/apps/docs/README.md b/apps/docs/README.md new file mode 100644 index 00000000..dc32f631 --- /dev/null +++ b/apps/docs/README.md @@ -0,0 +1,28 @@ +# DEMON docs + +Public-facing documentation site for DEMON, built with +[Mintlify](https://mintlify.com). Same tooling as the Daydream docs at +`pipelines/apps/docs`. + +This directory is the product documentation source: install guides, demo +operator docs, API references, troubleshooting, and deployment notes. The +repo-root `docs/` folder is a separate GitHub Pages project/paper landing page. + +## Local development + +```bash +cd apps/docs +npm install +npm run dev +# open http://localhost:3033 +``` + +Navigation, theming, and redirects live in `docs.json`. Pages are MDX with +YAML frontmatter. Screenshots live in `images/`. + +## Checks + +```bash +npm run build +npm run broken-links +``` diff --git a/apps/docs/advanced/benchmarking.mdx b/apps/docs/advanced/benchmarking.mdx new file mode 100644 index 00000000..ad64a63b --- /dev/null +++ b/apps/docs/advanced/benchmarking.mdx @@ -0,0 +1,114 @@ +--- +title: "Benchmarking & Latency" +description: "Headless throughput benchmarks, the e2e latency suite, and the knob-to-ear path" +icon: "stopwatch" +--- + +## Headless benchmark + +The browser HUD shows `tick_ms` / `dec_ms` live, but for comparing +accelerators, checkpoints, TRT profiles, or VAE settings without browser and +audio-device overhead, use the headless benchmark — it mirrors the backend +inference path exactly (fixture defaults, engine selection, `Session`, +`prepare_source`, `encode_text`, `stream`, repeated ticks, optional decode): + +```bash +uv run python -u -m demos.realtime_motion_graph_web.benchmark \ + --accel tensorrt --checkpoint acestep-v15-turbo +``` + +It reports setup timings, per-generation `tick` / `decode` / `tick+decode` +mean, P50/P90/P95, min/max, skip counts, and peak CUDA memory. + +Useful variants: + +```bash +# Compare torch.compile on the same workload: +uv run python -u -m demos.realtime_motion_graph_web.benchmark --accel compile + +# Mixed backends, same flags as the server: +uv run python -u -m demos.realtime_motion_graph_web.benchmark \ + --decoder-accel tensorrt --vae-accel eager + +# Persist raw samples + summary: +uv run python -u -m demos.realtime_motion_graph_web.benchmark \ + --accel tensorrt --json runs/trt-bench.json + +# Mirror the runner's decode-skip behavior / decoder-only throughput: +uv run python -u -m demos.realtime_motion_graph_web.benchmark --skip-threshold 1e-3 +uv run python -u -m demos.realtime_motion_graph_web.benchmark --no-decode +``` + +## The knob-to-ear path + +A knob change traverses, in order: + +| Stage | Typical cost | +|---|---| +| Client knob smoothing + 125 Hz param send | 0–smoothing window | +| WebSocket transport (LAN) | ~0–2 ms | +| Next runner iteration | 0–1 tick | +| **Shared-curve params** (SDE strength, velocity, x0, channel gains…) | **1 tick** (~36–43 ms TRT) | +| **Per-slot params** (ODE denoise, seed) | up to `steps` ticks (~280–460 ms at depth 4 / steps 8) | +| Windowed VAE decode + emit | ~5–8 ms | +| **Playback lead** (decode buffer ahead of the playhead) | **0.12–1.35 s adaptive** | +| Browser AudioWorklet buffer | ~10–30 ms | + +Two structural facts dominate: **parameter class decides engine latency** +(shared-curve is an order of magnitude faster than per-slot — see +[Streaming Pipeline](/engine/streaming#the-two-latency-classes)), and **the +playback lead is the dominant audible term** — the engine converges in +~300 ms while the listener waits for the playhead to reach the rewritten +region. The lead floor/ceiling/release are tunable in +[config.json](/demo/configuration#engine). + +## Measured numbers + +RTX 5090, 2B turbo, all-TRT, depth 4, steps 8 (the README configuration): +~43 ms tick, 4.5 ms windowed decode, **11.3 generations/s**, ~248 ms +parameter convergence. + +RTX 4090 (shared GPU), TRT, depth 4, steps 8 — from the latency review in +`docs/LATENCY.md`: + +| Metric | Measured | +|---|---| +| tick p50 | ~36 ms | +| `denoise` knob first audible change | 8 ticks / ~282 ms | +| shared-curve first change | 1 tick / ~37 ms | +| knob → fresh generation (full stack) | ~172 ms | +| generations/s | ~7.3 | + +## The e2e latency suite + +`tests/e2e_latency/` measures the same things reproducibly, black-box at +public API boundaries (GPU required): + +```bash +# engine-level: knob -> finished latent (ticks + ms), determinism guard +uv run pytest tests/e2e_latency/test_knob_to_latent.py -v -s + +# full stack: headless StreamingSession with a simulated client heartbeat +uv run pytest tests/e2e_latency/test_streaming_session.py -v -s +``` + +Environment knobs: `DEMON_E2E_ACCEL=tensorrt|eager|compile`, +`DEMON_E2E_GPU`, `DEMON_E2E_DEPTH`, `DEMON_E2E_STEPS`. Reports land in +`runs/latency-reports/e2e-*.json` for build-to-build diffing — **treat the +diff, not the pass/fail, as the output**; the assertions are coarse +architectural ceilings only. + +## VRAM: engine duration matters + +Per-engine peak workspace measured in isolation on an RTX 5090: + +| Component | 60 s engine | 240 s engine | Δ | +|---|---:|---:|---:| +| Decoder (refit) | 13,511 MB | 15,911 MB | +2,400 MB | +| VAE decode | 10,547 MB | 10,814 MB | +267 MB | +| VAE encode | 4,178 MB | 10,614 MB | +6,436 MB | + +These are per-engine peaks, not a live-runtime sum — at inference time the +decoder peak dominates, which is why the live demo fits on a 24 GB card. The +takeaway: switching the three engines from 240 s to 60 s frees ~9 GB. +Reproduce with `uv run python -m scripts.benchmarks.bench_vram_60s_vs_240s`. diff --git a/apps/docs/advanced/development.mdx b/apps/docs/advanced/development.mdx new file mode 100644 index 00000000..3c1f9a62 --- /dev/null +++ b/apps/docs/advanced/development.mdx @@ -0,0 +1,84 @@ +--- +title: "Development" +description: "The contract-first workflow, tests, and building your own frontend on the SDK" +icon: "wrench" +--- + +## The contract-first rule + +The control surface is **contract-first**: two Python registries are the +single source of truth, and every consumer — the bundled UI, the MCP server, +your frontend — derives from them. + +| Registry | Serves | +|---|---| +| `acestep/streaming/knobs.py` | The knob universe → `GET /api/knobs` | +| `demos/realtime_motion_graph_web/protocol.py` | The wire contract → `GET /api/protocol` | + +After changing either registry, regenerate the TypeScript projection: + +```bash +python demos/realtime_motion_graph_web/scripts/gen_wire_types.py +# writes web/sdk/types/wireContract.gen.ts +``` + +Contract-drift guards (`tests/unit/test_wire_contract.py`, +`test_client_sdk.py`) fail if the generated types or SDK fall out of sync. + +## Tests + +```bash +# Unit tests — no GPU required; includes the contract guards +uv run pytest tests/unit -v + +# Web front-end checks +cd demos/realtime_motion_graph_web/web +npm run typecheck && npm run build + +# Web unit + replay tests, and Playwright e2e +npm run test +npm run test:e2e + +# GPU suites +uv run pytest tests/e2e_latency/ -v -s # latency measurements +# tests/golden/ — wire-level regression net (refs captured per GPU class) +``` + +## Building your own frontend + +The demo's web client is built on an importable SDK +(`demos/realtime_motion_graph_web/web/sdk/`) that any frontend can reuse: + +- `protocol.ts` + `types/wireContract.gen.ts` — wire format primitives, + generated from the Python source of truth. +- `audio/RemoteBackend.ts` — the WebSocket client (session init + streaming + receive); `audio/AudioPlayer.ts` — playback with crossfade/delta logic; + `assets/audio-worklet.js` — the AudioWorklet ring buffer. +- `fetchKnobManifest.ts` / `fetchWireContract.ts` — runtime contract + discovery; `wsReconnect.ts` — backoff + reconnect. + +Two reference implementations to copy from: + +- **`DynamicKnobPanel.tsx`** — renders a complete control panel purely from + the `/api/knobs` manifest, zero hardcoded knobs. If your frontend does + this, new server-side knobs appear automatically. +- **`useStartSession.ts`** — the full session bootstrap + reconnect + orchestration. + +The SDK ships its own `AGENTS.md` developer guide covering the invariants +(manifest discovery, echo channels, epoch guards, state management). + +## Repo gotchas + +- **`sys.path` shadowing:** standalone scripts must prepend the repo root + before importing `acestep` — a sibling ACE-Step checkout can shadow the + package. +- **Fixture sidecars:** after editing a fixture's `track.json` (BPM/key), + re-run `uv run python -m scripts.calibration.precompute_fixture_sidecars` + (`--force` to re-derive everything; `--with-stems` to also rip stems). +- **Knob coercion semantics are deliberate:** knob values *clamp* + out-of-range numerics; command-envelope fields *drop* on type mismatch. + The two coercers are intentionally divergent — don't merge them. +- The repo-root `docs/` folder contains internal development notes (TRT + deep-dive, latency review, stem extraction) — useful background, not part + of this site. diff --git a/apps/docs/advanced/mcp.mdx b/apps/docs/advanced/mcp.mdx new file mode 100644 index 00000000..1697c729 --- /dev/null +++ b/apps/docs/advanced/mcp.mdx @@ -0,0 +1,95 @@ +--- +title: "MCP Control" +description: "Drive the live demo from Claude Code or any MCP client" +icon: "robot" +--- + +Every user-facing action in the demo — prompt, knobs, LoRA enable/disable, +timbre/structure references, source swaps, even sample-exact audio writes — +is exposed as an MCP tool by the onboard stdio MCP server +(`demos/realtime_motion_graph_web/mcp_server.py`). Point Claude Code (or any +MCP client) at it and the LLM plays the session you have open in your +browser. + +## How it works + +1. You open the demo in your browser as usual. The backend registers that + session in a process-global registry and starts the **control bus**, a + small HTTP server on `127.0.0.1:1319`. +2. The MCP server speaks HTTP to the control bus. It does **not** open its + own WebSocket and does **not** start a separate GPU session — running it + alongside a browser tab is free. +3. Every MCP command dispatches through the same handler as the browser's own + WebSocket frames. Acks flow back to the browser, so **the UI mirrors + MCP-driven changes automatically** — you watch the knobs move. + + +Open the browser tab first. The MCP server refuses to act when there is no +live session to attach to. Tools take an optional `session_id` and default to +the most recently started session. + + +## Setup + +Run the backend the usual way: + +```bash +uv run python -u -m demos.realtime_motion_graph_web.run +``` + +Then register the MCP server with your client — for Claude Code, in +`.mcp.json` or settings: + +```jsonc +{ + "mcpServers": { + "demon": { + "command": "uv", + "args": [ + "run", "python", "-u", + "-m", "demos.realtime_motion_graph_web.mcp_server" + ], + "cwd": "/path/to/DEMON" + } + } +} +``` + +Environment overrides: `DEMON_HOST` / `DEMON_PORT` (backend, default +`127.0.0.1:1318`) and `DEMON_CONTROL_HOST` / `DEMON_CONTROL_PORT` (control +bus, default `127.0.0.1:1319`). + +## What an agent can do + +The complete tool list with signatures is in the +[MCP tools reference](/reference/mcp-tools). The shape of the surface: + +- **Discover** — `list_sessions`, `session_state`, `list_knobs`, + `list_loras`, `list_fixtures`, `describe_protocol` — the same + self-describing manifests the HTTP API serves, so an agent can learn the + control surface at runtime. +- **Steer** — `set_prompt`, `set_prompt_blend`, `set_knob(s)`, + `set_rcfg_mode`, `enable_lora` / `disable_lora`, manual steering slots. +- **Re-source** — `swap_to_fixture` / `swap_to_audio`, + `set_timbre_*` / `set_structure_*` with local audio files (resampled + server-side). +- **Write audio live** — `write_audio` places a clip into the playing source + sample-exactly, as a declicked replace or an overdub (`sum`), optionally + tiled across the track — agent-driven live looping. + +## Origin sensitivity + +Two commands behave differently when they arrive from the control bus rather +than the browser: `params` (knob values) and `set_prompt_blend` do not apply +directly — the server echoes them to the browser (`params_echo` / +`prompt_blend_echo`), and the browser UI mirrors the value and re-sends it +through its own 125 Hz parameter channel. This keeps the browser the single +writer of the hot parameter path. All other commands apply identically from +any origin. + +## Security + +The control bus accepts writes into live sessions, which is why it binds to +localhost by default. The `--control-host`, `--control-port`, and +`--no-control` server flags are documented in +[Cloud Deployment](/cloud/deployment#control-bus-security). diff --git a/apps/docs/cloud/deployment.mdx b/apps/docs/cloud/deployment.mdx new file mode 100644 index 00000000..980bbdfb --- /dev/null +++ b/apps/docs/cloud/deployment.mdx @@ -0,0 +1,93 @@ +--- +title: "Cloud Deployment" +description: "Run DEMON on a rented GPU pod — the same way the Daydream hosted instance is deployed" +icon: "cloud" +--- + +DEMON deploys to bare-metal GPU pods (the hosted instance runs on H100s via +Vast.ai) with a pair of idempotent bootstrap scripts — no Docker image +required. The same flow works on any CUDA Linux box. + +## Bootstrap a pod + +`scripts/deploy/bootstrap_h100.sh` takes a fresh pod to a ready repo: + +1. Installs system deps (`git`, `git-lfs`, `curl`, `build-essential`, …). +2. Installs [uv](https://docs.astral.sh/uv/). +3. Clones the repo to `/root/acestep` via a GitHub deploy key (expected at + `/root/.ssh/deploy_key`) — use HTTPS clone instead for a public checkout. +4. Runs `uv sync` and verifies the critical imports (torch + CUDA device, + TensorRT, transformers, websockets, zstandard). + +```bash +# on the pod +export HF_TOKEN=hf_... # optional; public models download without it +bash scripts/deploy/bootstrap_h100.sh +``` + +Stage 2 (`scripts/deploy/stage2_models_engines.sh`) downloads models into +`/root/.daydream-scope/models/demon` and builds the TensorRT engines on the +pod's own GPU/driver stack — remember, +[engines are not portable](/getting-started/tensorrt) across GPU +architectures, so always build on the hardware that will serve. + +Validate with the smoke test before exposing anything: + +```bash +uv run python scripts/deploy/smoketest_demo.py +``` + +## Serving + +Run the backend bound to the pod's interface and put the UI in front of it: + +```bash +uv run python -u -m demos.realtime_motion_graph_web.run -- \ + --accel tensorrt --host 0.0.0.0 +``` + +Operational notes for remote serving: + +- **One GPU session per connected browser tab.