From a5b542f48c79457de9cddb9383336db647ed612e Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 17 Jun 2026 04:43:54 +0000 Subject: [PATCH 1/8] Revive Dembow on a modern stack (Python 3 + PyTorch + mido) The original RBM reggaeton generator could no longer run: it used Python 2 syntax, the removed TensorFlow 1.x graph API, and the unmaintained Python-2-only python-midi library, and it never saved the weights it trained. This brings it back to life while keeping its essence -- a Restricted Boltzmann Machine that learns the dembow groove and Gibbs-samples new patterns: - Reimplement the RBM in PyTorch (CD-k + Gibbs sampling), CPU/GPU capable, reproducible, with checkpoint save/load. - Replace python-midi with mido for MIDI <-> piano-roll conversion; fix the glob that silently skipped uppercase .MID files in the corpus. - Package it (dembow/) with a real CLI: `dembow train` / `dembow generate`, plus a nostalgic one-shot fire.py. - Seed generation from real reggaeton grooves so output stays in the pocket. - Add requirements.txt, pyproject.toml, a fast end-to-end smoke test, and a rewritten README documenting the revival. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- .DS_Store | Bin 6148 -> 0 bytes .gitignore | 7 ++ README.md | 98 ++++++++++++++++++---------- dembow/__init__.py | 30 +++++++++ dembow/cli.py | 82 ++++++++++++++++++++++++ dembow/dataset.py | 55 ++++++++++++++++ dembow/generate.py | 78 ++++++++++++++++++++++ dembow/midi_io.py | 149 +++++++++++++++++++++++++++++++++++++++++++ dembow/rbm.py | 120 ++++++++++++++++++++++++++++++++++ dembow/train.py | 62 ++++++++++++++++++ fire.py | 139 ++++++---------------------------------- midi_manipulation.py | 112 -------------------------------- pyproject.toml | 22 +++++++ requirements.txt | 3 + tests/test_smoke.py | 74 +++++++++++++++++++++ 15 files changed, 767 insertions(+), 264 deletions(-) delete mode 100644 .DS_Store create mode 100644 dembow/__init__.py create mode 100644 dembow/cli.py create mode 100644 dembow/dataset.py create mode 100644 dembow/generate.py create mode 100644 dembow/midi_io.py create mode 100644 dembow/rbm.py create mode 100644 dembow/train.py delete mode 100755 midi_manipulation.py create mode 100644 pyproject.toml create mode 100644 requirements.txt create mode 100644 tests/test_smoke.py diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index 27509ca466d4bdf79aacad2f8a24cf673665dd46..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKyKVwO3>+sENHnBNxj&GCKUg911$;n2A|gm|L_8v;yDq<-@gouBNSh+qCwp#v zo?YD(=Q98q9~UEF2%t|_#D|8i>2vjt-9$!FY>zD(JYa(r7M<$L3FQv(igz6Ff>ZwL zZMtjL+h*yz;|@DKW65hyJXq}$_FQeqUo*G=!MJ>4W>bMwAQeajQi1DMfIVBSKXA;L z3Zw$5z_$YWeJFIr8rVA8r-Q*p0Ai16Gv3=QK`fde*1*=08Jaki=v0XjL!8chiMkrt zIyxOh>&}Z~7W381lSSu!4E9OF5@%>3%(R)6xfvuy_nKwEye*{#Qv{c|P6!-+e Cgdb-B diff --git a/.gitignore b/.gitignore index 7bbc71c..60f9b1d 100755 --- a/.gitignore +++ b/.gitignore @@ -99,3 +99,10 @@ ENV/ # mypy .mypy_cache/ + +# macOS +.DS_Store + +# Dembow artifacts +*.pt +generated/ diff --git a/README.md b/README.md index 2773f93..2a7aeb7 100755 --- a/README.md +++ b/README.md @@ -1,63 +1,95 @@ # Dembow -## The first A.I that generates reggaeton hits. +## The first A.I. that generates reggaeton hits. 🔥 ![Denbow.jpg](denbow.jpg) -## Machine Learning Techniques -Using TensorFlow to generate short sequences of music with a [Restricted Boltzmann Machine](http://deeplearning4j.org/restrictedboltzmannmachine.html). -Do you want to go deep?, see the original technical idea: [How to build an RBM neural network in tensorflow](http://danshiebler.com/2016-08-10-musical-tensorflow-part-one-the-rbm/). +Dembow learns the *dembow* groove from a corpus of reggaeton MIDI files and +dreams up new patterns of its own. It is the same scrappy idea it always was — +a **Restricted Boltzmann Machine** sampling reggaeton out of noise — just +brought back to life on a modern stack. +## What changed in the revival +The original 2016 project was wonderful and completely unrunnable today. This +revival keeps its **essence** — the RBM, the piano-roll representation, the +contrastive-divergence training, the Gibbs sampling — while replacing the dead +parts underneath: -## Getting Started +| Then (2016) | Now | +| --------------------------------- | ------------------------------------ | +| Python 2 (`print "..."`) | Python 3 | +| TensorFlow 1.x graph + `Session` | PyTorch (CPU/GPU) | +| `python-midi` (unmaintained, Py2) | [`mido`](https://mido.readthedocs.io) | +| Threw the trained weights away | Saves & loads checkpoints | +| One-shot script | A real CLI + installable package | +| `glob('*.mid*')` skipped `.MID` | Case-insensitive corpus loading | -1. Install [Tensorflow](https://www.tensorflow.org/). If you have trouble running Tensorflow installation it may help: +The model itself — a Restricted Boltzmann Machine trained with CD-k and sampled +with a Gibbs chain — is unchanged in spirit. See the original write-ups it was +based on: Daniel Johnson's +[biaxial-rnn-music-composition](https://github.com/hexahedria/biaxial-rnn-music-composition) +and Dan Shiebler's +[RBM-in-TensorFlow tutorial](http://danshiebler.com/2016-08-10-musical-tensorflow-part-one-the-rbm/). -```sh -sudo easy_install pip -sudo pip install --upgrade virtualenv - export PIP_REQUIRE_VIRTUALENV=false +## Getting started +```sh +python -m venv venv +source venv/bin/activate +pip install -r requirements.txt # numpy, mido, torch +# or install the package + `dembow` command: +pip install -e . ``` -2. Install [Anaconda and dependencies](https://www.continuum.io/downloads) +## Make magic happen -3. Create virtualenv -```sh -virtualenv venv +Train the RBM on the included reggaeton corpus, then generate: +```sh +dembow train # -> dembow.pt +dembow generate # -> generated/dembow_*.mid ``` -4. Activate venv +Without installing, the same thing works through the module: + ```sh -source venv/bin/activate +python -m dembow.cli train +python -m dembow.cli generate ``` -5. Install python_midi module in normal procedure +Or just light the fire (train + generate in one go, like the original): + ```sh -git clone git@github.com:vishnubob/python-midi.git -cd python-midi -python setup.py install +python fire.py ``` -6. Install remaining dependencies with pip. -- matplotlib -- numpy -- pandas -- msgpack -- glob -- tqdm +### Useful knobs ```sh -pip install [dependencies] +dembow train --num-epochs 200 --n-hidden 50 --num-timesteps 15 --lr 0.005 +dembow generate --num-samples 10 --tempo-bpm 95 --seed-dir reggaeton_samples ``` -7. Make magic happen. First train your model with custom parameters and then wait the output. -```sh -python fire.py +By default generation **seeds each Gibbs chain from a real reggaeton song**, so +the output stays in the pocket instead of wandering. Pass `--seed-dir none` to +start from silence like the original did. + +## Project layout + +``` +dembow/ + midi_io.py MIDI <-> piano-roll, via mido (replaces midi_manipulation.py) + rbm.py the Restricted Boltzmann Machine, in PyTorch + dataset.py load the corpus, build training windows + train.py training loop + checkpointing + generate.py sample new patterns and write MIDI + cli.py the `dembow` command +fire.py nostalgic one-shot entry point +reggaeton_samples/ the MIDI corpus +tests/ a fast end-to-end smoke test ``` -Depends of the technical capabilities of your computer, it can take from 5 to 10 minutes. ## Contribute -We need your help feeding and training our current model. If you have reggeaton samples feel free to contribute. +We still need your help feeding and training the model. If you have reggaeton +MIDI, drop it in `reggaeton_samples/` and open a pull request. diff --git a/dembow/__init__.py b/dembow/__init__.py new file mode 100644 index 0000000..1491e92 --- /dev/null +++ b/dembow/__init__.py @@ -0,0 +1,30 @@ +"""Dembow -- a small neural network that generates reggaeton. + +The first A.I. that generates reggaeton hits, brought back to life. + +The original 2016 project trained a Restricted Boltzmann Machine (RBM) on a +corpus of reggaeton MIDI files and Gibbs-sampled new patterns out of it. This +revival keeps that exact idea -- an RBM learning the dembow groove -- but runs +on a modern stack: Python 3, PyTorch, and ``mido`` instead of TensorFlow 1.x, +Python 2, and the long-dead ``python-midi`` library. +""" + +from .rbm import RBM +from .midi_io import ( + LOWER_BOUND, + UPPER_BOUND, + SPAN, + midi_to_note_state_matrix, + note_state_matrix_to_midi, +) + +__version__ = "1.0.0" + +__all__ = [ + "RBM", + "LOWER_BOUND", + "UPPER_BOUND", + "SPAN", + "midi_to_note_state_matrix", + "note_state_matrix_to_midi", +] diff --git a/dembow/cli.py b/dembow/cli.py new file mode 100644 index 0000000..799eda6 --- /dev/null +++ b/dembow/cli.py @@ -0,0 +1,82 @@ +"""Command line interface for Dembow. + + dembow train # train the RBM on the reggaeton corpus + dembow generate # sample new reggaeton out of a trained model +""" + +from __future__ import annotations + +import argparse + +from . import __version__ + + +def build_parser() -> argparse.ArgumentParser: + parser = argparse.ArgumentParser( + prog="dembow", + description="The first A.I. that generates reggaeton hits.", + ) + parser.add_argument("--version", action="version", version=f"dembow {__version__}") + sub = parser.add_subparsers(dest="command", required=True) + + t = sub.add_parser("train", help="train the RBM on a folder of MIDI files") + t.add_argument("--data-dir", default="reggaeton_samples") + t.add_argument("--checkpoint", default="dembow.pt") + t.add_argument("--num-timesteps", type=int, default=15) + t.add_argument("--n-hidden", type=int, default=50) + t.add_argument("--num-epochs", type=int, default=200) + t.add_argument("--batch-size", type=int, default=100) + t.add_argument("--lr", type=float, default=0.005) + t.add_argument("--k", type=int, default=1, help="Gibbs steps for contrastive divergence") + t.add_argument("--seed", type=int, default=0) + t.add_argument("--device", default=None) + + g = sub.add_parser("generate", help="sample new reggaeton from a trained model") + g.add_argument("--checkpoint", default="dembow.pt") + g.add_argument("--output-dir", default="generated") + g.add_argument("--num-samples", type=int, default=10) + g.add_argument("--k", type=int, default=1) + g.add_argument("--seed-dir", default="reggaeton_samples", help="seed chains from real songs ('none' to start silent)") + g.add_argument("--tempo-bpm", type=float, default=95.0) + g.add_argument("--random-seed", type=int, default=0) + g.add_argument("--device", default=None) + + return parser + + +def main(argv=None) -> None: + args = build_parser().parse_args(argv) + + if args.command == "train": + from .train import train + + train( + data_dir=args.data_dir, + checkpoint=args.checkpoint, + num_timesteps=args.num_timesteps, + n_hidden=args.n_hidden, + num_epochs=args.num_epochs, + batch_size=args.batch_size, + lr=args.lr, + k=args.k, + seed=args.seed, + device=args.device, + ) + elif args.command == "generate": + from .generate import generate + + seed_dir = None if str(args.seed_dir).lower() == "none" else args.seed_dir + generate( + checkpoint=args.checkpoint, + output_dir=args.output_dir, + num_samples=args.num_samples, + k=args.k, + seed_dir=seed_dir, + tempo_bpm=args.tempo_bpm, + random_seed=args.random_seed, + device=args.device, + ) + + +if __name__ == "__main__": + main() diff --git a/dembow/dataset.py b/dembow/dataset.py new file mode 100644 index 0000000..6d09ea4 --- /dev/null +++ b/dembow/dataset.py @@ -0,0 +1,55 @@ +"""Load the reggaeton MIDI corpus and turn it into RBM training data.""" + +from __future__ import annotations + +import glob +import os +from typing import List + +import numpy as np + +from .midi_io import SPAN, midi_to_note_state_matrix + + +def find_midi_files(directory: str) -> List[str]: + """Return every MIDI file in ``directory`` (case-insensitive extension). + + The original used ``glob('*.mid*')``, which silently skipped the uppercase + ``.MID`` files in the corpus. We match regardless of case. + """ + files = glob.glob(os.path.join(directory, "*")) + return sorted(f for f in files if f.lower().endswith((".mid", ".midi"))) + + +def load_songs(directory: str, min_steps: int = 50, steps_per_quarter: int = 4) -> List[np.ndarray]: + """Parse every usable song in ``directory`` into piano-roll matrices.""" + songs = [] + for path in find_midi_files(directory): + try: + song = midi_to_note_state_matrix(path, steps_per_quarter=steps_per_quarter) + except Exception as exc: # a few corpus files have quirky encodings + print(f" skipping {os.path.basename(path)}: {type(exc).