** The backend builds a + `StreamingSession` per WebSocket; size your expectations (and GPU count) + accordingly. +- **WebSockets must pass through** any reverse proxy — the UI and the stream + share one backend port (`:1318`). The web app reads the backend origin from + `NEXT_PUBLIC_POD_BASE_URL` (the launcher sets it for local runs). +- **Use TLS** for anything public: browsers require a secure context for Web + MIDI and microphone/webcam access, and gate audio autoplay less + aggressively. +- **Lead tuning:** on a shared/contended GPU, raise `lead_floor_s` in + [config.json](/demo/configuration) for underrun robustness at the cost of + knob-to-ear latency. + +## Control bus security + +The MCP control bus (`:1319`) accepts **writes into live sessions** and binds +to `127.0.0.1` by default. Leave it that way on anything public. + +| Flag | Effect | +|---|---| +| `--control-host ` | Bind the control bus to a non-localhost interface — use sparingly; this lets remote clients write into a live session | +| `--control-port ` | Move the control bus off `:1319` | +| `--no-control` | Disable the control bus entirely (recommended for public deployments that don't need [MCP control](/advanced/mcp)) | + +## Model & cache layout on the pod + +```text +/root/.daydream-scope/models/demon/ + checkpoints/ # ACE-Step v1.5 checkpoints + trt_engines/ # engines built on this pod + loras/ # your .safetensors LoRA library + fixtures/ # local fixture overrides (optional) + user_uploads/ # persisted listener uploads + sidecars +``` + +Fixtures stream from the `daydreamlive/demon-fixtures-v2` Hugging Face +dataset on first request and cache locally, so a fresh pod needs no manual +fixture step. + + +DEMON is AGPL-3.0-or-later: if you offer a modified DEMON to users over a +network, you must offer those users the corresponding source (AGPL §13). + diff --git a/apps/docs/cloud/hosted-demo.mdx b/apps/docs/cloud/hosted-demo.mdx new file mode 100644 index 00000000..172fc26b --- /dev/null +++ b/apps/docs/cloud/hosted-demo.mdx @@ -0,0 +1,47 @@ +--- +title: "Hosted Demo" +description: "Play DEMON in the browser with no GPU — music.daydream.live" +icon: "music" +--- + +[Daydream](https://daydream.live) runs a hosted instance of the demo app at: + + + Open it in any modern Chromium or Firefox browser, click **click to begin**, + and you're playing — no install, no GPU, no account required to jam. + + +## What you get + +The hosted instance is the same application documented in +[The Demo App](/demo/overview), running on cloud GPUs: + +- The full control surface — prompts, LoRA library, automation curves, channel + faders, timbre/structure references, MIDI learn, recording. +- **Saved sessions** — the drawer's *Saved* tab is live in the hosted app + (standalone builds show a notice instead). +- Uploads work the same way: your track is encoded server-side, stems are + ripped automatically, and you choose what feeds inference. + +## Hosted vs. local + +| | Hosted | Local | +|---|---|---| +| GPU required | No | Yes (NVIDIA) | +| Cold start | Pod warm-up varies | ~15 s after model load | +| Saved sessions | Yes | Not available | +| Custom LoRAs | Server library only | Drop your own into `loras/` | +| Custom fixtures / videos | Server set only | Fully yours | +| MCP / control bus access | No | Yes — [drive it from an LLM](/advanced/mcp) | +| Config.json editing | No | Yes | + +When you outgrow the hosted sandbox — your own LoRAs, MCP control, kiosk +installations, latency tuning — move to a +[local install](/getting-started/quickstart) or +[deploy your own pod](/cloud/deployment). + + +On phones, the app is landscape-only. Web MIDI needs Chromium; the hosted +app's HTTPS origin satisfies the secure-context requirement, so hardware +controllers work there too. + diff --git a/apps/docs/demo/automation-curves.mdx b/apps/docs/demo/automation-curves.mdx new file mode 100644 index 00000000..41326c13 --- /dev/null +++ b/apps/docs/demo/automation-curves.mdx @@ -0,0 +1,60 @@ +--- +title: "Automation Curves" +description: "Draw parameter automation over the timeline, and loop a region of the track" +icon: "chart-line" +--- + +## The curve editor + +Open the curve editor from the tools cluster in the hero-macros bay (the +curve glyph next to the Record pill). + +The schedule curves overlay + +Draw parameter automation against the track timeline — as the editor's own +help puts it, *so the model performs an arrangement instead of a static +patch*. Schedulable lanes include: + +- **Strength** (remix strength / denoise) +- **Structure** (hint strength) +- **Feedback** +- **Shift** +- **Timbre** +- **Any enabled LoRA's strength** + +Pick a lane along the bottom of the editor, draw, and use **CLEAR** / **OFF** +to reset or bypass a lane. Lanes can be right-clicked to +[MIDI-learn](/demo/midi) them like any other control. + +Each lane is evaluated against the playhead every frame and feeds the same +125 Hz parameter channel as the on-screen knobs — a drawn curve and a live +knob are the same thing to the engine. + +**Interpolation modes** per lane: **smooth**, **linear**, or **step**. Step +mode is the one to reach for on rhythmic gestures (e.g. strength drops on +section boundaries). + +Curve values are clamped to the same per-parameter ranges as the sliders +(including the per-channel caps from `channel_ranges` in +[config.json](/demo/configuration)), and drawn curves are included in +[config export](/demo/configuration#session-snapshots) snapshots. + +## Loop band + +A playback loop pairs naturally with automation: + +| Key | Action | +|---|---| +| L | Toggle the loop — arms drawing a region, or enables the existing one | +| ← / → | Nudge the loop by one grid step | +| Shift+← / → | Move the loop by its own length | + +The loop band is sent to the server (`loop_band` command), so generation +itself follows the loop — the model keeps reworking the looped region rather +than the playhead simply jumping back. + +## Idle reset + +For installations: set `reset_seconds` in config.json to revert every +control (including curves) to defaults after N seconds without pointer, key, +or MIDI input. `0` (the default) disables it. diff --git a/apps/docs/demo/configuration.mdx b/apps/docs/demo/configuration.mdx new file mode 100644 index 00000000..85f77454 --- /dev/null +++ b/apps/docs/demo/configuration.mdx @@ -0,0 +1,100 @@ +--- +title: "Configuration" +description: "config.json — every default in the demo — plus session snapshots" +icon: "gear" +--- + +All demo defaults live in one file: + +```text +demos/realtime_motion_graph_web/web/public/config.json +``` + +Edit, refresh the browser, done — no rebuild. The file is heavily commented +inline (`_*_help` keys); this page summarizes the sections. + + +Selected fields carry an `_xl` sibling (`depth_xl`, `enabled_loras_xl`, +`a_xl` / `b_xl` / `blend_xl`). When the active checkpoint is the 5B XL model, +the `_xl` value wins; other scales use the base value. Slider max/step is +*not* configured here — only starting values are (ranges live in the +frontend's `SLIDER_META` and the server's knob registry). + + +## `engine` + +Pipeline geometry and playback tuning: + +| Field | Default | Meaning | +|---|---|---| +| `sde` | `false` | SDE vs ODE core mode (SDE swaps `denoise` for `sde_amp` + `periodicity`, and makes strength changes an order of magnitude faster) | +| `depth` / `depth_xl` | 4 / 2 | Ring buffer depth | +| `steps` | 8 | Diffusion steps | +| `vae_window` | 0.36 | Windowed VAE decode length (seconds) | +| `walk_window` / `walk_window_s` | `true` / 60 | Cut sources longer than 60 s into 60 s latents and swap at boundaries, keeping the faster 60 s engine on multi-minute tracks | +| `lead_floor_s` / `lead_ceiling_s` / `lead_release_tau_s` | 0.25 / 1.35 / 1.5 | The adaptive playback-lead controller: floor is the latency/robustness trade (~0.05 is snappy but sawtooths under GPU contention; ~0.5 reproduces the old fixed behavior), ceiling caps contention inflation, tau is the release decay | +| `key`, `time_signature` | `G# minor`, `4` | Seeds for live uploads (fixture sidecars win) | +| `enabled_loras` / `enabled_loras_xl` | Ambient 0.7 + Deep House 0.75 | LoRAs auto-enabled at boot, by name with optional strength | +| `auto_prepend_lora_triggers` | `true` | Prepend a LoRA's trigger word to the prompts on enable | +| `show_incompatible_loras` | `false` | Show LoRAs trained for the other checkpoint scale | + +## `prompts` + +Default prompt A, prompt B, and blend position (per checkpoint scale). + +## `controls` + +The starting value for every knob: `denoise`, `hint_strength`, `feedback`, +`feedback_depth`, `shift`, the RCFG block (`rcfg_mode: "initialize"`, +`guidance_scale: 2.5`, `cfg_rescale: 0`), all 14 channel faders, and the DCW +block. `lora_default_strength` (0.7) seeds any LoRA fader the server reports +at 0. + +## `channel_ranges` + +Per-channel fader caps and direction for the +[Experimental tab](/demo/controls#channel-faders-experimental). `{min, max}` caps what the +slider / MIDI / keyboard / drawn curves can drive into the engine; +`reverse: true` flips the input mapping for channels that sound better turned +down — dragging *up* sends a *lower* value, so the operator's instinct to +push up produces the desired result. Stored values stay in `[min, max]`; +reverse changes only the input mapping, never the wire range. + +## `audio` — LUFS loudness matching + +An optional output loudness matcher (off by default; toggleable in-session +via the LUFS button): + +| Field | Default | Meaning | +|---|---|---| +| `lufs_enabled` | `false` | Engage the matcher at boot | +| `lufs_window_sec` | 1.5 | Metering window (3 s is broadcast standard; lower = faster but noisier; practical floor ~1.5 s) | +| `lufs_metric` | `lufs` | `lufs` (BS.1770 K-weighted) or `dba` (IEC 61672 A-weighted — closer to perceived loudness on bright/distorted content) | +| `lufs_peak_headroom` | 4.0 | Peak headroom (dB) | +| `lufs_silence_floor_db` / `..._hysteresis_db` | 30 / 6 | Disengage on silence (so quiet model output isn't amplified into noise), with a Schmitt-trigger band to prevent flapping | + +The matcher seeds its high-water mark from the source's loudest short-term +window at session start, so the louder of source vs. denoised output defines +the target from t = 0. + +## `effects` + +Audio-reactive shader intensities for [video mode](/demo/recording): +`parallax_strength`, `bloom_on_kick`, `bloom_threshold`, `warp_strength`. + +## Behavior toggles + +| Field | Default | Meaning | +|---|---|---| +| `reset_seconds` | 0 | Idle timeout — revert all controls to defaults after N seconds without input (0 disables; built for installations) | +| `denoise_session_gate` | enabled, 700 ms glide | On session start and song swap, snap remix strength to 0 with a visual-only glide — a "hear the source first" cue that also hints the top ribbon is a slider | +| `restart_song_on_swap` | `false` | `true` restarts the new track from 0:00; `false` keeps the playhead phase across swaps | +| `swap_source_mode` | `instruments` | Default inference source for uploaded-track swaps (`full` / `instruments` / `vocals`) | +| `seed` | 42 | Initial stream seed | + +## Session snapshots + +Independent of config.json, the **Config** drawer tab can export and import +the *live session state* — every knob, prompt, enabled LoRA, and drawn curve +— as a JSON snapshot. Use it to save a performance patch, share a sound, or +restore a setup after a restart. diff --git a/apps/docs/demo/controls.mdx b/apps/docs/demo/controls.mdx new file mode 100644 index 00000000..29eafa6b --- /dev/null +++ b/apps/docs/demo/controls.mdx @@ -0,0 +1,102 @@ +--- +title: "Controls" +description: "Every knob in the demo — what it does, its range, and how fast it reacts" +icon: "sliders" +--- + +Every control in the demo is backed by the server's **knob registry** — a +self-describing catalog served at `/api/knobs`. This page explains the knobs +by group, with the operator's view; exact types, defaults, and bounds for all +of them are in the [knob reference](/reference/knobs). + + +Two latency classes apply (see +[Streaming Pipeline](/engine/streaming#the-two-latency-classes)): most knobs +reach the audio within one tick (~40 ms), but **remix strength (ODE mode) and +seed** are per-slot parameters that take a few hundred milliseconds to fully +land. The playback lead adds ~0.25 s on top of either class before you *hear* +the change. + + +## Core + +| Knob | What it does | +|---|---| +| **Remix strength** (`denoise`, 0–1) | How far the model departs from the source. 0 = pass-through, 1 = full regeneration. In SDE mode this becomes `sde_amp` (diffusion amplitude) with a companion `periodicity` knob, and reacts an order of magnitude faster. | +| **Structure** (`hint_strength`, 0–1, default 1) | Blend strength of the semantic hint — how strongly the source's (or the [structure reference's](/demo/sources-and-references)) sections, rhythm, and dynamics steer the output. | +| **Timbre** | Blend between a silence baseline and the timbre reference (instrument character). See [Sources & References](/demo/sources-and-references). | +| **Seed** (uint32) | The stream seed. Press F to randomize — each seed is a different "take". | +| **Feedback** (`feedback`, 0–1) | Blends finished output latents back into the source — self-reinforcing drift. | +| **Feedback depth** (`feedback_depth`, 1–8) | Delay-tap for feedback: 1 blends the most recent finished latent; N reaches N ticks back for an echo / ghost effect. | +| **Shift** (`shift`, 1–6, default 3.5) | Flow shift — passed verbatim to the diffusion solver; reshapes the timing curve of the denoise schedule. | +| **x0 target** (`x0_target`, 0–1) | Scalar blend toward the source-lock target in the second half of the schedule. Requires a source latent. | +| **Steps** (`steps_override`, 1–16, default 8) | Diffusion step count. Lower = faster/rougher, higher = more latency. Changing it rebuilds the stream pipeline. | + +## Channel faders (Experimental) + +Channel faders and steering in the Experimental tab + +ACE-Step's VAE has 64 latent channels, and channels carry meaning — boosting +or cutting them reshapes the music. The engine applies your fader settings as +a per-channel gain on the latent before every forward pass, so these react +within one tick. As the tab's warning puts it: *these are not traditional +audio channels and gains — they manipulate dimensions of the model's latent +space, and produce results ranging from nuanced and beautiful to abrupt and +discordant. Use at your own risk.* + +- **Channel highlights** (keystones) `CH13, CH14, CH19, CH23, CH29, CH56` — + six individual channels with outsized, characterful effects + (Shift+1–6). +- **Channel groups** `G0`–`G7` — eight faders, each spanning 8 of the 64 + channels (0–7 + ↑/↓). + +All default to 1.0 (neutral). The UI caps each fader's usable range per +channel (and *reverses* the drag direction on a few channels that sound +better turned down) via `channel_ranges` in +[config.json](/demo/configuration) — the wire range stays 0–3 regardless. + +## Guidance (CFG) + +Residual classifier-free guidance, off by default in the engine but set to +`initialize` in the demo's shipped config: + +| Knob | What it does | +|---|---| +| `rcfg_mode` | `off` (free), `self` (virtual uncond from initial noise, ~1.06× cost), `initialize` (uncond run once per slot then cached, ~1.07×), `full` (standard two-pass CFG, ~2×) | +| `guidance_scale` (1–15) | Guidance strength. Only applies when `rcfg_mode != off`. | +| `cfg_rescale` (0–1) | APG norm rescale toward the positive velocity's magnitude — tames over-guidance artifacts. | + +## DCW corrector + +A wavelet-domain post-step correction (Yu et al., CVPR 2026) that sharpens +detail. On by default in `double` mode. + +| Knob | What it does | +|---|---| +| `dcw_enabled` | Toggle the corrector (T) | +| `dcw_mode` | Correction band: `low`, `high`, `double`, `pix` (Shift+T cycles) | +| `dcw_wavelet` | Basis: `haar`, `db4`, `sym8`, `db8` (Shift+W cycles) | +| `dcw_scaler` / `dcw_high_scaler` | Low / high band push strength (W / Y + arrows) | +| `dcw_mult_blend`, `dcw_mag_phase`, `dcw_soft_thresh` | Advanced surface — at 0 (default) the corrector is byte-identical to the upstream ACE-Step reference | + +## Activation steering (when available) + +When steering vectors are present on the server, a **Steering** section +appears in the Experimental tab: + +- **Auto-path steering axes** — named, bipolar knobs (e.g. *bright*, *warm*, + *rough*, *density*; range −30…30) that inject a pre-built steering vector + at a fixed DiT layer/step. Useful magnitude is roughly 2–15 by ear; expect + breakage above that. Negative inverts the axis. +- **Manual steering slots** — fully manual injection, each slot with four + controls: **SRC** (vector catalog index), **LAYER** (DiT inject layer), + **STEP** (diffusion step), and **STRENGTH** (bipolar α; 0 = slot off). + Slots are added/removed LIFO, including via the + [MCP tools](/reference/mcp-tools) `add_manual_slot` / `pop_manual_slot`. + +## Pipeline depth + +The drawer's engine section exposes live ring-buffer depth (`set_depth`, +1–8). Higher depth = smoother parameter glides, more VRAM and per-tick +compute; lower = snappier, more discrete response. The starting value comes +from `engine.depth` in config.json (4 by default, 2 on the XL checkpoint). diff --git a/apps/docs/demo/interface.mdx b/apps/docs/demo/interface.mdx new file mode 100644 index 00000000..81b9e755 --- /dev/null +++ b/apps/docs/demo/interface.mdx @@ -0,0 +1,97 @@ +--- +title: "The Interface" +description: "A tour of the demo UI — start flow, HUD, hero macros, and the Full Controls drawer" +icon: "compass" +--- + +## Starting a session + +The start overlay + +1. Open the app and click **click to begin** (*tap to begin* on mobile). The + button doubles as the browser's audio-unlock gesture, so playback starts + without any extra clicks. +2. The demo loads the default fixture and connects. Cold start takes ~15 s + while the server loads the model and TensorRT engines; the status bar shows + *loading* with "this might take up to a minute" while connecting. +3. When you upload your own track (or swap to one), the **Almost Ready** + dialog appears first: + - **Step 1 — Inference source.** Choose what the model hears: **Full + track**, **Instruments**, or **Vocals**. Stems are ripped automatically + either way; the choice only controls what feeds inference. + - **Step 2 — Key & time signature.** Leave both on **Auto-detect** or pin + them explicitly, then hit **Start**. Encoding on the server can take up + to a minute for a fresh upload. + +## The HUD + +The live HUD + +The center of the screen is a canvas HUD: waveform background, history trails, +a playhead, and DAW-style name pills for each active parameter lane. The +DEMON brand mark sits top-left; perimeter ribbons and the cursor halo pulse +with the kick. + +- **The top ribbon is the remix-strength slider.** Drag it (or + A + ↑/↓) to control how far the model + departs from the source. On every session start and song swap, the engine + value snaps to 0 and glides visually — a "hear the source first" cue (the + *denoise session gate*, configurable in + [config.json](/demo/configuration)). +- When parameter lanes overflow the display, a **+N more** chip appears. +- Shift+P toggles a developer performance overlay + (frame time, p95, long tasks); live engine stats (`tick_ms`, `dec_ms`, + generation count) arrive with every params update. + +## Hero macros + +The bay at the bottom-center holds the controls you'll touch most, in three +zones: + +| Zone | Controls | +|---|---| +| **Macros** | **STRENGTH** (remix strength, A), **STRUCTURE** (G), **TIMBRE**, and a **SEED** randomizer (F) | +| **Style faders** | Two hero LoRA faders (Z / X), labeled with the enabled LoRA names | +| **Tools** | **RECORD** pill (R), **CURVE EDITOR**, the **FULL CONTROLS** drawer toggle (O; reads **SIMPLE CONTROLS** while open), and the **MIDI IN** toggle | + +## The Full Controls drawer + +The Full Controls drawer + +Press O (or Esc) to open the drawer. It has seven tabs; +press Esc Esc for the expanded *spread view* that lays +every section out at once. + +| Tab | Contents | +|---|---| +| **Core** | The STRENGTH / STRUCTURE / TIMBRE / SEED knobs; input-track picker, audio upload, and the timbre & structure reference pickers | +| **Styles** | The **Tags** prompt fields (A/B with blend) and the [LoRA library](/demo/prompts-and-loras) | +| **Mod** | Engine internals — shift, feedback, feedback depth; [DCW corrector and CFG guidance](/demo/controls) | +| **Experimental** | The 14 [channel faders](/demo/controls#channel-faders-experimental) (channel highlights + channel groups) and activation steering | +| **Auto** | A control surface rendered entirely from the backend's `/api/knobs` manifest — every knob the server knows about, with nothing hardcoded | +| **Saved** | Saved sessions (hosted app only; standalone builds show a notice) | +| **Config** | Key / time-signature, transport, MIDI settings, preferences | + +A help readout at the bottom of the drawer explains whatever control you +hover — *"Hover any control to read about it."* + +## Status & indicators + +- The **status bar** appears for connection states (*loading*, errors, + mid-session swap progress) and hides once you're playing. +- A network indicator and live indicator report stream health. +- **Kiosk mode** (K, or launch with `--kiosk`) hides the cursor + when idle — built for installations. + +## Mobile + +On phones the app is **landscape-only** — portrait shows a "Rotate to +landscape" overlay. The mobile layout replaces the drawer with: + +- **Lite controls** along the bottom: a track carousel, four faders + (**strength**, **structure**, **timbre**, **shift**), a **REC** toggle, and + a **More →** button. +- **Edge stepper rails** — vertical drag-to-value tracks on the left/right + screen edges with haptic feedback. +- **More →** opens a full-screen sheet with the same seven tabs as the + desktop drawer. diff --git a/apps/docs/demo/midi.mdx b/apps/docs/demo/midi.mdx new file mode 100644 index 00000000..b93f184d --- /dev/null +++ b/apps/docs/demo/midi.mdx @@ -0,0 +1,93 @@ +--- +title: "MIDI & Keyboard" +description: "Hardware MIDI with per-control learn, and the full keyboard performance surface" +icon: "keyboard" +--- + +## Web MIDI + +Click the **MIDI in** toggle in the tools cluster (bottom-right of the +hero-macros bay) to enable hardware input. The LED reports state: dark = off, +red = listening, amber = the browser denied permission. + + +Web MIDI requires Chromium on `localhost` or HTTPS. On a remote box, either +use an SSH tunnel so the URL stays `localhost`, or serve behind TLS. + + +The first MIDI input auto-attaches. Values use endless-encoder +two's-complement CC semantics, so common controllers just work in relative +mode. Out of the box, **CC 71 / CC 72** drive the two hero style faders. + +### MIDI learn + +Any mappable control — knobs, faders, the blend rail, enum dropdowns, even +action buttons — can be rebound live: + +1. **Right-click** the control. A context menu opens showing the target + (e.g. *Remix strength*) and its current binding (*Bound to CC 74*). +2. Pick a mode: **Absolute**, **Relative (inc)**, **Relative (dec)**, + **Toggle** (for buttons), or **Pitch bend**. +3. Wiggle the physical control. The binding captures and the menu closes. + +**Re-learn as same type** re-maps without changing mode; **Clear mapping** +removes the binding. Mappings persist per option-profile in `localStorage`; +*Reset MIDI map* restores the automatic layout. + +## Keyboard shortcuts + +The whole instrument is playable from the keyboard. Hold a parameter key and +tap ↑/↓ to move that parameter: + +### Performance + +| Keys | Action | +|---|---| +| A + ↑↓ | Remix strength (denoise) | +| G + ↑↓ | Structure (hint) strength | +| B + ↑↓ | Prompt blend A↔B | +| Z / X + ↑↓ | Hero LoRA strength, slots 1 / 2 | +| F | Randomize seed | +| Enter | Send prompt (Ctrl/⌘+Enter inside the textarea) | +| Space | Pause / resume | + +### Engine + +| Keys | Action | +|---|---| +| E + ↑↓ | Feedback | +| H + ↑↓ | Shift | +| N + ↑↓ | Noise share | +| D + ↑↓ | ODE control | +| 0–7 + ↑↓ | Channel groups G0–G7 | +| Shift+1–6 + ↑↓ | Keystone channels CH13–CH56 | + +### DCW corrector + +| Keys | Action | +|---|---| +| T | Toggle DCW on/off | +| Shift+T | Cycle DCW mode | +| Shift+W | Cycle DCW wavelet | +| W / Y + ↑↓ | DCW low / high push | + +### Transport & UI + +| Keys | Action | +|---|---| +| R | Record / stop | +| L | Toggle loop (arm region drawing) | +| ←/→ | Nudge loop one grid step (Shift = move by loop length) | +| O or Esc | Toggle Full Controls drawer | +| Esc Esc | Expanded (spread) drawer view | +| K | Kiosk mode | +| Shift+P | Performance overlay (dev builds) | + +The same table lives in the [keyboard shortcut reference](/reference/keyboard-shortcuts). + +## Webcam motion input + +An optional webcam mode drives remix strength from motion: a low-resolution +capture canvas runs a frame-difference detector, smoothed, mapped onto +`denoise`. It needs the same secure-origin permissions as MIDI; if the camera +is blocked, stay with on-screen or MIDI control. diff --git a/apps/docs/demo/overview.mdx b/apps/docs/demo/overview.mdx new file mode 100644 index 00000000..f2e0c356 --- /dev/null +++ b/apps/docs/demo/overview.mdx @@ -0,0 +1,80 @@ +--- +title: "Overview" +description: "The DEMON demo app — a live performance surface for streaming music generation" +icon: "wand-magic-sparkles" +--- + +The demo app (`demos/realtime_motion_graph_web`) is DEMON's flagship reference +application: a Python backend plus a Next.js front-end in a single launcher. +Feed it audio and a prompt, then twist knobs, draw automation curves, blend +prompts, hot-swap timbre and structure references, and toggle LoRAs while the +model generates and plays back continuously. Most of the engine surface is +exposed as a live control. + +It is the same application that powers the hosted instance at +[music.daydream.live](https://music.daydream.live). + +The DEMON demo app — live HUD view + +## Launch + +```bash +uv run python -u -m demos.realtime_motion_graph_web.run +# then open http://localhost:6660 +``` + +Backend flags go after `--` (acceleration, checkpoint, ports — see the +[CLI reference](/reference/cli)). First run installs the web dependencies +automatically. + +## What you can do + + + + Remix strength, structure, timbre, feedback, flow shift, channel faders, + guidance, and the DCW corrector — all live, all hot-mutable. + + + Two prompt fields with a live blend slider; a genre-grouped LoRA library + with per-LoRA strength faders and hot TRT refit. + + + Change the source track mid-session (library, upload, or mic), and bias + the output with independent timbre and structure references. + + + Draw curves over the timeline for strength, structure, feedback, shift, + and any LoRA — smooth, linear, or stepped — plus a loop band. + + + Full keyboard control and Web MIDI with right-click MIDI learn on any + control. Mappings persist locally. + + + Capture the audio (Opus/AAC) or the live canvas as video, and snapshot the + full session state to JSON. + + + +## How it fits together + +The launcher starts two processes: + +| Port | Process | +|---|---| +| `:6660` | Next.js front-end (React + zustand) — what you open in the browser | +| `:1318` | Python backend — HTTP API + WebSocket; one GPU `StreamingSession` per connected tab | +| `:1319` | Control bus (localhost-only) — lets the [MCP server](/advanced/mcp) drive your session | + +Audio streams to the browser as zstd-compressed float16 delta slices over the +WebSocket; an `AudioWorklet` patches a shared PCM ring buffer in place, with +50 ms crossfades on swaps. The wire format is fully documented in the +[WebSocket protocol reference](/reference/websocket-protocol). + +## Drive it from an LLM + +Every user-facing action in the demo is also exposed as an MCP tool — prompt +changes, knob moves, LoRA toggles, source swaps, even sample-exact audio +writes into the live source. Point Claude Code (or any MCP client) at the +onboard MCP server and it controls the session you have open in the browser, +with the UI mirroring every change. See [MCP Control](/advanced/mcp). diff --git a/apps/docs/demo/prompts-and-loras.mdx b/apps/docs/demo/prompts-and-loras.mdx new file mode 100644 index 00000000..68d2bcdd --- /dev/null +++ b/apps/docs/demo/prompts-and-loras.mdx @@ -0,0 +1,68 @@ +--- +title: "Prompts & LoRAs" +description: "Live prompt blending and the hot-swappable LoRA library" +icon: "pen-nib" +--- + +## Prompt A ↔ B blending + +The Styles tab — prompts and LoRA library + +The **Styles** tab has two prompt fields — **A** and **B** — plus a blend +slider (B + ↑/↓): + +- Press Enter (or Ctrl/⌘+Enter inside the + textarea) to submit. Submission costs **one text-encoder pass** per prompt + (~60 ms warm); a `prompt_applied` ack arrives when the re-encode lands. +- The **blend slider is free**: it lerps between the two cached encodings per + tick with no re-encode — sweep it live as a performance control. +- The interpolation path is switchable between **slerp** and **linear** + (`set_interp_method`), for prompts as well as timbre/structure/feedback + blends. + +Prompts are comma-separated tags in ACE-Step style (genres, instruments, +moods, production descriptors). The shipped defaults are in +[config.json](/demo/configuration). + +## The LoRA library + +The LoRA browser lists every `.safetensors` under the server's +`$ACESTEP_MODELS_DIR/loras/` directory (default +`~/.daydream-scope/models/demon/loras/`), grouped by genre from sidecar +metadata. `demon-setup` downloads a starter pack of 16 genre LoRAs so hot +swapping works immediately; skip it with `uv run demon-setup --skip-loras` or +`DEMON_SKIP_STARTER_LORAS=1`. Drop your own `.safetensors` files in that +folder, optionally with `.metadata.json` sidecars, and refresh. + +- **Click to enable / disable.** Enabling allocates a strength knob + (`lora_str_`) and applies the weights live. On a TensorRT decoder this + goes through an **engine refit** — no rebuild, no session restart. +- **Drag the fader** for strength (0–2). Each enabled LoRA gets its own + fader; the first two enabled LoRAs also bind to the hero style faders + (Z / X). +- **Trigger words.** By default, enabling a LoRA prepends its primary trigger + word to both prompt fields so you see exactly what the encoder sees; + disabling removes it again (best-effort, only if still at the head). + Disable this with `auto_prepend_lora_triggers: false` in config.json for + fully manual workflows. +- **Checkpoint compatibility.