__name__}: {exc}") + continue + if song.shape[0] > min_steps: + songs.append(song) + return songs + + +def build_examples(songs: List[np.ndarray], num_timesteps: int) -> np.ndarray: + """Slice songs into fixed-length windows flattened for the RBM. + + Each training example is ``num_timesteps`` consecutive grid steps flattened + into a single ``num_timesteps * 2 * SPAN`` vector -- exactly the layout the + original code fed its visible layer. + """ + width = 2 * SPAN + examples = [] + for song in songs: + usable = (song.shape[0] // num_timesteps) * num_timesteps + if usable == 0: + continue + trimmed = song[:usable] + examples.append(trimmed.reshape(usable // num_timesteps, num_timesteps * width)) + if not examples: + return np.zeros((0, num_timesteps * width), dtype=np.float32) + return np.concatenate(examples, axis=0).astype(np.float32) diff --git a/dembow/generate.py b/dembow/generate.py new file mode 100644 index 0000000..6f4415f --- /dev/null +++ b/dembow/generate.py @@ -0,0 +1,78 @@ +"""Generate new reggaeton from a trained Dembow RBM.""" + +from __future__ import annotations + +import os +from typing import List, Optional + +import numpy as np +import torch + +from .dataset import find_midi_files +from .midi_io import SPAN, midi_to_note_state_matrix, note_state_matrix_to_midi +from .rbm import RBM + + +def _seed_from_song(path: str, num_timesteps: int, n_visible: int) -> Optional[torch.Tensor]: + """Build a single visible vector from the start of a real reggaeton song. + + Seeding the Gibbs chain with a genuine groove -- rather than silence -- keeps + the model in the dembow pocket, which is the whole point of the project. + """ + song = midi_to_note_state_matrix(path, steps_per_quarter=4) + width = 2 * SPAN + if song.shape[0] < num_timesteps: + return None + window = song[:num_timesteps].reshape(1, num_timesteps * width) + return torch.from_numpy(window.astype(np.float32)) + + +def generate( + checkpoint: str = "dembow.pt", + output_dir: str = "generated", + num_samples: int = 10, + k: int = 1, + seed_dir: Optional[str] = "reggaeton_samples", + tempo_bpm: float = 95.0, + random_seed: int = 0, + device: str | None = None, +) -> List[str]: + """Sample patterns from the model and write them out as MIDI files.""" + device = device or ("cuda" if torch.cuda.is_available() else "cpu") + torch.manual_seed(random_seed) + np.random.seed(random_seed) + + model = RBM.load(checkpoint, device=device) + cfg = model.config + os.makedirs(output_dir, exist_ok=True) + + # Try to seed each chain from a real song so the output grooves. + init = None + if seed_dir and os.path.isdir(seed_dir): + seeds = [] + for path in find_midi_files(seed_dir): + vec = _seed_from_song(path, cfg.num_timesteps, cfg.n_visible) + if vec is not None: + seeds.append(vec) + if len(seeds) >= num_samples: + break + if seeds: + init = torch.cat(seeds, dim=0) + if init.shape[0] < num_samples: + reps = (num_samples + init.shape[0] - 1) // init.shape[0] + init = init.repeat(reps, 1)[:num_samples] + + samples = model.generate(num_samples, k=k, init=init).cpu().numpy() + + width = 2 * SPAN + written = [] + for i, sample in enumerate(samples): + if not sample.any(): + continue + matrix = sample.reshape(cfg.num_timesteps, width) + out_path = os.path.join(output_dir, f"dembow_{i}.mid") + note_state_matrix_to_midi(matrix, out_path, steps_per_quarter=cfg.steps_per_quarter, tempo_bpm=tempo_bpm) + written.append(out_path) + + print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/'") + return written diff --git a/dembow/midi_io.py b/dembow/midi_io.py new file mode 100644 index 0000000..4aed055 --- /dev/null +++ b/dembow/midi_io.py @@ -0,0 +1,149 @@ +"""Convert MIDI files to and from the piano-roll representation the RBM uses. + +This is the modern replacement for the original ``midi_manipulation.py``, which +depended on the Python-2-only, unmaintained ``python-midi`` library. It uses +``mido`` instead and keeps the same representation the model was designed around: + +A song becomes a ``[num_steps, 2 * SPAN]`` matrix. Time is quantized onto a grid +(16th notes by default). For each step and each pitch we store two bits:: + + columns [0 : SPAN] -> "play" : the note is sounding this step + columns [SPAN : 2 * SPAN] -> "articulate": the note was (re)struck this step + +The "articulate" bit is what lets the model tell a freshly struck note apart +from one that is simply being held -- essential for capturing the percussive, +on-the-grid feel of the dembow rhythm. +""" + +from __future__ import annotations + +import math +from typing import List + +import mido +import numpy as np + +# The slice of the piano we care about. Identical to the original project so +# that the representation -- and the model's notion of "note range" -- is +# preserved. 24 == C1, 102 == F#7. +LOWER_BOUND = 24 +UPPER_BOUND = 102 +SPAN = UPPER_BOUND - LOWER_BOUND # 78 pitches + + +def _iter_note_events(midi_file: mido.MidiFile): + """Yield ``(abs_tick, pitch, is_on)`` for every note event in the file. + + All tracks are merged onto a single absolute-tick timeline. A note_on with + zero velocity is treated as a note_off, per the MIDI spec. + """ + for track in midi_file.tracks: + abs_tick = 0 + for msg in track: + abs_tick += msg.time + if msg.type == "note_on" and msg.velocity > 0: + yield abs_tick, msg.note, True + elif msg.type == "note_off" or (msg.type == "note_on" and msg.velocity == 0): + yield abs_tick, msg.note, False + + +def midi_to_note_state_matrix(path: str, steps_per_quarter: int = 4) -> np.ndarray: + """Parse ``path`` into a ``[num_steps, 2 * SPAN]`` piano-roll matrix. + + ``steps_per_quarter`` controls the time grid: 4 means a 16th-note grid, + which is what the original code effectively used. + """ + midi_file = mido.MidiFile(path) + ticks_per_step = midi_file.ticks_per_beat / steps_per_quarter + + events = sorted(_iter_note_events(midi_file), key=lambda e: e[0]) + if not events: + return np.zeros((0, 2 * SPAN), dtype=np.float32) + + last_tick = events[-1][0] + num_steps = int(math.floor(last_tick / ticks_per_step)) + 1 + + play = np.zeros((num_steps, SPAN), dtype=np.float32) + articulate = np.zeros((num_steps, SPAN), dtype=np.float32) + + # Track when each pitch was turned on so we can fill in the held steps. + note_start_step = {} + for abs_tick, pitch, is_on in events: + if pitch < LOWER_BOUND or pitch >= UPPER_BOUND: + continue + idx = pitch - LOWER_BOUND + step = int(math.floor(abs_tick / ticks_per_step)) + if is_on: + note_start_step[pitch] = step + articulate[step, idx] = 1.0 + play[step, idx] = 1.0 + else: + start = note_start_step.pop(pitch, step) + play[start : step + 1, idx] = 1.0 + + return np.concatenate([play, articulate], axis=1) + + +def note_state_matrix_to_midi( + statematrix, + path: str, + steps_per_quarter: int = 4, + tempo_bpm: float = 95.0, + velocity: int = 90, + ticks_per_beat: int = 480, +) -> str: + """Write a ``[num_steps, 2 * SPAN]`` matrix back out to a MIDI file. + + ``tempo_bpm`` defaults to 95 -- right in the reggaeton pocket. + """ + statematrix = np.asarray(statematrix) + play = statematrix[:, :SPAN] + articulate = statematrix[:, SPAN:] + + ticks_per_step = int(round(ticks_per_beat / steps_per_quarter)) + + midi_file = mido.MidiFile(ticks_per_beat=ticks_per_beat) + track = mido.MidiTrack() + midi_file.tracks.append(track) + track.append(mido.MetaMessage("set_tempo", tempo=mido.bpm2tempo(tempo_bpm), time=0)) + + num_steps = play.shape[0] + sounding = np.zeros(SPAN, dtype=bool) + pending: List[mido.Message] = [] + last_event_tick = 0 + + def flush(messages, current_tick): + nonlocal last_event_tick + for msg in messages: + track.append(msg.copy(time=current_tick - last_event_tick)) + last_event_tick = current_tick + + for step in range(num_steps): + tick = step * ticks_per_step + ons, offs = [], [] + for i in range(SPAN): + is_playing = play[step, i] > 0.5 + is_struck = articulate[step, i] > 0.5 + if sounding[i] and (not is_playing or is_struck): + offs.append(i) + sounding[i] = False + if is_playing and not sounding[i]: + ons.append(i) + sounding[i] = True + msgs = [mido.Message("note_off", note=i + LOWER_BOUND, velocity=0) for i in offs] + msgs += [mido.Message("note_on", note=i + LOWER_BOUND, velocity=velocity) for i in ons] + if msgs: + flush(msgs, tick) + + # Turn off anything still ringing at the end. + final_tick = num_steps * ticks_per_step + tail = [ + mido.Message("note_off", note=i + LOWER_BOUND, velocity=0) + for i in range(SPAN) + if sounding[i] + ] + if tail: + flush(tail, final_tick) + + midi_file.save(path) + return path diff --git a/dembow/rbm.py b/dembow/rbm.py new file mode 100644 index 0000000..8d61465 --- /dev/null +++ b/dembow/rbm.py @@ -0,0 +1,120 @@ +"""A Restricted Boltzmann Machine in PyTorch. + +This is the heart of Dembow and the part whose essence we are most careful to +preserve. The original project trained an RBM with single-step contrastive +divergence (CD-1) using a hand-written TensorFlow 1.x graph. Here we keep the +exact same model -- visible/hidden units, Gibbs sampling, contrastive +divergence -- but express it in modern PyTorch so it is readable, runs on +today's machines, and can use a GPU. +""" + +from __future__ import annotations + +from dataclasses import dataclass, asdict + +import torch + + +@dataclass +class RBMConfig: + """Everything needed to reconstruct the model and decode its output.""" + + n_visible: int + n_hidden: int + num_timesteps: int + span: int + steps_per_quarter: int = 4 + + +class RBM: + """Bernoulli-Bernoulli Restricted Boltzmann Machine trained with CD-k.""" + + def __init__(self, config: RBMConfig, device: str | torch.device = "cpu", seed: int | None = None): + self.config = config + self.device = torch.device(device) + if seed is not None: + torch.manual_seed(seed) + # Small random weights, zero biases -- same initialization scheme as the + # original (random_normal weights with 0.01 std, zero biases). + self.W = (0.01 * torch.randn(config.n_visible, config.n_hidden, device=self.device)) + self.bv = torch.zeros(config.n_visible, device=self.device) + self.bh = torch.zeros(config.n_hidden, device=self.device) + + # -- sampling helpers --------------------------------------------------- + + @staticmethod + def _bernoulli(probs: torch.Tensor) -> torch.Tensor: + """Sample a 0/1 tensor from a tensor of probabilities.""" + return torch.bernoulli(probs) + + def sample_hidden(self, v: torch.Tensor): + """Propagate visible -> hidden. Returns (probabilities, samples).""" + prob_h = torch.sigmoid(v @ self.W + self.bh) + return prob_h, self._bernoulli(prob_h) + + def sample_visible(self, h: torch.Tensor): + """Propagate hidden -> visible. Returns (probabilities, samples).""" + prob_v = torch.sigmoid(h @ self.W.t() + self.bv) + return prob_v, self._bernoulli(prob_v) + + def gibbs(self, v: torch.Tensor, k: int = 1) -> torch.Tensor: + """Run a k-step Gibbs chain starting from visible state ``v``.""" + for _ in range(k): + _, h = self.sample_hidden(v) + _, v = self.sample_visible(h) + return v + + # -- training ----------------------------------------------------------- + + def contrastive_divergence(self, v0: torch.Tensor, lr: float = 0.005, k: int = 1) -> float: + """One CD-k weight update on a batch. Returns reconstruction error.""" + prob_h0, h0 = self.sample_hidden(v0) + + vk = v0 + hk = h0 + for _ in range(k): + _, vk = self.sample_visible(hk) + prob_hk, hk = self.sample_hidden(vk) + + batch_size = v0.shape[0] + # Positive and negative associations, averaged over the batch. + pos = v0.t() @ prob_h0 + neg = vk.t() @ prob_hk + self.W += lr * (pos - neg) / batch_size + self.bv += lr * torch.sum(v0 - vk, dim=0) / batch_size + self.bh += lr * torch.sum(prob_h0 - prob_hk, dim=0) / batch_size + + return float(torch.mean((v0 - vk) ** 2)) + + # -- generation --------------------------------------------------------- + + @torch.no_grad() + def generate(self, num_samples: int, k: int = 1, init: torch.Tensor | None = None) -> torch.Tensor: + """Gibbs-sample ``num_samples`` visible vectors from the model.""" + if init is None: + init = torch.zeros(num_samples, self.config.n_visible, device=self.device) + else: + init = init.to(self.device) + return self.gibbs(init, k=k) + + # -- persistence -------------------------------------------------------- + + def save(self, path: str) -> None: + torch.save( + { + "config": asdict(self.config), + "W": self.W.cpu(), + "bv": self.bv.cpu(), + "bh": self.bh.cpu(), + }, + path, + ) + + @classmethod + def load(cls, path: str, device: str | torch.device = "cpu") -> "RBM": + checkpoint = torch.load(path, map_location="cpu", weights_only=True) + model = cls(RBMConfig(**checkpoint["config"]), device=device) + model.W = checkpoint["W"].to(model.device) + model.bv = checkpoint["bv"].to(model.device) + model.bh = checkpoint["bh"].to(model.device) + return model diff --git a/dembow/train.py b/dembow/train.py new file mode 100644 index 0000000..0269a3f --- /dev/null +++ b/dembow/train.py @@ -0,0 +1,62 @@ +"""Train the Dembow RBM on a folder of reggaeton MIDI files.""" + +from __future__ import annotations + +import numpy as np +import torch + +from .dataset import build_examples, load_songs +from .midi_io import SPAN +from .rbm import RBM, RBMConfig + + +def train( + data_dir: str = "reggaeton_samples", + checkpoint: str = "dembow.pt", + num_timesteps: int = 15, + n_hidden: int = 50, + num_epochs: int = 200, + batch_size: int = 100, + lr: float = 0.005, + k: int = 1, + seed: int = 0, + device: str | None = None, +) -> RBM: + """Train an RBM and save it to ``checkpoint``. Returns the trained model.""" + device = device or ("cuda" if torch.cuda.is_available() else "cpu") + np.random.seed(seed) + + print(f"Loading songs from '{data_dir}' ...") + songs = load_songs(data_dir, steps_per_quarter=4) + print(f"{len(songs)} songs processed") + if not songs: + raise SystemExit("No usable songs found -- nothing to train on.") + + examples = build_examples(songs, num_timesteps) + print(f"{examples.shape[0]} training windows of {examples.shape[1]} units each") + + n_visible = num_timesteps * 2 * SPAN + config = RBMConfig( + n_visible=n_visible, + n_hidden=n_hidden, + num_timesteps=num_timesteps, + span=SPAN, + steps_per_quarter=4, + ) + model = RBM(config, device=device, seed=seed) + + data = torch.from_numpy(examples).to(device) + n = data.shape[0] + print(f"Training on {device} for {num_epochs} epochs ...") + for epoch in range(1, num_epochs + 1): + perm = torch.randperm(n, device=device) + errors = [] + for start in range(0, n, batch_size): + batch = data[perm[start : start + batch_size]] + errors.append(model.contrastive_divergence(batch, lr=lr, k=k)) + if epoch % max(1, num_epochs // 20) == 0 or epoch == 1: + print(f" epoch {epoch:4d}/{num_epochs} recon-error {np.mean(errors):.5f}") + + model.save(checkpoint) + print(f"Saved trained model to '{checkpoint}'") + return model diff --git a/fire.py b/fire.py index cbdbeba..d2f34b4 100755 --- a/fire.py +++ b/fire.py @@ -1,129 +1,30 @@ -# Based on Daniel Johnson's code in https://github.com/hexahedria/biaxial-rnn-music-composition +#!/usr/bin/env python3 +"""Light the fire. 🔥 -import numpy as np -import pandas as pd -import msgpack -import glob -import tensorflow as tf -from tensorflow.python.ops import control_flow_ops -from tqdm import tqdm +The original entry point of Dembow trained the RBM and immediately sampled a few +patterns. This keeps that one-shot spirit while delegating to the modern package +underneath. For more control use the CLI: + dembow train + dembow generate -import midi_manipulation +or, without installing: -def get_songs(path): - files = glob.glob('{}/*.mid*'.format(path)) - songs = [] - for f in tqdm(files): - try: - song = np.array(midi_manipulation.midiToNoteStateMatrix(f)) - if np.array(song).shape[0] > 50: - songs.append(song) - except Exception as e: - raise e - return songs + python -m dembow.cli train + python -m dembow.cli generate -songs = get_songs('reggaeton_samples') -print "{} songs processed".format(len(songs)) +Originally based on Daniel Johnson's biaxial-rnn-music-composition and Dan +Shiebler's RBM-in-TensorFlow tutorial. +""" +from dembow.train import train +from dembow.generate import generate -### HyperParameters -# First, let's take a look at the hyperparameters of our model: -lowest_note = midi_manipulation.lowerBound #the index of the lowest note on the piano roll -highest_note = midi_manipulation.upperBound #the index of the highest note on the piano roll -note_range = highest_note-lowest_note #the note range +def main(): + train(data_dir="reggaeton_samples", checkpoint="dembow.pt") + generate(checkpoint="dembow.pt", output_dir="generated") -num_timesteps = 15 #This is the number of timesteps that we will create at a time -n_visible = 2*note_range*num_timesteps #This is the size of the visible layer. -n_hidden = 50 #This is the size of the hidden layer -num_epochs = 200 #The number of training epochs that we are going to run. For each epoch we go through the entire data set. -batch_size = 100 #The number of training examples that we are going to send through the RBM at a time. -lr = tf.constant(0.005, tf.float32) #The learning rate of our model - -### Variables: -# Next, let's look at the variables we're going to use: - -x = tf.placeholder(tf.float32, [None, n_visible], name="x") #The placeholder variable that holds our data -W = tf.Variable(tf.random_normal([n_visible, n_hidden], 0.01), name="W") #The weight matrix that stores the edge weights -bh = tf.Variable(tf.zeros([1, n_hidden], tf.float32, name="bh")) #The bias vector for the hidden layer -bv = tf.Variable(tf.zeros([1, n_visible], tf.float32, name="bv")) #The bias vector for the visible layer - - -#### Helper functions. - -#This function lets us easily sample from a vector of probabilities -def sample(probs): - #Takes in a vector of probabilities, and returns a random vector of 0s and 1s sampled from the input vector - return tf.floor(probs + tf.random_uniform(tf.shape(probs), 0, 1)) - -#This function runs the gibbs chain. We will call this function in two places: -# - When we define the training update step -# - When we sample our music segments from the trained RBM -def gibbs_sample(k): - #Runs a k-step gibbs chain to sample from the probability distribution of the RBM defined by W, bh, bv - def gibbs_step(count, k, xk): - #Runs a single gibbs step. The visible values are initialized to xk - hk = sample(tf.sigmoid(tf.matmul(xk, W) + bh)) #Propagate the visible values to sample the hidden values - xk = sample(tf.sigmoid(tf.matmul(hk, tf.transpose(W)) + bv)) #Propagate the hidden values to sample the visible values - return count+1, k, xk - - #Run gibbs steps for k iterations - ct = tf.constant(0) #counter - [_, _, x_sample] = control_flow_ops.while_loop(lambda count, num_iter, *args: count < num_iter, - gibbs_step, [ct, tf.constant(k), x]) - #This is not strictly necessary in this implementation, but if you want to adapt this code to use one of TensorFlow's - #optimizers, you need this in order to stop tensorflow from propagating gradients back through the gibbs step - x_sample = tf.stop_gradient(x_sample) - return x_sample - -### Training Update Code -# Now we implement the contrastive divergence algorithm. First, we get the samples of x and h from the probability distribution -#The sample of x -x_sample = gibbs_sample(1) -#The sample of the hidden nodes, starting from the visible state of x -h = sample(tf.sigmoid(tf.matmul(x, W) + bh)) -#The sample of the hidden nodes, starting from the visible state of x_sample -h_sample = sample(tf.sigmoid(tf.matmul(x_sample, W) + bh)) - -#Next, we update the values of W, bh, and bv, based on the difference between the samples that we drew and the original values -size_bt = tf.cast(tf.shape(x)[0], tf.float32) -W_adder = tf.multiply(lr/size_bt, tf.subtract(tf.matmul(tf.transpose(x), h), tf.matmul(tf.transpose(x_sample), h_sample))) -bv_adder = tf.multiply(lr/size_bt, tf.reduce_sum(tf.subtract(x, x_sample), 0, True)) -bh_adder = tf.multiply(lr/size_bt, tf.reduce_sum(tf.subtract(h, h_sample), 0, True)) -#When we do sess.run(updt), TensorFlow will run all 3 update steps -updt = [W.assign_add(W_adder), bv.assign_add(bv_adder), bh.assign_add(bh_adder)] - - -### Run the graph! -# Now it's time to start a session and run the graph! - -with tf.Session() as sess: - #First, we train the model - #initialize the variables of the model - init = tf.global_variables_initializer() - sess.run(init) - #Run through all of the training data num_epochs times - for epoch in tqdm(range(num_epochs)): - for song in songs: - #The songs are stored in a time x notes format. The size of each song is timesteps_in_song x 2*note_range - #Here we reshape the songs so that each training example is a vector with num_timesteps x 2*note_range elements - song = np.array(song) - song = song[:int(np.floor(song.shape[0]/num_timesteps)*num_timesteps)] - song = np.reshape(song, [song.shape[0]/num_timesteps, song.shape[1]*num_timesteps]) - #Train the RBM on batch_size examples at a time - for i in range(1, len(song), batch_size): - tr_x = song[i:i+batch_size] - sess.run(updt, feed_dict={x: tr_x}) - - #Now the model is fully trained, so let's make some music! - #Run a gibbs chain where the visible nodes are initialized to 0 - sample = gibbs_sample(1).eval(session=sess, feed_dict={x: np.zeros((10, n_visible))}) - for i in range(sample.shape[0]): - if not any(sample[i,:]): - continue - #Here we reshape the vector to be time x notes, and then save the vector as a midi file - S = np.reshape(sample[i,:], (num_timesteps, 2*note_range)) - midi_manipulation.noteStateMatrixToMidi(S, "generated_chord_{}".format(i)) - \ No newline at end of file +if __name__ == "__main__": + main() diff --git a/midi_manipulation.py b/midi_manipulation.py deleted file mode 100755 index 7453f94..0000000 --- a/midi_manipulation.py +++ /dev/null @@ -1,112 +0,0 @@ -import midi -import numpy as np - - -lowerBound = 24 -upperBound = 102 -span = upperBound-lowerBound - - -def midiToNoteStateMatrix(midifile, squash=True, span=span): - pattern = midi.read_midifile(midifile) - - timeleft = [track[0].tick for track in pattern] - - posns = [0 for track in pattern] - - statematrix = [] - time = 0 - - state = [[0,0] for x in range(span)] - statematrix.append(state) - condition = True - while condition: - if time % (pattern.resolution / 4) == (pattern.resolution / 8): - # Crossed a note boundary. Create a new state, defaulting to holding notes - oldstate = state - state = [[oldstate[x][0],0] for x in range(span)] - statematrix.append(state) - for i in range(len(timeleft)): #For each track - if not condition: - break - while timeleft[i] == 0: - track = pattern[i] - pos = posns[i] - - evt = track[pos] - if isinstance(evt, midi.NoteEvent): - if (evt.pitch < lowerBound) or (evt.pitch >= upperBound): - pass - # print "Note {} at time {} out of bounds (ignoring)".format(evt.pitch, time) - else: - if isinstance(evt, midi.NoteOffEvent) or evt.velocity == 0: - state[evt.pitch-lowerBound] = [0, 0] - else: - state[evt.pitch-lowerBound] = [1, 1] - elif isinstance(evt, midi.TimeSignatureEvent): - if evt.numerator not in (2, 4): - # We don't want to worry about non-4 time signatures. Bail early! - # print "Found time signature event {}. Bailing!".format(evt) - out = statematrix - condition = False - break - try: - timeleft[i] = track[pos + 1].tick - posns[i] += 1 - except IndexError: - timeleft[i] = None - - if timeleft[i] is not None: - timeleft[i] -= 1 - - if all(t is None for t in timeleft): - break - - time += 1 - - S = np.array(statematrix) - statematrix = np.hstack((S[:, :, 0], S[:, :, 1])) - statematrix = np.asarray(statematrix).tolist() - return statematrix - -def noteStateMatrixToMidi(statematrix, name="example", span=span): - statematrix = np.array(statematrix) - if not len(statematrix.shape) == 3: - statematrix = np.dstack((statematrix[:, :span], statematrix[:, span:])) - statematrix = np.asarray(statematrix) - pattern = midi.Pattern() - track = midi.Track() - pattern.append(track) - - span = upperBound-lowerBound - tickscale = 55 - - lastcmdtime = 0 - prevstate = [[0,0] for x in range(span)] - for time, state in enumerate(statematrix + [prevstate[:]]): - offNotes = [] - onNotes = [] - for i in range(span): - n = state[i] - p = prevstate[i] - if p[0] == 1: - if n[0] == 0: - offNotes.append(i) - elif n[1] == 1: - offNotes.append(i) - onNotes.append(i) - elif n[0] == 1: - onNotes.append(i) - for note in offNotes: - track.append(midi.NoteOffEvent(tick=(time-lastcmdtime)*tickscale, pitch=note+lowerBound)) - lastcmdtime = time - for note in onNotes: - track.append(midi.NoteOnEvent(tick=(time-lastcmdtime)*tickscale, velocity=40, pitch=note+lowerBound)) - lastcmdtime = time - - prevstate = state - - eot = midi.EndOfTrackEvent(tick=1) - track.append(eot) - - midi.write_midifile("{}.mid".format(name), pattern) \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..d67f374 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,22 @@ +[build-system] +requires = ["setuptools>=61"] +build-backend = "setuptools.build_meta" + +[project] +name = "dembow" +version = "1.0.0" +description = "The first A.I. that generates reggaeton hits -- a Restricted Boltzmann Machine for dembow." +readme = "README.md" +requires-python = ">=3.9" +license = { text = "MIT" } +dependencies = [ + "numpy>=1.24", + "mido>=1.3", + "torch>=2.0", +] + +[project.scripts] +dembow = "dembow.cli:main" + +[tool.setuptools] +packages = ["dembow"] diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..0226c0f --- /dev/null +++ b/requirements.txt @@ -0,0 +1,3 @@ +numpy>=1.24 +mido>=1.3 +torch>=2.0 diff --git a/tests/test_smoke.py b/tests/test_smoke.py new file mode 100644 index 0000000..e449199 --- /dev/null +++ b/tests/test_smoke.py @@ -0,0 +1,74 @@ +"""A fast end-to-end smoke test: MIDI round-trip, a tiny train, and generation. + +Run with: python -m pytest tests/ (or just python tests/test_smoke.py) +""" + +import os +import tempfile + +import numpy as np + +from dembow.dataset import build_examples, find_midi_files, load_songs +from dembow.midi_io import ( + SPAN, + midi_to_note_state_matrix, + note_state_matrix_to_midi, +) +from dembow.rbm import RBM, RBMConfig + +SAMPLES = os.path.join(os.path.dirname(__file__), "..", "reggaeton_samples") + + +def test_finds_uppercase_midi(): + files = find_midi_files(SAMPLES) + assert files, "no MIDI files found" + # The corpus contains uppercase .MID files the old glob missed. + assert any(f.endswith(".MID") for f in files) + + +def test_midi_roundtrip(): + files = find_midi_files(SAMPLES) + matrix = midi_to_note_state_matrix(files[0]) + assert matrix.ndim == 2 and matrix.shape[1] == 2 * SPAN + with tempfile.TemporaryDirectory() as d: + out = note_state_matrix_to_midi(matrix, os.path.join(d, "rt.mid")) + assert os.path.exists(out) + reparsed = midi_to_note_state_matrix(out) + # The "play" content should survive the round trip. + assert reparsed[:, :SPAN].sum() > 0 + + +def test_train_and_generate_tiny(): + num_timesteps = 8 + songs = load_songs(SAMPLES) + examples = build_examples(songs, num_timesteps) + assert examples.shape[0] > 0 + + n_visible = num_timesteps * 2 * SPAN + cfg = RBMConfig(n_visible=n_visible, n_hidden=16, num_timesteps=num_timesteps, span=SPAN) + rbm = RBM(cfg, seed=0) + + import torch + + data = torch.from_numpy(examples[:64]) + err0 = rbm.contrastive_divergence(data, lr=0.01) + for _ in range(50): + err = rbm.contrastive_divergence(data, lr=0.01) + assert err <= err0 + 1e-6 # learning should not blow up + + samples = rbm.generate(4).numpy() + assert samples.shape == (4, n_visible) + assert set(np.unique(samples)).issubset({0.0, 1.0}) + + with tempfile.TemporaryDirectory() as d: + path = os.path.join(d, "m.pt") + rbm.save(path) + loaded = RBM.load(path) + assert loaded.W.shape == rbm.W.shape + + +if __name__ == "__main__": + test_finds_uppercase_midi() + test_midi_roundtrip() + test_train_and_generate_tiny() + print("All smoke tests passed.") From b4a47eebccc569f911a72bf5a3376127d53a866a Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 17 Jun 2026 04:59:06 +0000 Subject: [PATCH 2/8] Add LSTM sequence model + genre-aware representation for real reggaeton The revived RBM ran, but its output sounded like noise rather than reggaeton. Two root causes: (1) all ~6-7 tracks of each song were flattened into one piano roll, scrambling the dembow drums (channel 9, ~45% of corpus notes) in with bass and melody; (2) the RBM models an unordered "bag of notes" with no sense of time and sampled every pitch independently, yielding 300+ simultaneous notes. Fix the representation for both engines and add a sequence model as the default: - dembow/representation.py: separate drums into musical classes (kick, snare, hats, ...), transpose pitched content to a common key, and reconstruct a 2-track (drums + pitched) MIDI on the way out. - dembow/lstm.py: an LSTM that reads the song one 16th-note step at a time and predicts the next, so it learns the groove over time. Generation primes from a real song, keeps output sparse (top-k notes/step), and re-rolls if the beat drifts into silence. - Keep the RBM as a "classic mode" (`--model rbm`); generation auto-detects the model type from the checkpoint. - CLI: `dembow train --model lstm|rbm` plus generation knobs (num-steps, max-pitched, temperature). Default `dembow train` now trains the LSTM. - Extend the smoke test to cover the representation round-trip and a tiny LSTM train+generate; rewrite the README to explain both engines, why the early output was noise, and how to push quality further. Verified: LSTM training converges (loss 0.43 -> 0.18) and generation produces musically dense output (~1-2.5 drums/step, ~3-5 pitched/step, matching real songs) with consistent kick/snare/hat dembow grooves. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- README.md | 123 +++++++++++++++-------- dembow/__init__.py | 15 ++- dembow/cli.py | 80 ++++++++++----- dembow/dataset.py | 28 ++++++ dembow/generate.py | 98 ++++++++++++++---- dembow/lstm.py | 119 ++++++++++++++++++++++ dembow/rbm.py | 1 + dembow/representation.py | 207 +++++++++++++++++++++++++++++++++++++++ dembow/train.py | 62 +++++++++++- fire.py | 4 +- tests/test_smoke.py | 61 +++++++++++- 11 files changed, 708 insertions(+), 90 deletions(-) create mode 100644 dembow/lstm.py create mode 100644 dembow/representation.py diff --git a/README.md b/README.md index 2a7aeb7..f4f3bbf 100755 --- a/README.md +++ b/README.md @@ -4,32 +4,47 @@ ![Denbow.jpg](denbow.jpg) Dembow learns the *dembow* groove from a corpus of reggaeton MIDI files and -dreams up new patterns of its own. It is the same scrappy idea it always was — -a **Restricted Boltzmann Machine** sampling reggaeton out of noise — just -brought back to life on a modern stack. +dreams up new patterns of its own. It started life in 2016 as a Restricted +Boltzmann Machine; it has since grown a sequence model that actually understands +the beat — but it kept its soul. -## What changed in the revival +## Two engines, same soul -The original 2016 project was wonderful and completely unrunnable today. This -revival keeps its **essence** — the RBM, the piano-roll representation, the -contrastive-divergence training, the Gibbs sampling — while replacing the dead -parts underneath: +| Engine | What it is | Use it for | +| --- | --- | --- | +| **LSTM** (default) | A recurrent net that reads the song one 16th-note at a time and predicts what comes next. It learns *sequence* — the dembow kick/snare, where the bass lands, how a phrase moves. | Output that actually grooves. | +| **RBM** (classic) | The original 2016 model: a Restricted Boltzmann Machine sampling a static "bag of notes" with contrastive divergence + Gibbs sampling. | Nostalgia, and seeing where it all started. | -| Then (2016) | Now | -| --------------------------------- | ------------------------------------ | -| Python 2 (`print "..."`) | Python 3 | -| TensorFlow 1.x graph + `Session` | PyTorch (CPU/GPU) | -| `python-midi` (unmaintained, Py2) | [`mido`](https://mido.readthedocs.io) | -| Threw the trained weights away | Saves & loads checkpoints | -| One-shot script | A real CLI + installable package | -| `glob('*.mid*')` skipped `.MID` | Case-insensitive corpus loading | +### Why the early version sounded like noise + +The original threw every one of a song's ~6–7 tracks into a single piano roll, +which blended the **dembow drums** (channel 9 — almost half of all the notes in +the corpus, and the signature of the genre) in with bass and melody, scrambling +the groove. It also modelled a window of time as an unordered set, so it had no +way to learn "boom — boom-chick," and it sampled every pitch independently, so +each output was a wall of 300+ simultaneous notes. + +The revival fixes the **representation** for both engines: -The model itself — a Restricted Boltzmann Machine trained with CD-k and sampled -with a Gibbs chain — is unchanged in spirit. See the original write-ups it was -based on: Daniel Johnson's -[biaxial-rnn-music-composition](https://github.com/hexahedria/biaxial-rnn-music-composition) -and Dan Shiebler's -[RBM-in-TensorFlow tutorial](http://danshiebler.com/2016-08-10-musical-tensorflow-part-one-the-rbm/). +- **Drums are separated** from pitched content and bucketed into musical classes + (kick, snare, clap, hats, …), so the model can learn the beat as a beat. +- **Songs are transposed to a common key**, so it learns relative harmony + instead of smearing every key together. +- **Output is kept sparse** — a handful of notes per step — so it's music. + +## What changed in the revival + +| Then (2016) | Now | +| --- | --- | +| Python 2 (`print "..."`) | Python 3 | +| TensorFlow 1.x graph + `Session` | **PyTorch** (CPU/GPU) | +| `python-midi` (unmaintained, Py2) | [`mido`](https://mido.readthedocs.io) | +| All tracks flattened into one roll | **Drums separated**, key-normalized | +| RBM only (no sense of time) | **LSTM** sequence model (+ RBM classic) | +| 300+ notes of noise per window | Sparse, groove-aware output | +| Threw the trained weights away | Saves & loads checkpoints | +| One-shot script | A real CLI + installable package | +| `glob('*.mid*')` skipped `.MID` | Case-insensitive corpus loading | ## Getting started @@ -43,53 +58,79 @@ pip install -e . ## Make magic happen -Train the RBM on the included reggaeton corpus, then generate: +Train the default LSTM on the included reggaeton corpus, then generate: ```sh -dembow train # -> dembow.pt +dembow train # -> dembow.pt (LSTM, ~1 min on CPU) dembow generate # -> generated/dembow_*.mid ``` -Without installing, the same thing works through the module: +Want the original model? Just ask for it: + +```sh +dembow train --model rbm +dembow generate # generation auto-detects the model in the checkpoint +``` + +Without installing, the same things work through the module: ```sh python -m dembow.cli train python -m dembow.cli generate ``` -Or just light the fire (train + generate in one go, like the original): +Or just light the fire (train + generate in one go): ```sh python fire.py ``` -### Useful knobs +## Making it sound more like reggaeton + +Generation **primes each track with the opening bars of a real reggaeton song**, +so it starts in the pocket — including the dembow drums — then improvises from +there. A few knobs to push it further: ```sh -dembow train --num-epochs 200 --n-hidden 50 --num-timesteps 15 --lr 0.005 -dembow generate --num-samples 10 --tempo-bpm 95 --seed-dir reggaeton_samples +# train longer / bigger for a tighter groove +dembow train --num-epochs 150 --hidden 384 --seq-len 96 + +# generation controls +dembow generate \ + --num-samples 8 \ + --num-steps 128 \ # length after the priming bars + --max-pitched 4 \ # fewer simultaneous notes = cleaner melody + --temperature 0.8 \ # <1 = tighter & more repetitive, >1 = wilder + --tempo-bpm 95 # reggaeton pocket ``` -By default generation **seeds each Gibbs chain from a real reggaeton song**, so -the output stays in the pocket instead of wandering. Pass `--seed-dir none` to -start from silence like the original did. +**Honest note on quality.