** LoRAs trained for the other model scale + (2B vs 5B/XL) are hidden by default; set `show_incompatible_loras: true` to + list them anyway. LoRAs without a declared scale always show. + +Auto-enabled LoRAs at boot (and their strengths) are configured per +checkpoint scale via `enabled_loras` / `enabled_loras_xl` in +[config.json](/demo/configuration). + + +On the XL checkpoint, TRT LoRA refit is **not yet validated** — XL TRT +generation works, but LoRA applies may log `No engine weights matched` and +have no effect. The 2B turbo checkpoint has full hot-LoRA support. + + +## LoRA strength as automation + +Any enabled LoRA's strength fader can also be driven by a drawn +[automation curve](/demo/automation-curves) or bound to a +[MIDI controller](/demo/midi) — strength sweeps are a cheap, expressive +performance gesture since refit targets update without interrupting the +stream. diff --git a/apps/docs/demo/recording.mdx b/apps/docs/demo/recording.mdx new file mode 100644 index 00000000..93b221ca --- /dev/null +++ b/apps/docs/demo/recording.mdx @@ -0,0 +1,50 @@ +--- +title: "Recording" +description: "Capture the live audio, or the HUD canvas as video with audio muxed in" +icon: "circle-dot" +--- + +Press R or click the **Record** pill in the tools cluster. The pill +walks through *Starting…* → a live **MM:SS** counter → *Saving…*, and a +preview dialog offers the finished files for download with timestamped +filenames. + +## What gets captured + +Audio and video are recorded in parallel; you pick which to keep in the save +dialog. + +| Track | Format | Fallback | +|---|---|---| +| **Audio** | Opus-in-WebM at 192 kbps (`.webm`) | AAC-in-MP4 at 256 kbps (`.m4a`) on Safari/iOS | +| **Video** (optional) | VP9-in-WebM (`.webm`) | VP8-in-WebM, then H.264-in-MP4 (`.mp4`) | + +- Audio is teed off the player's output node — 48 kHz stereo, exactly what + you hear (including the LUFS matcher if enabled). +- Video captures the live graph canvas at 30 fps with the audio muxed in. + If no video codec is supported, recording silently becomes audio-only. + +## Limits & behavior + +- Soft caps: **60 minutes** or **~150 MB**, whichever comes first. +- Recording auto-pauses if the tab loses visibility or the audio context is + interrupted; the pill shows **PAUSED** and resumes on click. + +## Audio-reactive video backdrop + +Recording pairs well with the optional video mode: drop any `.mp4` / `.webm` +/ `.mov` into the `videos/` folder (sibling of `web/` in the demo directory) +and it becomes a backdrop rendered through a WebGL2 shader pipeline with two +audio-reactive effects: + +- **Color parallax** — saturated regions drift horizontally, with a punch on + every kick. +- **Bloom on kick** — luminance-thresholded bloom driven by the bass + envelope. The same kick envelope feeds the perimeter HUD ribbons and the + cursor halo via a CSS variable, so the whole frame pulses in lockstep. + +There is no preprocessing step — parallax is saturation-driven, not +depth-driven. With no videos present, the demo runs in graph mode and looks +the same. Shader intensities are tunable under `effects` in +[config.json](/demo/configuration). If WebGL2 is unavailable the plain video +plays as a fallback. diff --git a/apps/docs/demo/sources-and-references.mdx b/apps/docs/demo/sources-and-references.mdx new file mode 100644 index 00000000..ded35641 --- /dev/null +++ b/apps/docs/demo/sources-and-references.mdx @@ -0,0 +1,88 @@ +--- +title: "Sources & References" +description: "Swap the source track mid-session and bias the output with timbre and structure references" +icon: "arrows-rotate" +--- + +Three independent audio inputs shape what you hear: + +| Input | What it controls | +|---|---| +| **Source** | The track being remixed — what the playhead runs over | +| **Timbre reference** | Instrument character / sound palette | +| **Structure reference** | Sections, rhythm, and dynamics (the semantic hint) | + +All three accept built-in fixtures, uploaded files, or a short microphone +recording, and all three can be changed mid-session. Mix freely — e.g. a +thrash-metal source with a lo-fi timbre reference and a prog-rock structure +reference. + +## The source track + +The **Core** tab's track picker lists the built-in fixtures plus your +uploads. The shipped fixtures (streamed on first request from the +`daydreamlive/demon-fixtures-v2` Hugging Face dataset and cached locally): + +- `inside_confusion_loop_60s_gsm.wav` — G♯ minor (the default) +- `low_fi_Gm_loop_60s_gnm.wav` — G minor +- `prog_rock_loop_60s_enm.wav` — E minor +- `thrash_metal_loop_60s_enm.wav` — E minor + +Fixtures ship with pre-encoded sidecars (source latent, semantic context, +BPM, key), so swapping to one skips beat tracking, key classification, and +the encode round-trip entirely. + +**Uploading your own track** triggers the *Almost Ready* dialog: + +1. **Inference source** — feed the model the **Full track**, just the + **Instruments**, or just the **Vocals**. Stems are ripped automatically on + the server either way (a MelBand-RoFormer vocal/instrumental separation); + the choice controls what inference hears, not what you can monitor. The + default for uploads is *instruments* (configurable via + `swap_source_mode`). +2. **Key & time signature** — auto-detected, or pin them manually. + +Uploads are persisted server-side with the same sidecar layout as fixtures, +so swapping back to a previous upload is instant. + +**Swap behavior:** by default the playhead keeps its phase across a swap +(swapping at 1:30 starts the new track at 1:30). Set +`restart_song_on_swap: true` in [config.json](/demo/configuration) to restart +from the top instead. On every swap the remix-strength gate snaps to 0 so you +hear the new source first. + +**Mic as source:** record a 60 s snippet from your microphone and use it as +the source directly. + +## Timbre reference + +The timbre control biases *instrument character* toward a reference clip. + +- Pick a **fixture**, **upload a clip**, or **record a few seconds of mic + audio** (hum a melody, play your guitar at the laptop). +- The **timbre strength** knob blends between a cached silence baseline (0) + and the full reference (1) — it's a free, per-tick blend, so sweep it live. +- **Clear** the reference to fall back to *self-timbre* (the source's own + character). + +## Structure reference + +The structure reference replaces the source's semantic context — the model +follows the reference's sections, rhythm, and dynamics while still remixing +the source's audio. + +- Same source options: fixture, upload, or mic. The reference is padded or + trimmed to the source's length. +- The **structure** knob (`hint_strength`) controls how strongly the hint + steers generation — 0 ignores it entirely. +- **Clear** restores the source's own semantic context. + +## Writing audio into the live source + +Beyond swapping whole tracks, the engine can write audio *into* the playing +source in place — sample-exact, without restarting the stream: replace or +overdub (`sum`) a region at any position, optionally tiled across the whole +source. In the demo this powers the mic workflows; it is also exposed +directly as the [`write_audio` MCP tool](/reference/mcp-tools) and the +`write_audio` wire command for programmatic use (live looping, agent-driven +jamming). diff --git a/apps/docs/docs.json b/apps/docs/docs.json new file mode 100644 index 00000000..4e0d10e2 --- /dev/null +++ b/apps/docs/docs.json @@ -0,0 +1,137 @@ +{ + "$schema": "https://mintlify.com/docs.json", + "theme": "almond", + "name": "DEMON", + "description": "Streaming diffusion engine for real-time music generation", + "fonts": { + "family": "Manrope" + }, + "colors": { + "primary": "#1C1C1C", + "light": "#FF6369", + "dark": "#E5484D" + }, + "favicon": "/favicon.svg", + "logo": { + "light": "/logo/light.svg", + "dark": "/logo/dark.svg" + }, + "appearance": { + "default": "dark" + }, + "background": { + "color": { + "light": "#FFFFFF", + "dark": "#0B0B0D" + } + }, + "contextual": { + "options": ["copy", "view", "chatgpt", "claude"] + }, + "navigation": { + "tabs": [ + { + "tab": "Documentation", + "icon": "book-open", + "groups": [ + { + "group": "Getting Started", + "pages": [ + "index", + "getting-started/requirements", + "getting-started/quickstart", + "getting-started/tensorrt" + ] + }, + { + "group": "The Demo App", + "pages": [ + "demo/overview", + "demo/interface", + "demo/controls", + "demo/prompts-and-loras", + "demo/sources-and-references", + "demo/automation-curves", + "demo/midi", + "demo/recording", + "demo/configuration" + ] + }, + { + "group": "Cloud & Daydream", + "pages": [ + "cloud/hosted-demo", + "cloud/deployment" + ] + }, + { + "group": "The Engine", + "pages": [ + "engine/architecture", + "engine/session-api", + "engine/streaming", + "engine/examples" + ] + }, + { + "group": "Advanced", + "pages": [ + "advanced/mcp", + "advanced/benchmarking", + "advanced/development" + ] + } + ] + }, + { + "tab": "Reference", + "icon": "code", + "groups": [ + { + "group": "Controls", + "pages": [ + "reference/knobs", + "reference/keyboard-shortcuts" + ] + }, + { + "group": "Interfaces", + "pages": [ + "reference/cli", + "reference/http-api", + "reference/websocket-protocol", + "reference/mcp-tools" + ] + }, + { + "group": "Operations", + "pages": [ + "reference/environment-variables", + "reference/troubleshooting" + ] + } + ] + } + ], + "global": { + "anchors": [ + { + "anchor": "Hosted Demo", + "icon": "music", + "href": "https://music.daydream.live" + }, + { + "anchor": "GitHub", + "icon": "github", + "href": "https://github.com/daydreamlive/DEMON" + } + ] + } + }, + "footer": { + "socials": { + "x": "https://twitter.com/DaydreamLiveAI", + "github": "https://github.com/daydreamlive/DEMON" + } + } +} diff --git a/apps/docs/engine/architecture.mdx b/apps/docs/engine/architecture.mdx new file mode 100644 index 00000000..824ead16 --- /dev/null +++ b/apps/docs/engine/architecture.mdx @@ -0,0 +1,100 @@ +--- +title: "Architecture" +description: "How DEMON is layered — from the streaming pipeline to the web demo" +icon: "sitemap" +--- + +One Python process loads the ACE-Step model once and exposes a small set of +primitives. Every consumer — the bundled web demo, the MCP server, a notebook, +your own client — drives those same primitives. The library does not know or +care which one you use. + +## The layers + +```text +┌────────────────────────────────────────────────────────────┐ +│ Clients: browser UI · MCP (LLM) · your own frontend / SDK │ +└──────────────┬─────────────────────────────────────────────┘ + │ WebSocket + HTTP (:1318) · control bus (:1319) +┌──────────────▼─────────────────────────────────────────────┐ +│ demos/realtime_motion_graph_web — server.py, ws_adapter, │ +│ protocol.py (wire contract), audio_codec, mcp_server │ +└──────────────┬─────────────────────────────────────────────┘ +┌──────────────▼─────────────────────────────────────────────┐ +│ acestep/streaming — StreamingSession, PipelineRunner, │ +│ KnobState + knob registry (knobs.py), backends │ +└──────────────┬─────────────────────────────────────────────┘ +┌──────────────▼─────────────────────────────────────────────┐ +│ acestep/engine — Session API, StreamPipeline (ring │ +│ buffer), LoRA manager, TRT build + runtime, ode_steps │ +│ acestep/nodes — typed node graph (32 operations) │ +└────────────────────────────────────────────────────────────┘ +``` + +### `acestep/engine` — the engine + +- **`Session`** ([session-api](/engine/session-api)) — the primary programmatic + surface: `prepare_source`, `encode_text`, `generate`, `decode`, `stream`, + `apply_lora`. +- **`StreamPipeline`** ([streaming](/engine/streaming)) — the ring buffer of + in-flight generations, advanced together per tick. +- **TRT runtime** — the decoder dispatches to TensorRT or PyTorch through the + same code path; engines are refit-enabled for hot LoRA swaps. +- **`ode_steps`** — pure step primitives shared by the streaming and one-shot + paths, which is why streaming output is bit-identical to batch. + +### `acestep/nodes` — the typed node graph + +32 composable operations (latent / audio / conditioning / curve / mask / +solver / config / DCW / channel guidance) wired through `NodeDefinition` / +`NodePort` / `NodeParam`, with kwarg validation at registration. + +### `acestep/streaming` — session orchestration + +- **`StreamingSession`** wraps the node graph, model context, and audio + engine into a full-stack session. +- **`PipelineRunner`** owns the main loop: tick scheduling, parameter merging, + the adaptive playback-lead controller, and decode-skip optimization. +- **`knobs.py`** is the **knob registry** — the single source of truth for + every operator control (see below). + +### `demos/realtime_motion_graph_web` — the web demo + +A single TCP port (`:1318`) multiplexes the JSON HTTP API, fixture/LoRA/video +file serving, and the WebSocket upgrade. Each browser tab gets a +`ws_adapter` coroutine wrapping its own `StreamingSession`. A separate +**control bus** on `:1319` lets the [MCP server](/advanced/mcp) inject +commands into a live browser session. + +## Contract-first control surface + +Two Python registries are the single source of truth for everything a client +can do. Frontends discover them at runtime instead of hardcoding: + +| Registry | Served at | Contains | +|---|---|---| +| `acestep/streaming/knobs.py` | `GET /api/knobs` | Every operator knob: type, default, bounds, group, description | +| `demos/realtime_motion_graph_web/protocol.py` | `GET /api/protocol` | The wire contract: commands, events, config schema, handshake | + +A generator script projects both into TypeScript +(`web/sdk/types/wireContract.gen.ts`), and contract-drift unit tests guard the +projection. The demo's **AUTO** drawer tab renders its entire panel from the +`/api/knobs` manifest with zero hardcoded knobs — it doubles as the reference +implementation for building your own frontend. See +[Development](/advanced/development). + +## Ports & processes + +| Port | What | +|---|---| +| `:6660` | Next.js dev server (the UI you open in a browser) | +| `:1318` | Backend — HTTP API + WebSocket multiplex | +| `:1319` | Control bus (localhost-only by default) — used by the MCP server | + +## Daydream Scope + +DEMON ships a plugin skeleton (`scope_plugin/`, registered via a +`[project.entry-points.scope]` entry point) for +[Daydream Scope](https://docs.daydream.live/scope/introduction). When Scope +integrates DEMON, Scope's session management replaces the demo's — DEMON's +`Session` is designed as a bridge for exactly that kind of host. diff --git a/apps/docs/engine/examples.mdx b/apps/docs/engine/examples.mdx new file mode 100644 index 00000000..5e965518 --- /dev/null +++ b/apps/docs/engine/examples.mdx @@ -0,0 +1,50 @@ +--- +title: "Examples" +description: "Runnable scripts covering every engine feature, one at a time" +icon: "flask" +--- + +The repository ships standalone example scripts under `examples/`. Each one is +a complete, runnable program — the fastest way to learn one feature in +isolation. + +```bash +uv run python examples/session_demo.py +``` + +## Entry points + +| Script | What it shows | +|---|---| +| `examples/session_demo.py` | Persistent session; iterate covers with different seeds (~310 ms per iteration after warmup) | +| `examples/realtime_cover.py` | The full real-time cover workflow: dual prompts, dual LoRAs, timbre/hint references, temporal masking, engine-exclusive per-frame curves | +| `demos/test_stream_cover_graph.py` | A streaming cover graph driven from Python | + +## Per-feature scripts (`examples/covers/`) + +| Script | Feature | +|---|---| +| `cover_basic.py` | Standard cover pipeline (encode, condition, generate, decode) | +| `prompt_blend.py` | Two prompts blended with a temporal curve | +| `sde_denoise_curve.py` | Per-frame SDE re-noise modulation | +| `velocity_scaling.py` | Per-frame transformation rate control | +| `lora_generation.py` | LoRA-conditioned generation | +| `x0_target_blend.py` | Two-pass morphing toward a target latent | +| `conditioning_average.py` | Fuse two conditionings | +| `guidance_curve.py` | Per-frame CFG scale | +| `latent_noise_mask.py` | Latent-space inpainting | +| `initial_noise_curve.py` | Per-frame noise / source init mix | +| `ode_noise_injection.py` | Stochastic ODE step | +| `cover_semantic_blend.py` | Blend semantic hints from two sources | +| `x0_target_from_reference.py` | Pre-generate a target latent, morph toward it | + + +Standalone scripts must run from the repo root (or prepend the repo root to +`sys.path`) so the local `acestep` package wins over any sibling ACE-Step +checkout. + + +Each script maps directly onto an engine concept from +[Streaming Pipeline](/engine/streaming) — curves, conditioning compositing, +masks, x0 targets — so they double as executable documentation for the +[Session API](/engine/session-api). diff --git a/apps/docs/engine/session-api.mdx b/apps/docs/engine/session-api.mdx new file mode 100644 index 00000000..183eeafc --- /dev/null +++ b/apps/docs/engine/session-api.mdx @@ -0,0 +1,114 @@ +--- +title: "Session API" +description: "Drive DEMON programmatically — load the model once, then iterate" +icon: "code" +--- + +The Session API (`acestep/engine/session.py`) is the engine's primary +programmatic surface. Load the model once, then generate, decode, and stream +without paying setup cost again — after warmup an iteration costs ~310 ms. + +## One-shot generation + +```python +from acestep.engine.session import Session +from acestep.constants import TASK_INSTRUCTIONS + +session = Session( + decoder_backend="compile", # or "tensorrt", "eager" + vae_backend="compile", + vae_window=0.36, # 0 = full decode; >0 enables windowed decode +) + +# Load audio, encode it, extract semantic context (cache across iterations). +source = session.prepare_source(audio) + +# Encode text once. Reused across generations. +cond = session.encode_text( + tags="deathstep death", + instruction=TASK_INSTRUCTIONS["cover"], + refer_latent=source.latent, + bpm=136, duration=60.0, key="G# minor", +) + +# Generate, decode, save. Cheap after warmup (~310 ms per iteration). +for seed in [1528, 9999, 42]: + latent = session.generate( + conditioning=cond, + context_latent=source.context_latent, + source_latent=source.latent, + seed=seed, + ) + save_audio(session.decode(latent), f"out_{seed}.wav") +``` + +## The methods + +| Method | What it does | +|---|---| +| `prepare_source(audio)` | VAE-encodes audio and extracts semantic context. Returns a `PreparedSource` with `.latent` and `.context_latent`. Cache it across iterations. | +| `encode_text(tags, instruction, refer_latent, bpm, duration, key, ...)` | One text-encoder forward pass. Returns a `Conditioning` reused across generations. | +| `generate(conditioning, context_latent, source_latent, seed, ...)` | One-shot diffusion inference. Returns a `Latent`. | +| `decode(latent, t_start=...)` | VAE decode to audio. With `vae_window > 0`, decodes only the requested window starting at `t_start`. | +| `stream(source, conditioning, pipeline_depth)` | Wraps the same primitives in a `StreamHandle` for continuous generation. | +| `apply_lora(...)` | Hot LoRA lifecycle — enable / set strength / remove without rebuilding (TRT refit when the decoder is a TRT engine). | + +## Streaming + +Streaming composes the same pure step primitives as the one-shot path +(`acestep/engine/ode_steps.py`), so the output is **bit-identical to batch**: + +```python +handle = session.stream(source=source, conditioning=cond, pipeline_depth=4) +for _ in range(N_TICKS): + # Mutate handle.conditioning / handle.context_latent between ticks + # to swap prompts or blend semantic hints live. + latent = handle.tick() + if latent is not None: + audio = handle.decode(latent, t_start=window_start_s) + +# Per-frame curve overrides bypass the ring buffer (1-tick latency): +handle.pipeline.set_shared_curve("velocity_scale", 1.2) +handle.pipeline.set_shared_curve("sde_denoise_curve", torch.tensor([...])) +``` + +`handle.tick()` advances every in-flight slot by one denoising step and +returns a finished latent when one completes (after warmup, every +`steps/depth` ticks on average). What you can mutate mid-stream — and how fast +each class of change reaches the audio — is covered in +[Streaming Pipeline](/engine/streaming). + +## TensorRT engines + +Pass engine paths explicitly, or use the canonical helper for the default +checkpoint: + +```python +from acestep.paths import available_trt_engines + +engines, picked_duration = available_trt_engines(duration_s=60.0) +session = Session( + decoder_backend="tensorrt", + vae_backend="tensorrt", + vae_window=0.36, + trt_engines=engines, +) +``` + +Explicit paths follow the layout in +[TensorRT Engines](/getting-started/tensorrt): + +```python +trt_engines={ + "decoder": "trt_engines/spectral_decoder_mixed_refit_b8_60s/spectral_decoder_mixed_refit_b8_60s.engine", + "vae_encode": "trt_engines/vae_encode_fp16_60s/vae_encode_fp16_60s.engine", + "vae_decode": "trt_engines/vae_decode_fp16_1s_fixed/vae_decode_fp16_1s_fixed.engine", +} +``` + + +Working examples live in `examples/` — start with `session_demo.py` +(persistent session, iterate covers with different seeds) and +`realtime_cover.py` (the full real-time workflow). See +[Examples](/engine/examples). + diff --git a/apps/docs/engine/streaming.mdx b/apps/docs/engine/streaming.mdx new file mode 100644 index 00000000..ddaa7948 --- /dev/null +++ b/apps/docs/engine/streaming.mdx @@ -0,0 +1,111 @@ +--- +title: "Streaming Pipeline" +description: "The ring buffer, per-frame modulation, CFG modes, and what governs control latency" +icon: "gauge-high" +--- + +`StreamPipeline` (`acestep/engine/stream.py`) is the heart of DEMON: a ring +buffer holding several in-flight generations at different denoising stages. +Each tick runs **one batched decoder forward pass** (two when CFG is active) +that advances every active slot by one step. After warmup, finished latents +emerge at a steady `depth/steps` generations per tick. + +## Heterogeneous slots + +Every in-flight slot carries its own `SlotRequest`: its own seed, its own +`denoise` strength (with its own cached timestep schedule), its own source +latent, its own per-frame curves, its own conditioning (one or more +`SlotCondition`s with per-frame `temporal_weight` and per-condition +`step_range`), its own CFG mode, its own x0 target, and its own latent-noise +mask. A single ring buffer can mix a `denoise=1.0` regeneration, a +`denoise=0.5` style transfer, and an RCFG-`self` request simultaneously and +batch them in one forward pass. + +## Scalar-or-curve modulation + +Velocity scale, SDE re-noise, ODE noise injection, guidance scale, x0 target +strength, initial noise mix, APG momentum, CFG rescale, DCW scalers, and +condition temporal weights all accept either a Python scalar or a `[T]` +tensor — one value per latent frame, at 25 Hz (40 ms) resolution. Everything +is canonicalized through `normalize_curve` at the boundary so the kernels see +one shape. + +Two related surfaces sit alongside the `[T]`-curve pattern: + +- **Channel guidance** — a `[1, T, 64]` per-channel gain applied to `xt` + before each forward pass (`pipeline.set_channel_gain_tensor(...)`). This is + what the demo's channel-group and keystone faders drive. +- **Shared mutable curves** — `pipeline.set_shared_curve(name, value)` + overrides one curve-shaped field (`velocity_scale`, `sde_denoise_curve`, + `ode_noise_curve`, `apg_momentum`, `x0_target_strength`, + `cfg_rescale_curve`) on **every in-flight slot at the next tick**, instead + of waiting for new submissions to drain through the ring. Pass `None` to + revert to per-slot behavior. + +## The two latency classes + +This is the most important thing to understand when building on the engine: + +| Parameter class | Reaches the output in | Examples | +|---|---|---| +| **Shared-curve** | 1 tick (~36–43 ms on TRT) | velocity, SDE re-noise amplitude, x0 strength, CFG rescale, channel gains | +| **Per-slot** | submit-queue wait + up to `steps` ticks (~280–460 ms at depth 4 / steps 8) | ODE `denoise`, `seed` | + +Per-slot parameters only land on newly submitted requests, which must run +their full step schedule before they retire. The streaming path keeps its +submit queue capped at 1 so a retiring slot always picks up the *freshest* +parameters. The demo's strength knob is per-slot in ODE mode but shared-curve +in SDE mode — SDE mode is structurally an order of magnitude more responsive. + +## Ring depth, duration, and VAE windowing + +Three knobs trade off against each other: + +- **`pipeline_depth` (1–8, hot-resizable)** — higher depth makes parameter + sweeps glide smoothly through finer intermediate states at the cost of + per-tick compute and VRAM; lower depth feels snappier and more discrete. + Resize live with `pipeline.set_depth(n)`; active slots drain naturally. +- **Engine duration** — TRT engines reserve workspace sized to their profile; + a 240 s engine costs ~9 GB more across the engine set than 60 s. Build only + what you need. +- **`vae_window`** — when > 0, decode happens in overlapped 3–30 s windows + (the `t_start` parameter picks the window) instead of full-length. This is + what unlocks low-latency streaming updates: ~4.5 ms per 3 s window on TRT. + +## Conditioning & CFG + +- **Multi-condition compositing** — within one slot, the decoder runs once per + active condition; velocities are blended per frame by `temporal_weight`, and + conditions gate in/out of the schedule by `step_range`. + `ConditioningBlend` (scalar alpha) and `ConditioningCombine` (per-frame + weights) are the typed entry points. The demo's prompt A/B slider is a + `ConditioningBlend`. +- **Three CFG modes** — standard CFG (uncond forward every step), + RCFG-`initialize` (one uncond forward per slot, cached), and RCFG-`self` + (zero uncond forwards; the slot's initial noise stands in as the virtual + uncond velocity). All three layer APG momentum and an optional per-frame + CFG-rescale curve on top. +- **Latent-noise-mask inpainting** — two-sided x0 blending matching ComfyUI + semantics: pre-blend on `xt` and post-blend on predicted `x0`, with an + optional per-step strength function for progressive masking. +- **DCW post-step correction** — wavelet-domain sampler-side correction + (Yu et al., CVPR 2026), four modes (`low` / `high` / `double` / `pix`) plus + an advanced surface that at zero is byte-identical to the upstream + reference. Hot-updatable via `pipeline.set_dcw(...)`. + +## Hot LoRA + +Register a directory once, then enable / set strength / remove without +rebuilding anything. When the decoder runs on TensorRT, applies route through +a **refitter against the live engine** — no engine rebuild, no session +restart. + +## Playback lead (full-stack latency) + +In the full streaming stack, the engine's convergence (~250 ms) is usually not +the audible bottleneck — the **playback lead** is: freshly decoded audio is +placed ahead of the live playhead by an adaptive margin (floor ~0.25 s by +default, ceiling 1.35 s) that absorbs GPU contention spikes. The lead +controller's floor/ceiling/release are tunable in the demo's +[`config.json`](/demo/configuration). The full knob-to-ear path and measured +numbers are in [Benchmarking & Latency](/advanced/benchmarking). diff --git a/apps/docs/favicon.svg b/apps/docs/favicon.svg new file mode 100644 index 00000000..6745052d --- /dev/null +++ b/apps/docs/favicon.svg @@ -0,0 +1,4 @@ + + + D + diff --git a/apps/docs/getting-started/quickstart.mdx b/apps/docs/getting-started/quickstart.mdx new file mode 100644 index 00000000..ec79d038 --- /dev/null +++ b/apps/docs/getting-started/quickstart.mdx @@ -0,0 +1,97 @@ +--- +title: "Quickstart" +description: "Install DEMON and run the web demo on your own GPU in minutes" +icon: "rocket" +--- + +This guide takes you from a fresh clone to live, steerable music in the +browser. If you just want to play without a GPU, skip straight to +[music.daydream.live](https://music.daydream.live). + + + + ```bash + git clone https://github.com/daydreamlive/DEMON.git + cd DEMON + uv sync + uv run demon-setup + ``` + + `demon-setup` checks your environment, downloads the ACE-Step v1.5 + checkpoints and starter LoRA pack, and builds the minimal TensorRT engine + set. It is idempotent, so re-running it after a partial download or failed + build resumes finished work. + + + + ```bash + uv run python -u -m demos.realtime_motion_graph_web.run + ``` + + The launcher starts the Python backend on `:1318` and a Next.js dev server + on `:6660`. First run installs `web/node_modules` automatically + (Node.js 20+ required). Backend flags go after the `--` separator. + + + + If you want to skip TensorRT builds for now, run setup without engines and + launch in `compile` mode: + + ```bash + uv run demon-setup --skip-engines + uv run python -u -m demos.realtime_motion_graph_web.run -- --accel compile + ``` + + `compile` needs no engines, but the first tick pays a long + `torch.compile` warmup. See [TensorRT Engines](/getting-started/tensorrt) + for the manual build commands and storage layout. + + + + Open **http://localhost:6660** and click **click to begin**. The demo + loads the default fixture (`inside_confusion_loop_60s_gsm.wav`) and starts + streaming. + + Cold start takes ~15 s while the server loads the model and TRT engines + (longer on `--accel compile`, which pays a one-time `torch.compile` + warmup). Once ready, the UI switches to the live HUD view. + + + + - Drag the **top ribbon** (or press A + ↑/↓) + to raise *remix strength* — at 0 you hear the source; push it up and the + model takes over. + - Edit the prompt and press Enter to re-encode it live. + - Press O to open the **Full Controls** drawer for everything + else: LoRAs, channel faders, guidance, automation curves. + - The spectral-control sliders live in the **Experimental** tab. They steer + generation itself, so sweep slowly and listen to upcoming audio. + + The full control surface is documented in + [The Demo App](/demo/overview). + + + +## Common launcher variants + +```bash +# Mix backends — TRT decoder, eager VAE (debugging the decode path): +uv run python -u -m demos.realtime_motion_graph_web.run -- \ + --accel tensorrt --vae-accel eager + +# Run the XL (5B) checkpoint (requires XL TRT engines — see TensorRT page): +uv run python -u -m demos.realtime_motion_graph_web.run -- \ + --accel tensorrt --checkpoint acestep-v15-xl-turbo + +# Lower-VRAM GPUs: offload the text encoder between prompt edits: +uv run python -u -m demos.realtime_motion_graph_web.run -- \ + --accel tensorrt --offload-text-encoder +``` + +The complete flag list is in the [CLI reference](/reference/cli). + +## Something not working? + +The [Troubleshooting](/reference/troubleshooting) page covers the common +failure modes: `engine_not_built` errors, WebSocket connection failures, +silent audio, slow cold starts, and TensorRT version mismatches. diff --git a/apps/docs/getting-started/requirements.mdx b/apps/docs/getting-started/requirements.mdx new file mode 100644 index 00000000..1422238b --- /dev/null +++ b/apps/docs/getting-started/requirements.mdx @@ -0,0 +1,60 @@ +--- +title: "System Requirements" +description: "Hardware, OS, and software requirements for running DEMON locally" +icon: "microchip" +--- + +## Hardware + +| Component | Requirement | +|---|---| +| GPU | NVIDIA, CUDA-capable. Tested on RTX 3090, 4090, and 5090; H100 is used for cloud deployments. | +| VRAM | ~24 GB for full TensorRT mode with the 60 s minimal engine set (RTX 4090 class). Less is workable with mixed backends, shorter engine durations, and `--offload-text-encoder`. | +| Audio | Any output device; the web demo plays through the browser. | + + +No GPU? Use the hosted instance at +[music.daydream.live](https://music.daydream.live) — see +[Hosted Demo](/cloud/hosted-demo). + + +## Software + +| Component | Requirement | +|---|---| +| Python | 3.11 (pinned in `pyproject.toml`) | +| [uv](https://docs.astral.sh/uv/) | Used for all installs and run commands | +| CUDA | 12.8 (baked into the pinned `torch==2.9.1+cu128` wheels) | +| TensorRT | 10.16.x (installed by `uv sync`; only needed for the TRT backends) | +| Node.js | 20+ — only for the bundled web demo; `node_modules` installs automatically on first run | +| OS | Windows and Linux are both used day-to-day (the hosted deployment runs Linux) | + +## Browser (for the web demo) + +- Any modern Chromium or Firefox. +- **Web MIDI** (hardware controllers) requires Chromium on `localhost` or HTTPS. +- **Webcam motion input** has the same secure-origin constraint. +- Audio playback requires one user gesture — the *click to begin* button counts. + +## Models and disk + +Checkpoints, fixtures, LoRAs, and TensorRT engines live under a single model +root, by default: + +```text +~/.daydream-scope/models/demon/ +``` + +Override it with the `ACESTEP_MODELS_DIR` environment variable. `uv run +demon-setup` downloads the ACE-Step v1.5 checkpoints, a starter pack of 16 +genre LoRAs, and the minimal TensorRT engine set. Audio fixtures stream on +first use from the +[`daydreamlive/demon-fixtures-v2`](https://huggingface.co/datasets/daydreamlive/demon-fixtures-v2) +Hugging Face dataset. To skip the starter LoRA pack, pass `--skip-loras` or +set `DEMON_SKIP_STARTER_LORAS=1`. + + +TensorRT engines are **not portable**: they are specific to the TensorRT +version, CUDA stack, driver, and GPU architecture they were built on. Rebuild +after changing any of those. See [TensorRT Engines](/getting-started/tensorrt). + diff --git a/apps/docs/getting-started/tensorrt.mdx b/apps/docs/getting-started/tensorrt.mdx new file mode 100644 index 00000000..380ff111 --- /dev/null +++ b/apps/docs/getting-started/tensorrt.mdx @@ -0,0 +1,149 @@ +--- +title: "TensorRT Engines" +description: "Build the TensorRT engines that unlock DEMON's full real-time performance" +icon: "bolt" +--- + +DEMON's fastest path runs the DiT decoder, VAE encode, and VAE decode through +TensorRT. Engines are optional — `compile` and `eager` backends work without +any build step — but TensorRT is what the headline performance numbers are +measured on. + +DEMON targets **TensorRT 10.16.x** (installed by `uv sync`). Engine plans are +specific to the TensorRT version, CUDA stack, driver, and GPU architecture +they were built on; treat `.engine` files as local build artifacts and rebuild +after changing any part of that stack. + +## Building engines + +All builds go through one entry point: + +```bash +# Preview what would be built: +uv run python -m acestep.engine.trt.build --preset minimal --dry-run + +# Recommended starting point — what `demon-setup` builds: +uv run python -m acestep.engine.trt.build --preset minimal + +# Full matrix (decoder refit + VAE for 60 s / 120 s / 240 s): +uv run python -m acestep.engine.trt.build --all + +# Just the windowed VAE decoder — smallest build, biggest payoff: +uv run python -m acestep.engine.trt.build --vae-only --duration 60 + +# Decoder only / force rebuild / force ONNX re-export: +uv run python -m acestep.engine.trt.build --all --decoder-only --duration 60 +uv run python -m acestep.engine.trt.build --all --duration 60 --force-rebuild +uv run python -m acestep.engine.trt.build --all --duration 60 --force-rebuild --force-onnx +``` + +ONNX intermediates are duration-agnostic and auto-reused across builds. By +default, missing ONNX is fetched from Hugging Face; pass `--export-locally` to +export from local checkpoint weights instead. + + +**Build only the durations you need.** Engines reserve VRAM workspace sized to +their profile — switching the three 240 s engines down to 60 s frees roughly +9 GB. Longer engines also pay more per-tick latency, since the diffusion +sequence length scales with duration. + + +## Storage layout + +Engines land under the model root (default +`~/.daydream-scope/models/demon/`, override with `ACESTEP_MODELS_DIR`): + +```text +trt_engines/ + _onnx_vae/ # shared VAE ONNX cache + _onnx_acestep-v15-turbo/ # checkpoint-specific decoder ONNX cache + spectral_decoder_mixed_refit_b8_60s/ + spectral_decoder_mixed_refit_b8_60s.engine + vae_encode_fp16_60s/ + vae_decode_fp16_60s/ + vae_decode_fp16_1s_fixed/ # windowed VAE decode, duration-agnostic + build_report.csv +``` + +Every engine gets a sibling `.metadata.json` recording the TensorRT, +CUDA, PyTorch, ONNX, GPU, and driver versions it was built against. The build +script rebuilds automatically when any of those (or the ONNX sha256) changes. + +Decoder engines are built with TensorRT **refit** enabled, so +[LoRA](/demo/prompts-and-loras) weight swaps apply against the live engine +without a rebuild. + +## How the demo picks engines + +At session-create time, the backend measures the source audio duration and +selects the **smallest built profile that fits**. If that profile is missing +it falls back to the next larger built profile (with a VRAM-cost warning in +the log). If no suitable engine exists, the UI receives an `engine_not_built` +error that includes the exact build command to run. + +For `acestep-v15-turbo` (default, 2B) the decoder profiles are +`spectral_decoder_mixed_refit_b8_{60,120,240}s`; VAE engines are shared across +checkpoints. The windowed `vae_decode_fp16_1s_fixed` engine is used whenever +`vae_window > 0` — it is built once and reused for every duration and +checkpoint. + +## XL checkpoint (acestep-v15-xl-turbo) + +The XL (5B) checkpoint is supported with FP8 W8A8 decoder engines +(`decoder_xl-turbo_fp8_refit_b4_{60,120,240}s`). Building them is a two-stage +pipeline per duration: build a `bf16_mixed` engine first (it drives +calibration capture), then run the FP8 calibration + build flow. + +```bash +# Download the XL checkpoint: +uv run acestep-download --model acestep-v15-xl-turbo --skip-main + +# Stage 1 — bf16 calibration driver (per duration): +uv run python -m acestep.engine.trt.build --all --checkpoint acestep-v15-xl-turbo \ + --decoder-only --duration 60 --batch-max 4 --batch-opt 4 \ + --builder-optimization-level 5 --workspace-gb 20 \ + --export-locally --decoder-precision bf16_mixed +``` + +Stage 2 (calibration capture and the FP8 build) is documented step-by-step in +the repo's [`docs/TRT.md`](https://github.com/daydreamlive/DEMON/blob/main/docs/TRT.md), +including the per-duration `collect_decoder_calibration.py` / +`collect_activation_absmax.py` scripts. At matching quality, FP8 is +meaningfully faster than bf16 and roughly half the engine size. + + +XL TRT generation is validated; **dynamic LoRA refit on XL engines is not yet** +— runtime logs show `No engine weights matched` when a LoRA apply is attempted +against an XL engine. + + +## RTX 5090 / Blackwell note + +TensorRT 10.15/10.16 can generate a Myelin fusion for the Oobleck VAE graph +that segfaults on RTX 5090 at the first inference call. DEMON pins VAE builds +to `builder_optimization_level=1` to avoid it. Any VAE engine built before +that pin should be treated as unsafe on Blackwell — rebuild it: + +```bash +uv run python -m acestep.engine.trt.build --all --vae-only --duration 60 --force-rebuild +``` + +## Using engines from the Session API + +The demo selects engines automatically. When driving the +[Session API](/engine/session-api) directly, pass paths explicitly or use the +canonical helper: + +```python +from acestep.engine.session import Session +from acestep.paths import available_trt_engines + +engines, picked_duration = available_trt_engines(duration_s=60.0) + +session = Session( + decoder_backend="tensorrt", + vae_backend="tensorrt", + trt_engines=engines, + vae_window=0.36, +) +``` diff --git a/apps/docs/images/curve-editor.png b/apps/docs/images/curve-editor.png new file mode 100644 index 00000000..faccdc4d Binary files /dev/null and b/apps/docs/images/curve-editor.png differ diff --git a/apps/docs/images/drawer-core.png b/apps/docs/images/drawer-core.png new file mode 100644 index 00000000..7c4b8566 Binary files /dev/null and b/apps/docs/images/drawer-core.png differ diff --git a/apps/docs/images/drawer-experimental.png b/apps/docs/images/drawer-experimental.png new file mode 100644 index 00000000..b25af06b Binary files /dev/null and b/apps/docs/images/drawer-experimental.png differ diff --git a/apps/docs/images/drawer-styles.png b/apps/docs/images/drawer-styles.png new file mode 100644 index 00000000..24f2fdb6 Binary files /dev/null and b/apps/docs/images/drawer-styles.png differ diff --git a/apps/docs/images/hud-live.png b/apps/docs/images/hud-live.png new file mode 100644 index 00000000..e7087334 Binary files /dev/null and b/apps/docs/images/hud-live.png differ diff --git a/apps/docs/images/start-overlay.png b/apps/docs/images/start-overlay.png new file mode 100644 index 00000000..1c1e586d Binary files /dev/null and b/apps/docs/images/start-overlay.png differ diff --git a/apps/docs/index.mdx b/apps/docs/index.mdx new file mode 100644 index 00000000..0ffaea50 --- /dev/null +++ b/apps/docs/index.mdx @@ -0,0 +1,99 @@ +--- +title: "What is DEMON?" +description: "DEMON — Diffusion Engine for Musical Orchestrated Noise — is a streaming diffusion engine for real-time music generation" +icon: "music" +--- + +DEMON (**D**iffusion **E**ngine for **M**usical **O**rchestrated **N**oise) is a +streaming diffusion engine for [ACE-Step v1.5](https://github.com/ace-step/ACE-Step) +music generation. Think StreamDiffusion, for audio: a ring buffer holds several +in-flight generations at different denoising stages, advanced together on every +tick. After warmup, finished latents stream out at a steady rate while you steer +the music live — prompts, knobs, automation curves, LoRAs, timbre and structure +references — and the output plays back continuously with no render queue. + + + A hosted instance runs at **music.daydream.live**. Open it in a browser, click + to begin, and start twisting knobs. + + +--- + +## The system at a glance + +DEMON is one Python process that loads the model once and exposes a small set of +primitives. Everything else — the bundled web demo, the MCP server, your own +client — drives those same primitives. + + + + A ring buffer of in-flight generations advanced together per tick. Depth is + hot-resizable; per-frame modulation knobs accept scalars or curves and are + mutable mid-stream. Streaming output is bit-identical to batch. + + + A browser performance surface: live prompt blending, a LoRA library, + automation curves, MIDI learn, timbre/structure references, recording, and + an audio-reactive HUD. + + + The DiT decoder, VAE encode, and VAE decode each pick + `tensorrt | compile | eager` independently. TRT decoder engines are + refit-enabled, so LoRA swaps don't rebuild anything. + + + `prepare_source`, `encode_text`, `generate`, `decode`, `stream` — load the + model once, then iterate at ~310 ms per generation after warmup. + + + +--- + +## Headline numbers + +Measured on an RTX 5090 with ACE-Step v1.5 turbo (2B), all-TRT, ring depth 4, +8 diffusion steps, the fixed 1 s windowed VAE decode engine, and a 60 s source: + +| Metric | Value | +|---|---| +| Tick (decoder forward, depth 4) | ~43 ms | +| Decode (windowed VAE) | 4.5 ms | +| Throughput | 11.3 generations/second | +| Parameter convergence | ~248 ms | +| Per-frame control resolution | 25 Hz (40 ms latent steps) | +| Streaming vs. batch quality | bit-identical output | + +--- + +## Where to go next + + + + `uv sync`, `uv run demon-setup`, then the launcher on your own GPU. + + + The HUD, the hero macros, the Full Controls drawer, and the start flow. + + + Bootstrap a GPU pod the same way the hosted Daydream instance is deployed. + + + The streaming pipeline, the typed node graph, and the contract-first control + surface. + + + +--- + +## Credits & license + +DEMON is built on top of [ACE-Step](https://github.com/ace-step/ACE-Step) — the +base diffusion model, VAE, text encoder, and 5 Hz LM are all ACE-Step's work, +released under MIT. DEMON was originally created by +[Ryan Fosdick](https://ryanontheinside.com) and is maintained by +[Daydream Live](https://daydream.live) and contributors. + +DEMON is distributed under **AGPL-3.0-or-later**. Among other things, modified +versions made available to users over a network must offer those users the +corresponding source code (AGPL §13). The ACE-Step portions remain available +under MIT on their own terms. diff --git a/apps/docs/logo/dark.svg b/apps/docs/logo/dark.svg new file mode 100644 index 00000000..3e1ba5e2 --- /dev/null +++ b/apps/docs/logo/dark.svg @@ -0,0 +1,3 @@ + + DEMON + diff --git a/apps/docs/logo/light.svg b/apps/docs/logo/light.svg new file mode 100644 index 00000000..5e6f3660 --- /dev/null +++ b/apps/docs/logo/light.svg @@ -0,0 +1,3 @@ + + DEMON + diff --git a/apps/docs/package-lock.json b/apps/docs/package-lock.json new file mode 100644 index 00000000..3104fe6a --- /dev/null +++ b/apps/docs/package-lock.json @@ -0,0 +1,14295 @@ +{ + "name": "demon-docs", + "version": "0.1.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "demon-docs", + "version": "0.1.0", + "devDependencies": { + "mintlify": "^4.2.67" + } + }, + "node_modules/@alcalzone/ansi-tokenize": { + "version": "0.2.5", + "resolved": "https://registry.npmjs.org/@alcalzone/ansi-tokenize/-/ansi-tokenize-0.2.5.tgz", 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+ "dev": "mintlify dev --port 3033", + "build": "mintlify validate", + "broken-links": "mintlify broken-links" + }, + "devDependencies": { + "mintlify": "^4.2.67" + } +} diff --git a/apps/docs/reference/cli.mdx b/apps/docs/reference/cli.mdx new file mode 100644 index 00000000..b8cd9e41 --- /dev/null +++ b/apps/docs/reference/cli.mdx @@ -0,0 +1,114 @@ +--- +title: "CLI Reference" +description: "Every command-line entry point — launcher, server, benchmark, TRT builds, and utilities" +icon: "terminal" +--- + +All commands run from the repo root with `uv run`. + +## Demo launcher + +```bash +uv run python -u -m demos.realtime_motion_graph_web.run [options] [-- backend-args] +``` + +Starts the backend and the Next.js dev server together. Anything after `--` +is forwarded to the backend. + +| Flag | Default | Meaning | +|---|---|---| +| `--port` | 1318 | Backend port | +| `--host` | 127.0.0.1 | Backend bind host | +| `--web-port` | 6660 | Next.js dev port | +| `--no-install` | — | Skip the `npm install` check | + +## Backend server + +```bash +uv run python -u -m demos.realtime_motion_graph_web.server [options] +``` + +| Flag | Default | Meaning | +|---|---|---| +| `--host` | 0.0.0.0 | Bind host | +| `--port` | 1318 | HTTP + WebSocket port | +| `--accel {tensorrt,compile,eager}` | tensorrt | Sets both decoder and VAE backends | +| `--decoder-accel` / `--vae-accel` | — | Override one component (wins over `--accel`) | +| `--checkpoint ` | acestep-v15-turbo | DiT checkpoint directory name (`xl` is an alias for `acestep-v15-xl-turbo`) | +| `--offload-text-encoder` | off | Offload the text encoder to CPU between prompt edits (lower VRAM, slower prompt swaps) | +| `--control-host` | 127.0.0.1 | Control-bus bind host (see [security note](/cloud/deployment#control-bus-security)) | +| `--control-port` | 1319 | Control-bus port | +| `--no-control` | — | Disable the control bus | +| `--no-backend` / `--ui-only` | — | Serve the UI with no generative backend | +| `--kiosk` | — | Kiosk mode (auto-hide cursor, idle reset) | +| `--mode {graph,video}` | graph | Initial display mode | + +## Headless benchmark + +```bash +uv run python -u -m demos.realtime_motion_graph_web.benchmark [options] +``` + +Takes the same `--accel` / `--decoder-accel` / `--vae-accel` / +`--checkpoint` flags as the server, plus: + +| Flag | Default | Meaning | +|---|---|---| +| `--json ` | — | Persist raw samples + summary stats | +| `--skip-threshold ` | −1 (off) | Mirror the runner's decode-skip behavior | +| `--no-decode` | — | Decoder-only throughput | + +## TensorRT builds + +```bash +uv run python -m acestep.engine.trt.build [options] +``` + +| Flag | Meaning | +|---|---| +| `--all` | Build the full set for the duration(s) | +| `--duration {60,120,240}` | Restrict to one profile duration | +| `--decoder-only` / `--vae-only` | Build one component class | +| `--checkpoint ` | Target checkpoint (decoder ONNX is checkpoint-specific) | +| `--dry-run` | Preview the build matrix | +| `--force-rebuild` / `--force-onnx` | Rebuild engines / re-export ONNX | +| `--export-locally` / `--skip-onnx` | ONNX from local weights / fail if missing | +| `--decoder-precision {auto,fp32,fp16_mixed,bf16_mixed,fp8_mixed}` | Precision recipe (see [TensorRT](/getting-started/tensorrt)) | +| `--batch-max`, `--batch-opt`, `--workspace-gb`, `--builder-optimization-level` | Builder tuning (XL uses `4 / 4 / 20 / 5`) | +| `--activation-absmax-json ` | FP8 W8A8 calibration input | + +## Model downloads + +```bash +uv run acestep-download --model acestep-v15-xl-turbo --skip-main +``` + +Checkpoints otherwise auto-download on first use. + +## Setup doctor + +```bash +uv run demon-setup [--skip-engines] [--skip-models] [--skip-loras] [--duration 60 120] +``` + +Runs the local setup workflow: doctor checks, checkpoint download, optional +starter LoRA pack, and TensorRT engine builds. Managed deployments can set +`DEMON_SKIP_STARTER_LORAS=1` instead of passing `--skip-loras`. + +## Fixture sidecar precompute + +```bash +uv run python -m scripts.calibration.precompute_fixture_sidecars [--with-stems] [--force] [--only ] +``` + +Pre-encodes fixture latents and metadata so session start skips beat +tracking, key classification, and `prepare_source`. Re-run after editing a +fixture's `track.json`; pinned `bpm` / `key` / `time_signature` values are +preserved unless `--force`. + +## Tests + +```bash +uv run pytest tests/unit -v # no GPU +uv run pytest tests/e2e_latency/ -v -s # GPU; DEMON_E2E_ACCEL=... to pick backend +``` diff --git a/apps/docs/reference/environment-variables.mdx b/apps/docs/reference/environment-variables.mdx new file mode 100644 index 00000000..1e4b649b --- /dev/null +++ b/apps/docs/reference/environment-variables.mdx @@ -0,0 +1,56 @@ +--- +title: "Environment Variables" +description: "Every environment variable DEMON reads" +icon: "list" +--- + +Copy `.env.example` to `.env` in the repo root and edit as needed. Variables +keep the `ACESTEP_` prefix because they configure the underlying ACE-Step +model that DEMON wraps. + +## Model & device + +| Variable | Default | Meaning | +|---|---|---| +| `ACESTEP_MODELS_DIR` | `~/.daydream-scope/models/demon/` | Root for checkpoints, TRT engines, LoRAs, fixtures, uploads | +| `ACESTEP_CONFIG_PATH` | `acestep-v15-turbo` | DiT checkpoint name (`acestep-v15-xl-turbo` for XL) | +| `ACESTEP_DEVICE` | `auto` | `auto` / `cuda` / `cpu` / `xpu` | +| `ACESTEP_DOWNLOAD_SOURCE` | `auto` | Preferred download source: `auto` / `huggingface` / `modelscope` | +| `HF_TOKEN` | — | Hugging Face token (optional; public models download without it) | +| `DEMON_SKIP_STARTER_LORAS` | unset | When set, `demon-setup` skips the starter LoRA pack unless `--skip-loras` already did | + +## Language model (5 Hz LM) + +| Variable | Default | Meaning | +|---|---|---| +| `ACESTEP_INIT_LLM` | `auto` | Whether to load the 5 Hz LM: `auto` (GPU VRAM detection decides), `true` (force enable; may OOM), `false` (pure DiT mode, faster) | +| `ACESTEP_LM_MODEL_PATH` | `acestep-5Hz-lm-1.7B` | LM variant: `acestep-5Hz-lm-0.6B` / `1.7B` / `4B` | +| `ACESTEP_LM_BACKEND` | `vllm` | `vllm` (faster) or `pt` (PyTorch native) | + +With the LLM disabled, thinking mode, chain-of-thought caption/language +detection, sample mode (generate from description), and LLM-enhanced format +mode are unavailable. GPU optimizations (offload, quantization, batch limits) +are applied regardless — `ACESTEP_INIT_LLM` only overrides the load decision. + +## Demo / MCP networking + +| Variable | Default | Meaning | +|---|---|---| +| `DEMON_HOST` / `DEMON_PORT` | `127.0.0.1` / `1318` | Where the MCP server finds the backend | +| `DEMON_CONTROL_HOST` / `DEMON_CONTROL_PORT` | `127.0.0.1` / `1319` | Where the MCP server finds the control bus | +| `NEXT_PUBLIC_POD_BASE_URL` | set by the launcher | Backend origin the web app connects its WebSocket to | + +## Test suites + +| Variable | Default | Meaning | +|---|---|---| +| `DEMON_E2E_ACCEL` | `tensorrt` when engines exist | Backend for `tests/e2e_latency/`: `tensorrt` / `eager` / `compile` | +| `DEMON_E2E_GPU` | most free VRAM | GPU index for the e2e suite | +| `DEMON_E2E_DEPTH` / `DEMON_E2E_STEPS` | — | Pipeline geometry overrides for the e2e suite | + +## Misc + +| Variable | Meaning | +|---|---| +| `ACESTEP_API_KEY` | Optional API-server auth key | +| `PYTHONIOENCODING=utf-8` | Workaround for Windows Unicode failures in external ONNX-export scripts | diff --git a/apps/docs/reference/http-api.mdx b/apps/docs/reference/http-api.mdx new file mode 100644 index 00000000..8bd86e5e --- /dev/null +++ b/apps/docs/reference/http-api.mdx @@ -0,0 +1,68 @@ +--- +title: "HTTP API" +description: "The backend's HTTP surface — manifests, fixtures, LoRAs, and videos on port 1318" +icon: "globe" +--- + +The backend multiplexes the HTTP API, file serving, and the WebSocket upgrade +on one TCP port (default `:1318`). In the bundled demo, Next.js rewrites +`/api/*`, `/fixtures/*`, `/loras/*`, and `/videos/*` from the UI origin to +the backend. + +## Manifests + +These two endpoints are the runtime-discoverable contract — build frontends +against them rather than hardcoding: + +### `GET /api/knobs` + +The complete knob catalog: + +```json +{ + "version": 1, + "knobs": { + "denoise": { + "type": "float", "default": 0.0, "min": 0.0, "max": 1.0, + "group": "core", "bank": true, + "description": "ODE denoise strength" + }, + "rcfg_mode": { + "type": "enum", "default": "off", "group": "guidance", "bank": false, + "options": ["off", "self", "initialize", "full"] + } + } +} +``` + +Every entry is fully self-describing — see the +[knob reference](/reference/knobs) for the catalog contents and the +clamp/drop validation semantics. + +### `GET /api/protocol` + +The wire contract: `{version, commands, events, config, handshake}` — +the machine-readable form of the +[WebSocket protocol](/reference/websocket-protocol). The same payload backs +the MCP `describe_protocol` tool, so every transport reads one contract. + +## Catalogs & files + +| Endpoint | Returns | +|---|---| +| `GET /api/loras` | LoRA library metadata (ids, names, genre grouping, recommended strengths, base-model scale) plus the active checkpoint scale | +| `GET /fixtures/` | A built-in fixture `.wav` — lazily downloaded from the `daydreamlive/demon-fixtures-v2` Hugging Face dataset and cached | +| `GET /loras/` | LoRA `.safetensors` weights | +| `GET /videos/` | Optional audio-reactive backdrop videos (`.mp4` / `.webm` / `.mov`) dropped into the demo's `videos/` folder | + +## WebSocket + +`ws://:1318/` — same port; the upgrade hands off to a per-connection +session coroutine. Wire format in the +[WebSocket protocol reference](/reference/websocket-protocol). + +## Control bus (separate port) + +A localhost-only HTTP server on `:1319` accepts commands *into live sessions* +— it exists for the [MCP server](/advanced/mcp) and is not part of the public +HTTP surface. See [security notes](/cloud/deployment#control-bus-security). diff --git a/apps/docs/reference/keyboard-shortcuts.mdx b/apps/docs/reference/keyboard-shortcuts.mdx new file mode 100644 index 00000000..36629ae3 --- /dev/null +++ b/apps/docs/reference/keyboard-shortcuts.mdx @@ -0,0 +1,57 @@ +--- +title: "Keyboard Shortcuts" +description: "The complete keyboard map for the demo app" +icon: "keyboard" +--- + +Hold a parameter key and tap ↑/↓ to move that +parameter. + +## Performance + +| Keys | Action | +|---|---| +| A + ↑↓ | Remix strength (denoise) | +| G + ↑↓ | Structure (hint) strength | +| B + ↑↓ | Prompt blend A↔B | +| Z + ↑↓ | Hero LoRA strength — slot 1 | +| X + ↑↓ | Hero LoRA strength — slot 2 | +| F | Randomize seed | +| Enter | Send prompt | +| Ctrl/⌘+Enter | Send prompt (inside the textarea) | +| Space | Pause / resume | + +## Engine + +| Keys | Action | +|---|---| +| E + ↑↓ | Feedback | +| H + ↑↓ | Shift | +| N + ↑↓ | Noise share | +| D + ↑↓ | ODE control | +| 0–7 + ↑↓ | Channel groups G0–G7 | +| Shift+1–6 + ↑↓ | Keystone channels (CH13, CH14, CH19, CH23, CH29, CH56) | + +## DCW corrector + +| Keys | Action | +|---|---| +| T | Toggle DCW on/off | +| Shift+T | Cycle DCW mode | +| Shift+W | Cycle DCW wavelet | +| W + ↑↓ | DCW low-band push | +| Y + ↑↓ | DCW high-band push | + +## Transport, loop & UI + +| Keys | Action | +|---|---| +| R | Record / stop audio | +| L | Toggle loop (enable region / arm drawing) | +| ← / → | Nudge loop by one grid step | +| Shift+← / → | Move loop by its own length | +| O | Toggle Full Controls drawer | +| Esc | Toggle Full Controls drawer | +| Esc Esc | Open expanded (spread) drawer view | +| K | Toggle kiosk mode | +| Shift+P | Performance overlay (dev builds) | diff --git a/apps/docs/reference/knobs.mdx b/apps/docs/reference/knobs.mdx new file mode 100644 index 00000000..2a233f12 --- /dev/null +++ b/apps/docs/reference/knobs.mdx @@ -0,0 +1,89 @@ +--- +title: "Knob Reference" +description: "Every operator knob — type, default, range, and semantics" +icon: "sliders" +--- + +The knob registry (`acestep/streaming/knobs.py`) is the single source of +truth for the operator control surface. It is served live at +[`GET /api/knobs`](/reference/http-api) and by the +[`list_knobs` MCP tool](/reference/mcp-tools); the tables below mirror it. + +**Validation semantics:** numeric knobs are **clamped** into `[min, max]` +(ints rounded); invalid enum/bool values are **dropped** (the prior value is +preserved). The hot 125 Hz parameter path clamps silently; discrete callers +(MCP tools) surface the errors. + +**`bank`** marks knobs the streaming runner reads through `KnobState` +(continuous params). Non-bank knobs ride the same `params` channel but are +consumed straight from the raw wire dict — they're in the schema so every +frontend can render and validate them. + +## Core (`core` group) + +| Knob | Type | Default | Range | Description | +|---|---|---|---|---| +| `denoise` *(ODE mode)* | float | 0.0 | 0–1 | ODE denoise strength — the remix-strength knob | +| `sde_amp` *(SDE mode)* | float | 0.0 | 0–1 | SDE diffusion amplitude (replaces `denoise` in SDE mode) | +| `periodicity` *(SDE mode)* | float | 0.0 | 0–12.5 | SDE periodicity | +| `seed` | int | 0 | 0–4294967295 | Stream seed (passed to `torch.manual_seed`) | +| `feedback` | float | 0.0 | 0–1 | Feedback amount | +| `feedback_depth` | int | 1 | 1–8 | Feedback delay-tap depth in ticks (1 = last, N = N ticks back) | +| `shift` | float | 3.5 | 1–6 | Flow shift (timing/curve shape), passed verbatim to the diffusion solver | +| `hint_strength` | float | 1.0 | 0–1 | Structure (semantic hint) blend strength | +| `x0_target` | float | 0.0 | 0–1 | Scalar blend toward the x0 source-lock target (second half of the schedule); requires a source latent | +| `lora_str_` | float | 0.0 | 0–2 | Strength for enabled LoRA `` — allocated dynamically per enabled LoRA | + +## Channels (`groups` / `keystones` groups) + +All default 1.0, wire range 0–3 (the demo UI applies tighter per-channel caps +via [`channel_ranges`](/demo/configuration#channel_ranges)): + +| Knob | Description | +|---|---| +| `ch_g0` … `ch_g7` | Channel-group amplifiers — each spans 8 of the 64 latent channels | +| `ch13`, `ch14`, `ch19`, `ch23`, `ch29`, `ch56` | Keystone single-channel amplifiers | + +## Guidance (`guidance` group, non-bank) + +| Knob | Type | Default | Range | Description | +|---|---|---|---|---| +| `guidance_scale` | float | 1.0 | 1–15 | RCFG guidance scale; only applied when `rcfg_mode != "off"` | +| `cfg_rescale` | float | 0.0 | 0–1 | APG norm rescale toward the positive velocity magnitude | +| `rcfg_mode` | enum | `off` | `off` / `self` / `initialize` / `full` | Residual-CFG mode. String-valued — set via the `set_rcfg_mode` MCP tool, not `set_knob` | + +## DCW corrector (`dcw` group, non-bank) + +| Knob | Type | Default | Range | Description | +|---|---|---|---|---| +| `dcw_enabled` | bool | `true` | — | Enable the wavelet-domain corrector | +| `dcw_mode` | enum | `double` | `low` / `high` / `double` / `pix` | Correction band | +| `dcw_wavelet` | enum | `haar` | `haar` / `db4` / `sym8` / `db8` | Wavelet basis | +| `dcw_scaler` | float | 0.05 | 0–0.5 | Low-band push strength | +| `dcw_high_scaler` | float | 0.02 | 0–0.5 | High-band push strength | +| `dcw_mult_blend` | float | 0.0 | 0–1 | Multiplicative-blend fader (advanced; 0 = upstream behavior) | +| `dcw_mag_phase` | float | 0.0 | 0–1 | Magnitude+phase fader (advanced; 0 = upstream behavior) | +| `dcw_soft_thresh` | float | 0.0 | 0–0.3 | Soft-threshold sparsity (advanced; 0 = upstream behavior) | + +## Pipeline (non-bank) + +| Knob | Type | Default | Range | Description | +|---|---|---|---|---| +| `steps_override` | int | 8 | 1–16 | Diffusion step count. Changing it rebuilds the StreamPipeline | + +## Steering (`steering` / `manual` groups, when available) + +| Knob | Type | Default | Range | Description | +|---|---|---|---|---| +| *auto axis knobs* | float | 0.0 | −30…30 | Activation-steering α for a pre-built axis, injected at a fixed DiT layer/step. 0 = off; negative inverts. Useful magnitude ~2–15 by ear | +| `man_src_` | int | 0 | 0–catalog | Manual slot N: steering-vector catalog index (see `list_manual_steering_vectors`) | +| `man_layer_` | int | 9 | 0–layer max | Manual slot N: DiT inject layer (verbatim, no offset) | +| `man_step_` | int | 0 | 0–step max | Manual slot N: diffusion inject step; values past `steps_override − 1` silently no-op | +| `man_alpha_` | float | 0.0 | −30…30 | Manual slot N: injection strength; 0 = slot off; negative inverts, no sign correction | + +## Schema versioning + +The manifest carries `KNOB_SCHEMA_VERSION` (currently `1`). It bumps whenever +the contract changes shape in a way a frontend or agent must notice (knob +added/removed/retyped, bounds semantics changed) — compare it to detect a +stale build. diff --git a/apps/docs/reference/mcp-tools.mdx b/apps/docs/reference/mcp-tools.mdx new file mode 100644 index 00000000..348333f4 --- /dev/null +++ b/apps/docs/reference/mcp-tools.mdx @@ -0,0 +1,84 @@ +--- +title: "MCP Tools" +description: "Every tool exposed by the onboard MCP server" +icon: "robot" +--- + +The stdio MCP server (`demos/realtime_motion_graph_web/mcp_server.py`) +exposes the demo's full control surface to LLM agents. Setup and architecture +are covered in [MCP Control](/advanced/mcp). + +Most tools take an optional `session_id` and default to the most recently +started session. Knob writes are validated against the +[knob registry](/reference/knobs) and **raise on errors** (unlike the +browser's hot path, which clamps silently) so the agent gets feedback. + +## Discovery + +| Tool | Signature | Returns | +|---|---|---| +| `list_sessions` | `()` | Active sessions, newest first | +| `session_state` | `(session_id?)` | Full snapshot of one session — knobs, prompts, LoRAs, references | +| `list_fixtures` | `()` | The canonical fixture names | +| `list_loras` | `()` | Every LoRA in the server library (id, name, state, strength, metadata) | +| `get_lora_metadata` | `(lora_id)` | Full sidecar metadata for one LoRA | +| `list_knobs` | `(session_id?)` | The knob catalog + the session's current values | +| `list_manual_steering_vectors` | `()` | The steering-vector catalog (index, axis, build layer/step, filename) | +| `describe_protocol` | `()` | The full wire contract (same payload as `GET /api/protocol`) | + +## Prompts + +| Tool | Signature | +|---|---| +| `set_prompt` | `(prompt, prompt_b?, key?, time_signature?, session_id?)` — re-encodes live; accepts A and optional B | +| `set_prompt_blend` | `(value, session_id?)` — 0.0 = A, 1.0 = B; free (no re-encode) | + +## Knobs + +| Tool | Signature | +|---|---| +| `set_knob` | `(name, value, session_id?)` | +| `set_knobs` | `(values: dict, session_id?)` — bulk update | +| `get_knob` | `(name, session_id?)` | +| `set_rcfg_mode` | `(mode, session_id?)` — `off` / `self` / `initialize` / `full` (enums are not settable via `set_knob`) | + +## LoRAs & steering + +| Tool | Signature | +|---|---| +| `enable_lora` | `(lora_id, strength?, session_id?)` — hot TRT refit; allocates `lora_str_` | +| `disable_lora` | `(lora_id, session_id?)` | +| `add_manual_slot` | `(session_id?)` — LIFO; allocates `man_src/layer/step/alpha_` knobs; returns count + cap | +| `pop_manual_slot` | `(session_id?)` — removes the highest-numbered slot | + +## Timbre & structure references + +| Tool | Signature | +|---|---| +| `set_timbre_strength` | `(value, session_id?)` — 0.0 = silence baseline, 1.0 = full reference | +| `set_timbre_fixture` | `(name, session_id?)` | +| `set_timbre_audio` | `(audio_file, name?, session_id?)` — local file, resampled to 48 kHz, ≤ 2 channels | +| `clear_timbre` | `(session_id?)` — revert to self-timbre | +| `set_structure_fixture` | `(name, session_id?)` | +| `set_structure_audio` | `(audio_file, name?, session_id?)` — padded/trimmed to source length | +| `clear_structure` | `(session_id?)` — restore the source's own context | + +## Sources & live audio input + +| Tool | Signature | +|---|---| +| `swap_to_fixture` | `(name, prompt?, key?, time_signature?, session_id?)` | +| `swap_to_audio` | `(audio_file, name?, prompt?, key?, time_signature?, session_id?)` | +| `write_audio` | `(audio_file, at_s=0.0, mix="replace", repeat="none", source_epoch?, refresh_timbre=false, session_id?)` | + +`write_audio` writes a clip into the *playing* source in place, sample-exact, +without restarting the stream: + +- `at_s` — write position in playback seconds. +- `mix` — `replace` (declicked) or `sum` (overdub). +- `repeat` — `none` (write once) or `fill` (tile across the whole source, + phase-anchored at `at_s`). +- `source_epoch` — reject the write if the source was swapped in the + meantime. +- `refresh_timbre` — re-encode self-timbre afterward (~+50 ms); ignored when + a timbre override is active. diff --git a/apps/docs/reference/troubleshooting.mdx b/apps/docs/reference/troubleshooting.mdx new file mode 100644 index 00000000..c7e1fb7e --- /dev/null +++ b/apps/docs/reference/troubleshooting.mdx @@ -0,0 +1,110 @@ +--- +title: "Troubleshooting" +description: "Common failure modes and their fixes" +icon: "wrench" +--- + +## Demo app + +**"WebSocket connection failed"** — verify the backend is reachable on +`:1318` (firewall, reverse proxy must pass WebSocket upgrades). The launcher +logs `[backend]` output if the Python side crashed. + +**Audio is silent on first connect** — browsers gate audio behind a user +gesture. *click to begin* counts as one, so this should just work; if it +doesn't, click anywhere in the HUD view. + +**No MIDI devices listed** — Web MIDI requires Chromium on `localhost` or +HTTPS. Use `http://localhost:6660` (tunnel to it for remote boxes), or serve +behind TLS. + +**Webcam permission denied** — same secure-origin constraint as MIDI. Switch +to on-screen knobs if the browser blocks the camera. + +**Cold start is long** — the GPU server rebuilds the pipeline on every new +connection (~15 s on TRT; much longer the first time on `--accel compile`, +which pays a `torch.compile` warmup). Reuse connections when possible. + +**Knob feels laggy** — remember the +[two latency classes](/engine/streaming#the-two-latency-classes): ODE +`denoise` and `seed` take a few hundred ms by construction, and the adaptive +playback lead adds ~0.25 s before anything is audible. On a contended GPU the +lead inflates toward its ceiling; see `lead_floor_s` in +[config.json](/demo/configuration). + +## TensorRT + +**Server exits at boot: "TensorRT engines not built" or UI reports +`engine_not_built`** — run setup, launch without engines, or build the +smallest profile that fits your source exactly as the error's `build_command` +suggests: + +```bash +uv run demon-setup +uv run python -u -m demos.realtime_motion_graph_web.run -- --accel compile +uv run python -m acestep.engine.trt.build --all --duration 60 # 60 s source +uv run python -m acestep.engine.trt.build --all --duration 120 # 120 s source +``` + +**`DEMON TensorRT builds target TensorRT >=10.16,<10.17`** — the preflight +rejected your TensorRT version: + +```bash +uv sync --upgrade-package tensorrt +``` + +**Crash on the first VAE inference on RTX 5090** — the engine predates the +Blackwell `builder_optimization_level=1` workaround, or was carried across an +incompatible TRT/GPU stack. Rebuild: + +```bash +uv run python -m acestep.engine.trt.build --all --vae-only --duration 60 --force-rebuild +``` + +**Static-batch / reshape mismatch on XL** (`Static dimension mismatch…` or +`IShuffleLayer… reshaping failed`) — the XL engine wasn't built from the +dynamic-batch patched ONNX. Rebuild and check the logs mention +`*_dynbatch.onnx` with patched `Reshape` constants. + +**Unexpected rebuilds** — check `.metadata.json`; the build script +rebuilds when the schema, TensorRT version, GPU compute capability, build +config, or ONNX sha256 changes. + +**Out of memory during XL builds** — use `--decoder-only`, +`--batch-max 4 --batch-opt 4 --builder-optimization-level 5`, start with +`--duration 60`, and keep `vae_window > 0` with the windowed decode engine. + +**`ModuleNotFoundError: onnxscript` during XL export** — `uv add onnxscript`. + +**Windows `UnicodeEncodeError` from `torch.onnx`** — set +`$env:PYTHONIOENCODING = "utf-8"`. + +## VRAM + +**Cold start uses more VRAM than expected** — prefer the smallest duration +profile that fits the source (240 s → 60 s engines free ~9 GB across the +set), keep `vae_window > 0`, add `--offload-text-encoder`, or isolate a +component with `--decoder-accel` / `--vae-accel`. + +## LoRAs + +**A LoRA does nothing on XL** — XL TRT LoRA refit is not yet validated; +runtime logs show `No engine weights matched`. Use the 2B turbo checkpoint +for hot-LoRA work. + +**A LoRA is missing from the library** — check the file is under +`$ACESTEP_MODELS_DIR/loras/`, and that it isn't hidden by the +checkpoint-scale filter (`show_incompatible_loras` in +[config.json](/demo/configuration)). + +## MCP + +**MCP tools refuse to act** — the MCP server attaches to a *live browser +session*; open the demo tab first. Verify the control bus is up (`:1319`) and +wasn't disabled with `--no-control`. + +## Engine / scripts + +**`import acestep` resolves to the wrong package** — a sibling ACE-Step +checkout is shadowing the repo. Run from the repo root, or prepend the repo +root to `sys.path` in standalone scripts. diff --git a/apps/docs/reference/websocket-protocol.mdx b/apps/docs/reference/websocket-protocol.mdx new file mode 100644 index 00000000..23937952 --- /dev/null +++ b/apps/docs/reference/websocket-protocol.mdx @@ -0,0 +1,99 @@ +--- +title: "WebSocket Protocol" +description: "The wire format — handshake, commands, events, and binary audio framing" +icon: "plug" +--- + +One WebSocket connection per client, multiplexing JSON control messages and +binary audio. The Python source of truth is +`demos/realtime_motion_graph_web/protocol.py`; the machine-readable contract +is served at [`GET /api/protocol`](/reference/http-api), and TypeScript types +are generated from it (`web/sdk/types/wireContract.gen.ts`). + +## Handshake + +1. **Client → server (JSON):** the session config — fixture name or upload + intent, BPM/key/time-signature overrides, engine geometry (depth, steps, + VAE window), and capability opts. +2. **Client → server (binary, uploads only):** + `` + float32 PCM. Skipped when using a + server fixture. +3. **Server → client (JSON `ready`):** `session_id`, duration, channels, + sample rate, BPM, key, time signature, checkpoint, pipeline depth, the + LoRA catalog, capability flags, the per-session **knob manifest**, manual + steering slot count/cap, and steering availability. +4. **Server → client (binary):** the float16 initial buffer that bootstraps + playback. + +A pre-stream `upload_track` command can persist + encode an upload *without* +starting a stream (acked by `upload_ok` / `upload_failed`) — this powers the +upload library. + +## Client → server commands + +| Command | Purpose | +|---|---| +| `params` | Continuous knob update (~125 Hz): full raw knob dict + `playback_pos` clock | +| `prompt` | Re-encode the live prompt (prompt A, optional B, key, time signature) | +| `set_prompt_blend` | Lerp the cached A/B encodings (0.0 = A, 1.0 = B); no re-encode | +| `set_interp_method` | Switch blend interpolation (slerp / linear) for prompt, timbre, structure, feedback | +| `set_depth` | Live ring-depth retune, clamped to `[1, max_pipeline_depth]` | +| `loop_band` | Arm / move / clear the playback loop region | +| `enable_lora` / `disable_lora` | Toggle a LoRA; allocates / drops its `lora_str_` knob | +| `manual_slot_add` / `manual_slot_pop` | LIFO manual steering slots; allocate / drop `man_*_` knobs | +| `set_timbre_strength` | Blend the cached (silence, full) timbre pair | +| `set_timbre_source` / `set_timbre_fixture` / `clear_timbre_source` | Timbre reference: upload (+ binary PCM frame), server fixture, or revert to self-timbre | +| `set_structure_source` / `set_structure_fixture` / `clear_structure_source` | Structure reference: upload (+ binary PCM frame), fixture, or restore the source's own context | +| `swap_source` | Replace the playback source in-flight (+ optional binary PCM frame) | +| `write_audio` | Write audio into the live source in place — sample-exact, no restart (+ binary PCM frame) | + +## Server → client events + +| Event | Purpose | +|---|---| +| `ready` | Handshake completion (see above) | +| `error` | Structured init failure — `code`, `message`, and a `build_command` when an engine is missing | +| `params_update` | Periodic echo of the live param snapshot + telemetry (`num_gens`, `tick_ms`, `dec_ms`) | +| `params_echo` / `prompt_blend_echo` | Mirror channel for [MCP-driven](/advanced/mcp) changes — the browser re-sends through its own param path | +| `prompt_applied` | Prompt re-encode landed | +| `lora_catalog` | Refreshed catalog after enable/disable | +| `swap_ready` / `swap_failed` | Source swap accepted (+ binary replacement buffer) or rejected | +| `stem_assets` / `stem_failed` | Stem overlay buffers (+ one binary float16 frame per stem) or extraction failure | +| `depth_applied` | Ack for `set_depth` | +| `manual_slot_count` | Ack for manual slot add/pop | +| `timbre_set` / `timbre_cleared` / `timbre_failed` | Timbre reference acks | +| `structure_set` / `structure_cleared` / `structure_failed` | Structure reference acks | +| `audio_written` / `audio_write_failed` | `write_audio` acks (`start_s`, `end_s`, `source_epoch`) | +| `command_failed` | A capability-gated command was rejected (`command`, required capability, reason) | + +## Binary slice framing + +Audio streams server → client as slices: + +```text + +``` + +- `flags = 0`: raw float16. `flags = 1`: **zstd-compressed float16 delta** + against the client's current buffer. +- Large payloads are chunked so bulk sends never starve the read loop. +- The client decompresses, applies the delta in place to a shared ring + buffer, and an `AudioWorklet` plays it — 50 ms crossfades on swaps, + in-place delta adds otherwise. +- Sample rate is 48 kHz (fixed by ACE-Step); playback is float32 after + decompression. + +## Epoch guard + +Every slice carries an `epoch`. On `swap_ready`, the backend bumps the epoch +and the player bumps its swap count in lockstep; slices from a previous epoch +are dropped, so audio from a replaced track can never bleed into the new one. +The `write_audio` command accepts a `source_epoch` for the same reason — +a write aimed at an already-swapped source is rejected. + +## Validation semantics + +Knob values in `params` are validated against the +[knob registry](/reference/knobs): numerics **clamp**, invalid enums/bools +**drop**. Command-envelope fields are different by design: they carry no +bounds and **drop on type mismatch**. The divergence is the contract.