** The corpus is only ~76 short MIDI files, so the +model is data-limited — it captures the *feel* (the beat, the density, the key) +more than polished, hook-worthy songwriting. The two biggest levers are **more +clean MIDI** in `reggaeton_samples/` and longer training. If you want the +dembow beat to be rock-solid every time, the natural next step is a +*groove-template* mode that locks in the canonical dembow drum pattern and lets +the model improvise bass and melody over it. ## Project layout ``` dembow/ - midi_io.py MIDI <-> piano-roll, via mido (replaces midi_manipulation.py) - rbm.py the Restricted Boltzmann Machine, in PyTorch - dataset.py load the corpus, build training windows - train.py training loop + checkpointing - generate.py sample new patterns and write MIDI - cli.py the `dembow` command -fire.py nostalgic one-shot entry point + representation.py drum+pitched, key-normalized features (the genre-aware input) + lstm.py the sequence model (default engine) + rbm.py the Restricted Boltzmann Machine (classic engine) + midi_io.py basic MIDI <-> piano roll, via mido + dataset.py load the corpus, build training windows/sequences + train.py training loops + checkpointing + generate.py sample new patterns and write MIDI + cli.py the `dembow` command +fire.py nostalgic one-shot entry point reggaeton_samples/ the MIDI corpus -tests/ a fast end-to-end smoke test +tests/ a fast end-to-end smoke test ``` ## Contribute We still need your help feeding and training the model. If you have reggaeton -MIDI, drop it in `reggaeton_samples/` and open a pull request. +MIDI, drop it in `reggaeton_samples/` and open a pull request — more data is the +single best way to make Dembow sound like a hit. diff --git a/dembow/__init__.py b/dembow/__init__.py index 1491e92..0d914fa 100644 --- a/dembow/__init__.py +++ b/dembow/__init__.py @@ -10,6 +10,7 @@ """ from .rbm import RBM +from .lstm import DembowLSTM, LSTMConfig from .midi_io import ( LOWER_BOUND, UPPER_BOUND, @@ -17,14 +18,26 @@ midi_to_note_state_matrix, note_state_matrix_to_midi, ) +from .representation import ( + N_FEATURES, + DRUM_CLASSES, + song_to_features, + features_to_midi, +) -__version__ = "1.0.0" +__version__ = "1.1.0" __all__ = [ "RBM", + "DembowLSTM", + "LSTMConfig", "LOWER_BOUND", "UPPER_BOUND", "SPAN", + "N_FEATURES", + "DRUM_CLASSES", "midi_to_note_state_matrix", "note_state_matrix_to_midi", + "song_to_features", + "features_to_midi", ] diff --git a/dembow/cli.py b/dembow/cli.py index 799eda6..ccbc677 100644 --- a/dembow/cli.py +++ b/dembow/cli.py @@ -19,24 +19,35 @@ def build_parser() -> argparse.ArgumentParser: parser.add_argument("--version", action="version", version=f"dembow {__version__}") sub = parser.add_subparsers(dest="command", required=True) - t = sub.add_parser("train", help="train the RBM on a folder of MIDI files") + t = sub.add_parser("train", help="train a model on a folder of MIDI files") + t.add_argument("--model", choices=["lstm", "rbm"], default="lstm", help="lstm (default) or classic rbm") t.add_argument("--data-dir", default="reggaeton_samples") t.add_argument("--checkpoint", default="dembow.pt") - t.add_argument("--num-timesteps", type=int, default=15) - t.add_argument("--n-hidden", type=int, default=50) - t.add_argument("--num-epochs", type=int, default=200) - t.add_argument("--batch-size", type=int, default=100) - t.add_argument("--lr", type=float, default=0.005) - t.add_argument("--k", type=int, default=1, help="Gibbs steps for contrastive divergence") + t.add_argument("--num-epochs", type=int, default=None, help="defaults: 60 (lstm) / 200 (rbm)") t.add_argument("--seed", type=int, default=0) t.add_argument("--device", default=None) + # LSTM knobs + t.add_argument("--seq-len", type=int, default=64) + t.add_argument("--hidden", type=int, default=256) + t.add_argument("--layers", type=int, default=2) + t.add_argument("--lr", type=float, default=None, help="defaults: 1e-3 (lstm) / 0.005 (rbm)") + t.add_argument("--no-key-norm", action="store_true", help="skip transposing songs to a common key") + # RBM knobs (classic mode) + t.add_argument("--num-timesteps", type=int, default=15) + t.add_argument("--n-hidden", type=int, default=50) + t.add_argument("--batch-size", type=int, default=None, help="defaults: 64 (lstm) / 100 (rbm)") + t.add_argument("--k", type=int, default=1, help="Gibbs steps for contrastive divergence (rbm)") g = sub.add_parser("generate", help="sample new reggaeton from a trained model") g.add_argument("--checkpoint", default="dembow.pt") g.add_argument("--output-dir", default="generated") - g.add_argument("--num-samples", type=int, default=10) - g.add_argument("--k", type=int, default=1) - g.add_argument("--seed-dir", default="reggaeton_samples", help="seed chains from real songs ('none' to start silent)") + g.add_argument("--num-samples", type=int, default=5) + g.add_argument("--num-steps", type=int, default=64, help="steps to generate after the prime (lstm)") + g.add_argument("--prime-steps", type=int, default=16, help="seed steps taken from a real song (lstm)") + g.add_argument("--max-pitched", type=int, default=5, help="max simultaneous pitched notes (lstm)") + g.add_argument("--temperature", type=float, default=1.0, help="<1 tighter, >1 wilder (lstm)") + g.add_argument("--k", type=int, default=1, help="Gibbs steps (rbm)") + g.add_argument("--seed-dir", default="reggaeton_samples", help="seed from real songs ('none' to start silent)") g.add_argument("--tempo-bpm", type=float, default=95.0) g.add_argument("--random-seed", type=int, default=0) g.add_argument("--device", default=None) @@ -48,20 +59,37 @@ def main(argv=None) -> None: args = build_parser().parse_args(argv) if args.command == "train": - from .train import train - - train( - data_dir=args.data_dir, - checkpoint=args.checkpoint, - num_timesteps=args.num_timesteps, - n_hidden=args.n_hidden, - num_epochs=args.num_epochs, - batch_size=args.batch_size, - lr=args.lr, - k=args.k, - seed=args.seed, - device=args.device, - ) + if args.model == "lstm": + from .train import train_lstm + + train_lstm( + data_dir=args.data_dir, + checkpoint=args.checkpoint, + seq_len=args.seq_len, + hidden=args.hidden, + layers=args.layers, + num_epochs=args.num_epochs if args.num_epochs is not None else 60, + batch_size=args.batch_size if args.batch_size is not None else 64, + lr=args.lr if args.lr is not None else 1e-3, + normalize_key=not args.no_key_norm, + seed=args.seed, + device=args.device, + ) + else: + from .train import train + + train( + data_dir=args.data_dir, + checkpoint=args.checkpoint, + num_timesteps=args.num_timesteps, + n_hidden=args.n_hidden, + num_epochs=args.num_epochs if args.num_epochs is not None else 200, + batch_size=args.batch_size if args.batch_size is not None else 100, + lr=args.lr if args.lr is not None else 0.005, + k=args.k, + seed=args.seed, + device=args.device, + ) elif args.command == "generate": from .generate import generate @@ -70,6 +98,10 @@ def main(argv=None) -> None: checkpoint=args.checkpoint, output_dir=args.output_dir, num_samples=args.num_samples, + num_steps=args.num_steps, + prime_steps=args.prime_steps, + max_pitched=args.max_pitched, + temperature=args.temperature, k=args.k, seed_dir=seed_dir, tempo_bpm=args.tempo_bpm, diff --git a/dembow/dataset.py b/dembow/dataset.py index 6d09ea4..59aee4a 100644 --- a/dembow/dataset.py +++ b/dembow/dataset.py @@ -9,6 +9,7 @@ import numpy as np from .midi_io import SPAN, midi_to_note_state_matrix +from .representation import N_FEATURES, song_to_features def find_midi_files(directory: str) -> List[str]: @@ -53,3 +54,30 @@ def build_examples(songs: List[np.ndarray], num_timesteps: int) -> np.ndarray: if not examples: return np.zeros((0, num_timesteps * width), dtype=np.float32) return np.concatenate(examples, axis=0).astype(np.float32) + + +def load_feature_songs( + directory: str, min_steps: int = 32, steps_per_quarter: int = 4, normalize_key: bool = True +) -> List[np.ndarray]: + """Parse songs into the drum+pitched feature representation used by the LSTM.""" + songs = [] + for path in find_midi_files(directory): + try: + song = song_to_features(path, steps_per_quarter=steps_per_quarter, normalize_key=normalize_key) + except Exception as exc: + print(f" skipping {os.path.basename(path)}: {type(exc).__name__}: {exc}") + continue + if song.shape[0] > min_steps: + songs.append(song) + return songs + + +def build_sequences(songs: List[np.ndarray], seq_len: int, hop: int = 8) -> np.ndarray: + """Slice songs into overlapping ``seq_len + 1`` windows for next-step training.""" + windows = [] + for song in songs: + for start in range(0, song.shape[0] - seq_len - 1, hop): + windows.append(song[start : start + seq_len + 1]) + if not windows: + return np.zeros((0, seq_len + 1, N_FEATURES), dtype=np.float32) + return np.stack(windows).astype(np.float32) diff --git a/dembow/generate.py b/dembow/generate.py index 6f4415f..2d2f8fc 100644 --- a/dembow/generate.py +++ b/dembow/generate.py @@ -1,4 +1,4 @@ -"""Generate new reggaeton from a trained Dembow RBM.""" +"""Generate new reggaeton from a trained Dembow model (LSTM or classic RBM).""" from __future__ import annotations @@ -9,49 +9,108 @@ import torch from .dataset import find_midi_files +from .lstm import DembowLSTM from .midi_io import SPAN, midi_to_note_state_matrix, note_state_matrix_to_midi from .rbm import RBM +from .representation import N_FEATURES, features_to_midi, song_to_features -def _seed_from_song(path: str, num_timesteps: int, n_visible: int) -> Optional[torch.Tensor]: - """Build a single visible vector from the start of a real reggaeton song. - - Seeding the Gibbs chain with a genuine groove -- rather than silence -- keeps - the model in the dembow pocket, which is the whole point of the project. - """ - song = midi_to_note_state_matrix(path, steps_per_quarter=4) - width = 2 * SPAN - if song.shape[0] < num_timesteps: - return None - window = song[:num_timesteps].reshape(1, num_timesteps * width) - return torch.from_numpy(window.astype(np.float32)) +def _checkpoint_type(checkpoint: str) -> str: + ckpt = torch.load(checkpoint, map_location="cpu", weights_only=False) + return ckpt.get("model_type", "rbm") def generate( checkpoint: str = "dembow.pt", output_dir: str = "generated", - num_samples: int = 10, - k: int = 1, + num_samples: int = 5, + num_steps: int = 64, + prime_steps: int = 16, + max_pitched: int = 5, + temperature: float = 1.0, seed_dir: Optional[str] = "reggaeton_samples", tempo_bpm: float = 95.0, random_seed: int = 0, device: str | None = None, + # RBM-only knob, kept for the classic mode. + k: int = 1, ) -> List[str]: """Sample patterns from the model and write them out as MIDI files.""" device = device or ("cuda" if torch.cuda.is_available() else "cpu") torch.manual_seed(random_seed) np.random.seed(random_seed) + os.makedirs(output_dir, exist_ok=True) + + if _checkpoint_type(checkpoint) == "lstm": + return _generate_lstm( + checkpoint, output_dir, num_samples, num_steps, prime_steps, + max_pitched, temperature, seed_dir, tempo_bpm, device, + ) + return _generate_rbm( + checkpoint, output_dir, num_samples, k, seed_dir, tempo_bpm, device, + ) + + +def _generate_lstm(checkpoint, output_dir, num_samples, num_steps, prime_steps, + max_pitched, temperature, seed_dir, tempo_bpm, device) -> List[str]: + model = DembowLSTM.load(checkpoint, device=device) + + # Prime each generation with the opening bars of a real reggaeton song so the + # model starts in the pocket -- including the dembow drum groove. + primes = [] + if seed_dir and os.path.isdir(seed_dir): + for path in find_midi_files(seed_dir): + song = song_to_features(path) + if song.shape[0] > prime_steps: + primes.append(song[:prime_steps]) + if len(primes) >= num_samples: + break + if not primes: + primes = [np.zeros((prime_steps, N_FEATURES), dtype=np.float32)] + + from .representation import DRUM_SLICE + written = [] + for i in range(num_samples): + prime = primes[i % len(primes)] + # An LSTM can drift into silence (an empty step begets empty steps). If + # the beat dies, re-roll with a more permissive drum threshold so every + # track the user gets actually grooves. + body = None + for drum_threshold in (0.4, 0.3, 0.22): + body = model.generate( + prime, num_steps=num_steps, max_pitched=max_pitched, + drum_threshold=drum_threshold, temperature=temperature, device=device, + ) + if body[:, DRUM_SLICE].sum() >= num_steps * 0.3: + break + full = np.concatenate([prime, body], axis=0) + out_path = os.path.join(output_dir, f"dembow_{i}.mid") + features_to_midi(full, out_path, tempo_bpm=tempo_bpm) + written.append(out_path) + + print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/' (LSTM)") + return written + + +def _seed_from_song(path: str, num_timesteps: int) -> Optional[torch.Tensor]: + matrix = midi_to_note_state_matrix(path, steps_per_quarter=4) + width = 2 * SPAN + if matrix.shape[0] < num_timesteps: + return None + window = matrix[:num_timesteps].reshape(1, num_timesteps * width) + return torch.from_numpy(window.astype(np.float32)) + + +def _generate_rbm(checkpoint, output_dir, num_samples, k, seed_dir, tempo_bpm, device) -> List[str]: model = RBM.load(checkpoint, device=device) cfg = model.config - os.makedirs(output_dir, exist_ok=True) - # Try to seed each chain from a real song so the output grooves. init = None if seed_dir and os.path.isdir(seed_dir): seeds = [] for path in find_midi_files(seed_dir): - vec = _seed_from_song(path, cfg.num_timesteps, cfg.n_visible) + vec = _seed_from_song(path, cfg.num_timesteps) if vec is not None: seeds.append(vec) if len(seeds) >= num_samples: @@ -63,7 +122,6 @@ def generate( init = init.repeat(reps, 1)[:num_samples] samples = model.generate(num_samples, k=k, init=init).cpu().numpy() - width = 2 * SPAN written = [] for i, sample in enumerate(samples): @@ -74,5 +132,5 @@ def generate( note_state_matrix_to_midi(matrix, out_path, steps_per_quarter=cfg.steps_per_quarter, tempo_bpm=tempo_bpm) written.append(out_path) - print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/'") + print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/' (RBM classic)") return written diff --git a/dembow/lstm.py b/dembow/lstm.py new file mode 100644 index 0000000..97a3e50 --- /dev/null +++ b/dembow/lstm.py @@ -0,0 +1,119 @@ +"""A small LSTM that learns the reggaeton groove over time. + +Unlike the RBM -- which models a static "bag of notes" with no sense of order -- +this network reads the song one grid-step at a time and predicts the next step. +That is what lets it learn sequential structure: the dembow kick/snare pattern, +where the bass lands, how a phrase moves. It is the default engine; the RBM +remains available as the original "classic mode". +""" + +from __future__ import annotations + +from dataclasses import dataclass, asdict + +import numpy as np +import torch +import torch.nn as nn + +from .representation import ( + ARTIC_SLICE, + DRUM_SLICE, + N_DRUMS, + N_FEATURES, + PLAY_SLICE, + SPAN, +) + + +@dataclass +class LSTMConfig: + n_features: int = N_FEATURES + hidden: int = 256 + layers: int = 2 + steps_per_quarter: int = 4 + + +class DembowLSTM(nn.Module): + """Predicts the next grid-step's multi-hot feature vector.""" + + def __init__(self, config: LSTMConfig): + super().__init__() + self.config = config + self.input = nn.Linear(config.n_features, config.hidden) + self.lstm = nn.LSTM(config.hidden, config.hidden, num_layers=config.layers, batch_first=True) + self.output = nn.Linear(config.hidden, config.n_features) + + def forward(self, x, state=None): + h = torch.relu(self.input(x)) + h, state = self.lstm(h, state) + return self.output(h), state + + # -- generation --------------------------------------------------------- + + @torch.no_grad() + def generate( + self, + prime: np.ndarray, + num_steps: int = 64, + max_pitched: int = 5, + drum_threshold: float = 0.4, + pitch_threshold: float = 0.5, + temperature: float = 1.0, + device: str | torch.device = "cpu", + ) -> np.ndarray: + """Autoregressively roll out ``num_steps`` from a priming sequence. + + ``prime`` is a ``[P, N_FEATURES]`` seed (e.g. the opening of a real song). + Pitched output is kept sparse -- at most ``max_pitched`` notes per step, + chosen by probability -- so the result is music, not a wall of noise. + """ + self.eval() + device = torch.device(device) + self.to(device) + + prime_t = torch.from_numpy(prime.astype(np.float32)).to(device).unsqueeze(0) + _, state = self.forward(prime_t) + current = prime_t[:, -1:, :] + + generated = [] + prev_play = prime[-1, PLAY_SLICE] > 0.5 + for _ in range(num_steps): + logits, state = self.forward(current, state) + probs = torch.sigmoid(logits.squeeze(0).squeeze(0) / temperature).cpu().numpy() + + step = np.zeros(N_FEATURES, dtype=np.float32) + # Drums: independent threshold per class. + step[DRUM_SLICE] = (probs[DRUM_SLICE] > drum_threshold).astype(np.float32) + + # Pitched: keep only the few most likely notes above threshold. + play_probs = probs[PLAY_SLICE].copy() + candidates = np.where(play_probs > pitch_threshold)[0] + if len(candidates) > max_pitched: + candidates = candidates[np.argsort(play_probs[candidates])[-max_pitched:]] + play = np.zeros(SPAN, dtype=np.float32) + play[candidates] = 1.0 + step[PLAY_SLICE] = play + # Articulate deterministically: a note is struck when it starts. + step[ARTIC_SLICE] = ((play > 0.5) & ~prev_play).astype(np.float32) + prev_play = play > 0.5 + + generated.append(step) + current = torch.from_numpy(step).to(device).view(1, 1, -1) + + return np.array(generated, dtype=np.float32) + + # -- persistence -------------------------------------------------------- + + def save(self, path: str) -> None: + torch.save( + {"model_type": "lstm", "config": asdict(self.config), "state_dict": self.state_dict()}, + path, + ) + + @classmethod + def load(cls, path: str, device: str | torch.device = "cpu") -> "DembowLSTM": + ckpt = torch.load(path, map_location="cpu", weights_only=False) + model = cls(LSTMConfig(**ckpt["config"])) + model.load_state_dict(ckpt["state_dict"]) + model.to(device) + return model diff --git a/dembow/rbm.py b/dembow/rbm.py index 8d61465..59b2542 100644 --- a/dembow/rbm.py +++ b/dembow/rbm.py @@ -102,6 +102,7 @@ def generate(self, num_samples: int, k: int = 1, init: torch.Tensor | None = Non def save(self, path: str) -> None: torch.save( { + "model_type": "rbm", "config": asdict(self.config), "W": self.W.cpu(), "bv": self.bv.cpu(), diff --git a/dembow/representation.py b/dembow/representation.py new file mode 100644 index 0000000..8993277 --- /dev/null +++ b/dembow/representation.py @@ -0,0 +1,207 @@ +"""A genre-aware representation: drums separated from pitched content. + +The original piano roll flattened all ~6-7 tracks of a reggaeton MIDI into one +blob, which mixed the dembow kick/snare (the signature of the genre, ~45% of all +notes, living on MIDI channel 9) in with bass and melody. This module pulls the +two apart so a model can actually learn the groove: + +A song becomes a ``[num_steps, N_FEATURES]`` matrix whose columns are:: + + [0 : N_DRUMS] drum onsets, bucketed into a few classes + [N_DRUMS : N_DRUMS + SPAN] pitched "play" (a note is sounding) + [N_DRUMS + SPAN : N_DRUMS + 2*SPAN] pitched "articulate" (a note was struck) + +Pitched content is also transposed to a common key (C) so the model learns +relative harmony instead of smearing every key together. Drums are left alone. +""" + +from __future__ import annotations + +from typing import List + +import mido +import numpy as np + +from .midi_io import LOWER_BOUND, UPPER_BOUND, SPAN + +DRUM_CHANNEL = 9 # General MIDI percussion channel (0-indexed) + +# Bucket the dozens of GM percussion notes into a handful of musically distinct +# classes. This keeps the drum vocabulary small and learnable. +DRUM_CLASSES = [ + "kick", + "snare", + "clap", + "closed_hat", + "open_hat", + "tom", + "crash", + "ride", + "perc", +] +N_DRUMS = len(DRUM_CLASSES) + +_DRUM_MAP = { + 35: 0, 36: 0, # kick + 38: 1, 40: 1, # snare + 37: 2, 39: 2, # rim / clap + 42: 3, 44: 3, # closed hat / pedal hat + 46: 4, # open hat + 41: 5, 43: 5, 45: 5, 47: 5, 48: 5, 50: 5, # toms + 49: 6, 57: 6, 55: 6, # crash / splash + 51: 7, 59: 7, 53: 7, # ride +} +# A representative GM note used to play each class back. +_DRUM_REPR = [36, 38, 39, 42, 46, 45, 49, 51, 54] + + +def _drum_class(note: int) -> int: + return _DRUM_MAP.get(note, 8) # default: generic percussion + + +N_FEATURES = N_DRUMS + 2 * SPAN +DRUM_SLICE = slice(0, N_DRUMS) +PLAY_SLICE = slice(N_DRUMS, N_DRUMS + SPAN) +ARTIC_SLICE = slice(N_DRUMS + SPAN, N_DRUMS + 2 * SPAN) + +# Krumhansl-Schmuckler minor-key profile, used to guess each song's tonic so we +# can transpose everything to a common key. Reggaeton lives mostly in minor. +_MINOR_PROFILE = np.array( + [6.33, 2.68, 3.52, 5.38, 2.60, 3.53, 2.54, 4.75, 3.98, 2.69, 3.34, 3.17] +) + + +def _estimate_transpose(pitch_class_hist: np.ndarray) -> int: + """Return the semitone shift that moves the song's tonic to C (pitch class 0).""" + if pitch_class_hist.sum() == 0: + return 0 + best_root, best_score = 0, -np.inf + for root in range(12): + profile = np.roll(_MINOR_PROFILE, root) + score = np.corrcoef(pitch_class_hist, profile)[0, 1] + if score > best_score: + best_score, best_root = score, root + return (-best_root) % 12 + + +def _iter_events(midi_file: mido.MidiFile, steps_per_quarter: int): + """Yield ``(step, channel, note, is_on)`` for every note event.""" + ticks_per_step = midi_file.ticks_per_beat / steps_per_quarter + for track in midi_file.tracks: + abs_tick = 0 + for msg in track: + abs_tick += msg.time + step = int(abs_tick // ticks_per_step) + if msg.type == "note_on" and msg.velocity > 0: + yield step, msg.channel, msg.note, True + elif msg.type == "note_off" or (msg.type == "note_on" and msg.velocity == 0): + yield step, msg.channel, msg.note, False + + +def song_to_features(path: str, steps_per_quarter: int = 4, normalize_key: bool = True) -> np.ndarray: + """Parse ``path`` into a ``[num_steps, N_FEATURES]`` drum+pitched matrix.""" + midi_file = mido.MidiFile(path) + events = sorted(_iter_events(midi_file, steps_per_quarter), key=lambda e: e[0]) + if not events: + return np.zeros((0, N_FEATURES), dtype=np.float32) + + # Decide the transpose from the pitched (non-drum) content. + shift = 0 + if normalize_key: + hist = np.zeros(12) + for _, channel, note, is_on in events: + if is_on and channel != DRUM_CHANNEL: + hist[note % 12] += 1 + shift = _estimate_transpose(hist) + + num_steps = events[-1][0] + 1 + features = np.zeros((num_steps, N_FEATURES), dtype=np.float32) + play = features[:, PLAY_SLICE] + artic = features[:, ARTIC_SLICE] + drums = features[:, DRUM_SLICE] + + note_start = {} + for step, channel, note, is_on in events: + if channel == DRUM_CHANNEL: + if is_on: + drums[step, _drum_class(note)] = 1.0 + continue + pitch = note + shift + if pitch < LOWER_BOUND or pitch >= UPPER_BOUND: + continue + idx = pitch - LOWER_BOUND + if is_on: + note_start[pitch] = step + artic[step, idx] = 1.0 + play[step, idx] = 1.0 + else: + start = note_start.pop(pitch, step) + play[start : step + 1, idx] = 1.0 + + return features + + +def _assemble_track(timed_messages, channel: int) -> mido.MidiTrack: + """Turn a list of ``(tick, type, note, velocity)`` into a delta-timed track.""" + track = mido.MidiTrack() + timed_messages = sorted(timed_messages, key=lambda m: m[0]) + last = 0 + for tick, kind, note, velocity in timed_messages: + track.append(mido.Message(kind, note=note, velocity=velocity, channel=channel, time=tick - last)) + last = tick + return track + + +def features_to_midi( + features, + path: str, + steps_per_quarter: int = 4, + tempo_bpm: float = 95.0, + velocity: int = 96, + ticks_per_beat: int = 480, +) -> str: + """Write a ``[num_steps, N_FEATURES]`` matrix to a 2-track MIDI (drums + pitched).""" + features = np.asarray(features) + drums = features[:, DRUM_SLICE] + play = features[:, PLAY_SLICE] + artic = features[:, ARTIC_SLICE] + ticks_per_step = int(round(ticks_per_beat / steps_per_quarter)) + num_steps = features.shape[0] + + midi_file = mido.MidiFile(ticks_per_beat=ticks_per_beat) + meta = mido.MidiTrack() + meta.append(mido.MetaMessage("set_tempo", tempo=mido.bpm2tempo(tempo_bpm), time=0)) + midi_file.tracks.append(meta) + + # Drums: each onset is a short hit on the percussion channel. + drum_msgs = [] + for step in range(num_steps): + for cls in range(N_DRUMS): + if drums[step, cls] > 0.5: + tick = step * ticks_per_step + drum_msgs.append((tick, "note_on", _DRUM_REPR[cls], velocity)) + drum_msgs.append((tick + ticks_per_step // 2, "note_off", _DRUM_REPR[cls], 0)) + midi_file.tracks.append(_assemble_track(drum_msgs, channel=DRUM_CHANNEL)) + + # Pitched: reconstruct sustained notes from play + articulate bits. + pitched_msgs = [] + sounding = np.zeros(SPAN, dtype=bool) + for step in range(num_steps): + tick = step * ticks_per_step + for i in range(SPAN): + is_playing = play[step, i] > 0.5 + is_struck = artic[step, i] > 0.5 + if sounding[i] and (not is_playing or is_struck): + pitched_msgs.append((tick, "note_off", i + LOWER_BOUND, 0)) + sounding[i] = False + if is_playing and not sounding[i]: + pitched_msgs.append((tick, "note_on", i + LOWER_BOUND, velocity)) + sounding[i] = True + final_tick = num_steps * ticks_per_step + for i in range(SPAN): + if sounding[i]: + pitched_msgs.append((final_tick, "note_off", i + LOWER_BOUND, 0)) + midi_file.tracks.append(_assemble_track(pitched_msgs, channel=0)) + + midi_file.save(path) + return path diff --git a/dembow/train.py b/dembow/train.py index 0269a3f..44790ca 100644 --- a/dembow/train.py +++ b/dembow/train.py @@ -5,9 +5,11 @@ import numpy as np import torch -from .dataset import build_examples, load_songs +from .dataset import build_examples, build_sequences, load_feature_songs, load_songs +from .lstm import DembowLSTM, LSTMConfig from .midi_io import SPAN from .rbm import RBM, RBMConfig +from .representation import DRUM_SLICE, N_DRUMS, N_FEATURES def train( @@ -60,3 +62,61 @@ def train( model.save(checkpoint) print(f"Saved trained model to '{checkpoint}'") return model + + +def train_lstm( + data_dir: str = "reggaeton_samples", + checkpoint: str = "dembow.pt", + seq_len: int = 64, + hidden: int = 256, + layers: int = 2, + num_epochs: int = 60, + batch_size: int = 64, + lr: float = 1e-3, + pos_weight: float = 4.0, + normalize_key: bool = True, + seed: int = 0, + device: str | None = None, +) -> DembowLSTM: + """Train the sequence model on the corpus and save it to ``checkpoint``.""" + device = device or ("cuda" if torch.cuda.is_available() else "cpu") + torch.manual_seed(seed) + np.random.seed(seed) + + print(f"Loading songs from '{data_dir}' (drums separated, key-normalized={normalize_key}) ...") + songs = load_feature_songs(data_dir, normalize_key=normalize_key) + print(f"{len(songs)} songs processed") + sequences = build_sequences(songs, seq_len) + if sequences.shape[0] == 0: + raise SystemExit("No usable sequences found -- nothing to train on.") + print(f"{sequences.shape[0]} training sequences of length {seq_len}") + + model = DembowLSTM(LSTMConfig(n_features=N_FEATURES, hidden=hidden, layers=layers)).to(device) + optimizer = torch.optim.Adam(model.parameters(), lr=lr) + # Positive note events are rare; weight them so the model doesn't just + # predict silence everywhere. + weight = torch.full((N_FEATURES,), pos_weight, device=device) + loss_fn = torch.nn.BCEWithLogitsLoss(pos_weight=weight) + + data = torch.from_numpy(sequences).to(device) + n = data.shape[0] + print(f"Training LSTM on {device} for {num_epochs} epochs ...") + for epoch in range(1, num_epochs + 1): + perm = torch.randperm(n, device=device) + losses = [] + for start in range(0, n, batch_size): + batch = data[perm[start : start + batch_size]] + inputs, targets = batch[:, :-1, :], batch[:, 1:, :] + logits, _ = model(inputs) + loss = loss_fn(logits, targets) + optimizer.zero_grad() + loss.backward() + torch.nn.utils.clip_grad_norm_(model.parameters(), 5.0) + optimizer.step() + losses.append(float(loss)) + if epoch % max(1, num_epochs // 20) == 0 or epoch == 1: + print(f" epoch {epoch:4d}/{num_epochs} loss {np.mean(losses):.4f}") + + model.save(checkpoint) + print(f"Saved trained LSTM to '{checkpoint}'") + return model diff --git a/fire.py b/fire.py index d2f34b4..6e607b6 100755 --- a/fire.py +++ b/fire.py @@ -17,12 +17,12 @@ Shiebler's RBM-in-TensorFlow tutorial. """ -from dembow.train import train +from dembow.train import train_lstm from dembow.generate import generate def main(): - train(data_dir="reggaeton_samples", checkpoint="dembow.pt") + train_lstm(data_dir="reggaeton_samples", checkpoint="dembow.pt") generate(checkpoint="dembow.pt", output_dir="generated") diff --git a/tests/test_smoke.py b/tests/test_smoke.py index e449199..2bfa13c 100644 --- a/tests/test_smoke.py +++ b/tests/test_smoke.py @@ -8,13 +8,27 @@ import numpy as np -from dembow.dataset import build_examples, find_midi_files, load_songs +from dembow.dataset import ( + build_examples, + build_sequences, + find_midi_files, + load_feature_songs, + load_songs, +) +from dembow.lstm import DembowLSTM, LSTMConfig from dembow.midi_io import ( SPAN, midi_to_note_state_matrix, note_state_matrix_to_midi, ) from dembow.rbm import RBM, RBMConfig +from dembow.representation import ( + DRUM_SLICE, + N_FEATURES, + PLAY_SLICE, + features_to_midi, + song_to_features, +) SAMPLES = os.path.join(os.path.dirname(__file__), "..", "reggaeton_samples") @@ -67,8 +81,53 @@ def test_train_and_generate_tiny(): assert loaded.W.shape == rbm.W.shape +def test_representation_separates_drums(): + files = find_midi_files(SAMPLES) + feats = song_to_features(files[0]) + assert feats.shape[1] == N_FEATURES + # A reggaeton file should have both drum and pitched content. + assert feats[:, DRUM_SLICE].sum() > 0 + assert feats[:, PLAY_SLICE].sum() > 0 + with tempfile.TemporaryDirectory() as d: + out = features_to_midi(feats[:64], os.path.join(d, "feat.mid")) + assert os.path.exists(out) + + +def test_lstm_train_and_generate_tiny(): + songs = load_feature_songs(SAMPLES) + seqs = build_sequences(songs, seq_len=16, hop=16) + assert seqs.shape[0] > 0 and seqs.shape[2] == N_FEATURES + + import torch + + model = DembowLSTM(LSTMConfig(hidden=32, layers=1)) + opt = torch.optim.Adam(model.parameters(), lr=1e-3) + loss_fn = torch.nn.BCEWithLogitsLoss() + data = torch.from_numpy(seqs[:32]) + for _ in range(5): + logits, _ = model(data[:, :-1, :]) + loss = loss_fn(logits, data[:, 1:, :]) + opt.zero_grad() + loss.backward() + opt.step() + + out = model.generate(songs[0][:16], num_steps=24, max_pitched=4) + assert out.shape == (24, N_FEATURES) + # Sparse and binary -- music, not a wall of noise. + assert set(np.unique(out)).issubset({0.0, 1.0}) + assert out[:, PLAY_SLICE].sum(axis=1).max() <= 4 + + with tempfile.TemporaryDirectory() as d: + path = os.path.join(d, "lstm.pt") + model.save(path) + loaded = DembowLSTM.load(path) + assert loaded.config.hidden == 32 + + if __name__ == "__main__": test_finds_uppercase_midi() test_midi_roundtrip() test_train_and_generate_tiny() + test_representation_separates_drums() + test_lstm_train_and_generate_tiny() print("All smoke tests passed.") From 7b34a4a5802a731aff67b9729dc3601504d8e9dc Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 17 Jun 2026 05:10:50 +0000 Subject: [PATCH 3/8] Lock a corpus-derived dembow groove under the LSTM + add CI The LSTM grooved most of the time but could drop the snare or drift off the beat, and the dembow drum pattern is the signature of the genre. So pin it down: - dembow/groove.py: derive the canonical one-bar drum pattern straight from the corpus (average drum onsets across every bar, keep the positions that fire often). The textbook dembow emerges -- kick on the downbeats, snare at steps 3/6/11/14 ("boom-ch-boom-chick"), steady hats -- with a hardcoded fallback. - lstm.generate: accept a drum_track and lock the drums to it, so the model only improvises bass/melody, conditioned on a rock-solid beat. - generate: new --groove auto|dembow|none (default auto, from the corpus). Refactor the per-sample roll-out with a guard that re-rolls if either the beat (when not locked) or the melody drifts into silence, so every track has both. - Add a GitHub Actions CI workflow running the smoke tests on PRs, and extend the suite to cover groove extraction and drum-locking. Update the README. Verified: with the groove on, all generated samples carry the identical steady dembow beat (kick/snare/hat every bar) plus a melody; 7/7 smoke tests pass under pytest. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- .github/workflows/ci.yml | 26 +++++++++++++ README.md | 38 +++++++++++++++---- dembow/__init__.py | 6 ++- dembow/cli.py | 3 ++ dembow/generate.py | 72 ++++++++++++++++++++++++----------- dembow/groove.py | 82 ++++++++++++++++++++++++++++++++++++++++ dembow/lstm.py | 12 +++++- tests/test_smoke.py | 34 +++++++++++++++++ 8 files changed, 241 insertions(+), 32 deletions(-) create mode 100644 .github/workflows/ci.yml create mode 100644 dembow/groove.py diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml new file mode 100644 index 0000000..c7bbad6 --- /dev/null +++ b/.github/workflows/ci.yml @@ -0,0 +1,26 @@ +name: CI + +on: + push: + branches: [master] + pull_request: + +jobs: + smoke-test: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + + - name: Set up Python + uses: actions/setup-python@v5 + with: + python-version: "3.11" + + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install numpy mido pytest + pip install torch --index-url https://download.pytorch.org/whl/cpu + + - name: Run smoke tests + run: pytest tests/ -v diff --git a/README.md b/README.md index f4f3bbf..1694d86 100755 --- a/README.md +++ b/README.md @@ -85,11 +85,35 @@ Or just light the fire (train + generate in one go): python fire.py ``` +## The dembow groove backbone + +The signature of reggaeton is its drum pattern, so by default Dembow **locks the +drums to the canonical dembow groove** and lets the LSTM improvise bass and +melody on top. The groove isn't guessed — it's **derived from the corpus**, by +averaging drum onsets across every bar of every song. What emerges is the +textbook dembow: + +``` +kick X...X...X...X... downbeats +snare ...X..X....X..X. the iconic "boom-ch-boom-chick" (steps 3, 6, 11, 14) +closed_hat X..XX.X.X..XX.X. steady eighths +``` + +Locking it in means every track grooves the same way a reggaeton track does — +no more takes that drop the snare or drift off the beat. Control it with +`--groove`: + +```sh +dembow generate --groove auto # derive the groove from the corpus (default) +dembow generate --groove dembow # the canonical pattern, hardcoded +dembow generate --groove none # let the model play its own drums (looser) +``` + ## Making it sound more like reggaeton Generation **primes each track with the opening bars of a real reggaeton song**, -so it starts in the pocket — including the dembow drums — then improvises from -there. A few knobs to push it further: +so the melody starts in the pocket, then improvises over the dembow backbone. A +few knobs to push it further: ```sh # train longer / bigger for a tighter groove @@ -106,17 +130,17 @@ dembow generate \ **Honest note on quality.** The corpus is only ~76 short MIDI files, so the model is data-limited — it captures the *feel* (the beat, the density, the key) -more than polished, hook-worthy songwriting. The two biggest levers are **more -clean MIDI** in `reggaeton_samples/` and longer training. If you want the -dembow beat to be rock-solid every time, the natural next step is a -*groove-template* mode that locks in the canonical dembow drum pattern and lets -the model improvise bass and melody over it. +more than polished, hook-worthy songwriting. The single biggest lever now is +**more clean MIDI** in `reggaeton_samples/` (and longer training). Separating +the bass onto its own track, and adding song structure (intro / drop), are the +natural next steps. ## Project layout ``` dembow/ representation.py drum+pitched, key-normalized features (the genre-aware input) + groove.py the canonical dembow drum backbone (derived from the corpus) lstm.py the sequence model (default engine) rbm.py the Restricted Boltzmann Machine (classic engine) midi_io.py basic MIDI <-> piano roll, via mido diff --git a/dembow/__init__.py b/dembow/__init__.py index 0d914fa..394b02c 100644 --- a/dembow/__init__.py +++ b/dembow/__init__.py @@ -24,8 +24,9 @@ song_to_features, features_to_midi, ) +from .groove import canonical_groove, fallback_groove, groove_track -__version__ = "1.1.0" +__version__ = "1.2.0" __all__ = [ "RBM", @@ -40,4 +41,7 @@ "note_state_matrix_to_midi", "song_to_features", "features_to_midi", + "canonical_groove", + "fallback_groove", + "groove_track", ] diff --git a/dembow/cli.py b/dembow/cli.py index ccbc677..a565514 100644 --- a/dembow/cli.py +++ b/dembow/cli.py @@ -46,6 +46,8 @@ def build_parser() -> argparse.ArgumentParser: g.add_argument("--prime-steps", type=int, default=16, help="seed steps taken from a real song (lstm)") g.add_argument("--max-pitched", type=int, default=5, help="max simultaneous pitched notes (lstm)") g.add_argument("--temperature", type=float, default=1.0, help="<1 tighter, >1 wilder (lstm)") + g.add_argument("--groove", choices=["auto", "dembow", "none"], default="auto", + help="lock drums to a dembow backbone: auto (from corpus), dembow (canonical), or none (let the model drum)") g.add_argument("--k", type=int, default=1, help="Gibbs steps (rbm)") g.add_argument("--seed-dir", default="reggaeton_samples", help="seed from real songs ('none' to start silent)") g.add_argument("--tempo-bpm", type=float, default=95.0) @@ -102,6 +104,7 @@ def main(argv=None) -> None: prime_steps=args.prime_steps, max_pitched=args.max_pitched, temperature=args.temperature, + groove=args.groove, k=args.k, seed_dir=seed_dir, tempo_bpm=args.tempo_bpm, diff --git a/dembow/generate.py b/dembow/generate.py index 2d2f8fc..0e77333 100644 --- a/dembow/generate.py +++ b/dembow/generate.py @@ -28,6 +28,7 @@ def generate( prime_steps: int = 16, max_pitched: int = 5, temperature: float = 1.0, + groove: str = "auto", seed_dir: Optional[str] = "reggaeton_samples", tempo_bpm: float = 95.0, random_seed: int = 0, @@ -44,7 +45,7 @@ def generate( if _checkpoint_type(checkpoint) == "lstm": return _generate_lstm( checkpoint, output_dir, num_samples, num_steps, prime_steps, - max_pitched, temperature, seed_dir, tempo_bpm, device, + max_pitched, temperature, groove, seed_dir, tempo_bpm, device, ) return _generate_rbm( checkpoint, output_dir, num_samples, k, seed_dir, tempo_bpm, device, @@ -52,38 +53,38 @@ def generate( def _generate_lstm(checkpoint, output_dir, num_samples, num_steps, prime_steps, - max_pitched, temperature, seed_dir, tempo_bpm, device) -> List[str]: + max_pitched, temperature, groove, seed_dir, tempo_bpm, device) -> List[str]: + from .groove import canonical_groove, fallback_groove, tile_groove + from .representation import DRUM_SLICE + model = DembowLSTM.load(checkpoint, device=device) - # Prime each generation with the opening bars of a real reggaeton song so the - # model starts in the pocket -- including the dembow drum groove. - primes = [] + # Load the corpus once: used both to prime generation and to derive the groove. + corpus = [] if seed_dir and os.path.isdir(seed_dir): for path in find_midi_files(seed_dir): - song = song_to_features(path) - if song.shape[0] > prime_steps: - primes.append(song[:prime_steps]) - if len(primes) >= num_samples: - break + corpus.append(song_to_features(path)) + + # Prime each generation with the opening bars of a real reggaeton song so the + # model starts in the pocket. + primes = [s[:prime_steps] for s in corpus if s.shape[0] > prime_steps] if not primes: primes = [np.zeros((prime_steps, N_FEATURES), dtype=np.float32)] - from .representation import DRUM_SLICE + # Build the dembow drum backbone the model will groove over. + drum_track = None + if groove == "auto": + pattern = canonical_groove(corpus) if corpus else fallback_groove() + drum_track = tile_groove(pattern, num_steps) + elif groove == "dembow": + drum_track = tile_groove(fallback_groove(), num_steps) written = [] for i in range(num_samples): prime = primes[i % len(primes)] - # An LSTM can drift into silence (an empty step begets empty steps). If - # the beat dies, re-roll with a more permissive drum threshold so every - # track the user gets actually grooves. - body = None - for drum_threshold in (0.4, 0.3, 0.22): - body = model.generate( - prime, num_steps=num_steps, max_pitched=max_pitched, - drum_threshold=drum_threshold, temperature=temperature, device=device, - ) - if body[:, DRUM_SLICE].sum() >= num_steps * 0.3: - break + body = _roll_out( + model, prime, num_steps, max_pitched, temperature, drum_track, device, + ) full = np.concatenate([prime, body], axis=0) out_path = os.path.join(output_dir, f"dembow_{i}.mid") features_to_midi(full, out_path, tempo_bpm=tempo_bpm) @@ -93,6 +94,33 @@ def _generate_lstm(checkpoint, output_dir, num_samples, num_steps, prime_steps, return written +def _roll_out(model, prime, num_steps, max_pitched, temperature, drum_track, device): + """Generate one body, re-rolling if drums or melody drift into silence. + + An LSTM can collapse into emptiness (an empty step begets empty steps). We + try progressively more permissive settings until both the beat (when not + locked to a groove) and the melody clear a minimum density. + """ + from .representation import PLAY_SLICE + + attempts = [ + dict(drum_threshold=0.40, pitch_threshold=0.50, temperature=temperature), + dict(drum_threshold=0.30, pitch_threshold=0.40, temperature=max(temperature, 1.1)), + dict(drum_threshold=0.22, pitch_threshold=0.32, temperature=max(temperature, 1.25)), + ] + body = None + for params in attempts: + body = model.generate( + prime, num_steps=num_steps, max_pitched=max_pitched, + drum_track=drum_track, device=device, **params, + ) + drums_ok = drum_track is not None or body[:, DRUM_SLICE].sum() >= num_steps * 0.3 + melody_ok = body[:, PLAY_SLICE].sum() >= num_steps * 0.5 + if drums_ok and melody_ok: + break + return body + + def _seed_from_song(path: str, num_timesteps: int) -> Optional[torch.Tensor]: matrix = midi_to_note_state_matrix(path, steps_per_quarter=4) width = 2 * SPAN diff --git a/dembow/groove.py b/dembow/groove.py new file mode 100644 index 0000000..4bd412f --- /dev/null +++ b/dembow/groove.py @@ -0,0 +1,82 @@ +"""The dembow drum backbone. + +An LSTM trained on ~76 songs grooves most of the time, but it can drop the snare +or drift. The signature of reggaeton is its drum pattern, so this module pins +that down: it derives the canonical one-bar dembow groove straight from the +corpus (averaging drum onsets across every bar of every song, then keeping the +positions that fire often), and lays it under the model's bass and melody. + +Run against the bundled corpus, the pattern that emerges is the textbook dembow: + + kick X...X...X...X... downbeats + snare ...X..X....X..X. the iconic "boom-ch-boom-chick" (steps 3,6,11,14) + closed_hat X..XX.X.X..XX.X. steady eighths + +When no corpus is available we fall back to that exact pattern, hardcoded. +""" + +from __future__ import annotations + +from typing import List, Optional + +import numpy as np + +from .representation import DRUM_SLICE, N_DRUMS + +BAR_STEPS = 16 # one 4/4 bar on a 16th-note grid + +# Hardcoded fallback, matching the groove the corpus reveals. Indices follow +# representation.DRUM_CLASSES: kick=0, snare=1, clap=2, closed_hat=3, open_hat=4. +_FALLBACK = { + 0: [0, 4, 8, 12], # kick + 1: [3, 6, 11, 14], # snare + 3: [0, 3, 4, 6, 8, 11, 12, 14], # closed hat + 2: [0, 4, 8, 12], # clap reinforcing the kick +} + + +def fallback_groove() -> np.ndarray: + """The canonical dembow bar, as a ``[BAR_STEPS, N_DRUMS]`` matrix.""" + pattern = np.zeros((BAR_STEPS, N_DRUMS), dtype=np.float32) + for cls, steps in _FALLBACK.items(): + for s in steps: + pattern[s, cls] = 1.0 + return pattern + + +def canonical_groove(songs: List[np.ndarray], bar_steps: int = BAR_STEPS, threshold: float = 0.25) -> np.ndarray: + """Derive a representative one-bar drum pattern from feature matrices. + + For each within-bar position and drum class we measure how often an onset + occurs across the whole corpus, then keep the ones that fire in at least + ``threshold`` of bars. Falls back to the hardcoded dembow if there's no data. + """ + acc = np.zeros((bar_steps, N_DRUMS), dtype=np.float64) + num_bars = 0 + for song in songs: + drums = song[:, DRUM_SLICE] + bars = drums.shape[0] // bar_steps + if bars == 0: + continue + acc += drums[: bars * bar_steps].reshape(bars, bar_steps, N_DRUMS).sum(axis=0) + num_bars += bars + if num_bars == 0: + return fallback_groove() + prob = acc / num_bars + pattern = (prob > threshold).astype(np.float32) + if pattern.sum() == 0: + return fallback_groove() + return pattern + + +def tile_groove(pattern: np.ndarray, num_steps: int, offset: int = 0) -> np.ndarray: + """Repeat a one-bar pattern to cover ``num_steps`` steps.""" + bar_steps = pattern.shape[0] + idx = (np.arange(num_steps) + offset) % bar_steps + return pattern[idx] + + +def groove_track(num_steps: int, songs: Optional[List[np.ndarray]] = None, offset: int = 0) -> np.ndarray: + """Convenience: a full ``[num_steps, N_DRUMS]`` dembow drum track.""" + pattern = canonical_groove(songs) if songs else fallback_groove() + return tile_groove(pattern, num_steps, offset=offset) diff --git a/dembow/lstm.py b/dembow/lstm.py index 97a3e50..5b528f1 100644 --- a/dembow/lstm.py +++ b/dembow/lstm.py @@ -59,6 +59,7 @@ def generate( drum_threshold: float = 0.4, pitch_threshold: float = 0.5, temperature: float = 1.0, + drum_track: np.ndarray | None = None, device: str | torch.device = "cpu", ) -> np.ndarray: """Autoregressively roll out ``num_steps`` from a priming sequence. @@ -66,6 +67,10 @@ def generate( ``prime`` is a ``[P, N_FEATURES]`` seed (e.g. the opening of a real song). Pitched output is kept sparse -- at most ``max_pitched`` notes per step, chosen by probability -- so the result is music, not a wall of noise. + + If ``drum_track`` (``[num_steps, N_DRUMS]``) is given, the drums are + locked to it -- the canonical dembow groove -- and the model only + improvises bass and melody on top, conditioned on that steady beat. """ self.eval() device = torch.device(device) @@ -82,8 +87,11 @@ def generate( probs = torch.sigmoid(logits.squeeze(0).squeeze(0) / temperature).cpu().numpy() step = np.zeros(N_FEATURES, dtype=np.float32) - # Drums: independent threshold per class. - step[DRUM_SLICE] = (probs[DRUM_SLICE] > drum_threshold).astype(np.float32) + # Drums: locked to the supplied groove, or sampled by threshold. + if drum_track is not None: + step[DRUM_SLICE] = drum_track[len(generated) % len(drum_track)] + else: + step[DRUM_SLICE] = (probs[DRUM_SLICE] > drum_threshold).astype(np.float32) # Pitched: keep only the few most likely notes above threshold. play_probs = probs[PLAY_SLICE].copy() diff --git a/tests/test_smoke.py b/tests/test_smoke.py index 2bfa13c..4e4ae4b 100644 --- a/tests/test_smoke.py +++ b/tests/test_smoke.py @@ -124,10 +124,44 @@ def test_lstm_train_and_generate_tiny(): assert loaded.config.hidden == 32 +def test_groove_backbone(): + from dembow.groove import canonical_groove, fallback_groove, tile_groove + from dembow.representation import N_DRUMS + + songs = load_feature_songs(SAMPLES) + pattern = canonical_groove(songs) + assert pattern.shape == (16, N_DRUMS) + # The corpus groove must include the signature: kick on beat 1, a snare. + assert pattern[0, 0] == 1.0 # kick on the downbeat + assert pattern[:, 1].sum() > 0 # snare present + + fb = fallback_groove() + assert fb[3, 1] == 1.0 and fb[6, 1] == 1.0 # the iconic dembow snare hits + + track = tile_groove(pattern, 40) + assert track.shape == (40, N_DRUMS) + + +def test_lstm_generate_with_groove_locks_drums(): + import torch + + from dembow.groove import tile_groove, fallback_groove + from dembow.representation import DRUM_SLICE + + songs = load_feature_songs(SAMPLES) + model = DembowLSTM(LSTMConfig(hidden=32, layers=1)) + drum_track = tile_groove(fallback_groove(), 32) + out = model.generate(songs[0][:16], num_steps=32, drum_track=drum_track) + # Drums in the output must match the locked groove exactly. + assert np.array_equal(out[:, DRUM_SLICE], drum_track) + + if __name__ == "__main__": test_finds_uppercase_midi() test_midi_roundtrip() test_train_and_generate_tiny() test_representation_separates_drums() test_lstm_train_and_generate_tiny() + test_groove_backbone() + test_lstm_generate_with_groove_locks_drums() print("All smoke tests passed.") From b77858e8aff5aa80fb197f31d72a71e3c0c7388d Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 17 Jun 2026 05:12:33 +0000 Subject: [PATCH 4/8] Fix CI: put repo root on sys.path for pytest The smoke job failed with `ModuleNotFoundError: No module named 'dembow'` because `pytest tests/` ran without the package installed or the repo root on the path. Add pytest's pythonpath config so the local package is importable in CI (and locally) without a separate install step. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- pyproject.toml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/pyproject.toml b/pyproject.toml index d67f374..650a9ee 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,3 +20,9 @@ dembow = "dembow.cli:main" [tool.setuptools] packages = ["dembow"] + +[tool.pytest.ini_options] +# Put the repo root on sys.path so `pytest tests/` finds the package without an +# install step (used both locally and in CI). +pythonpath = ["."] +testpaths = ["tests"] From c8fc03b47e703c434272206610186852aad65173 Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 17 Jun 2026 05:30:11 +0000 Subject: [PATCH 5/8] Rewrite Dembow as an event-token Transformer (v2.0.0) Per the new direction -- improve the engine rather than preserve the original RBM soul -- replace the entire generation stack with the modern recipe for symbolic music: a decoder-only Transformer over a REMI-style event language. - tokenizer.py: encode MIDI into event tokens (bar, position, instrument group, pitch, duration, velocity) and decode back to a multi-track MIDI. Captures per-note duration/velocity and a drums/bass/mid/high arrangement -- far richer than the old binary piano roll. - model.py: a decoder-only Transformer (causal self-attention, weight-tied embeddings) with temperature + nucleus (top-p) / top-k sampling. - data.py: corpus loader with pitch-shift augmentation (~7x the ~76-song corpus) and windowing for next-token training. - train.py / generate.py / cli.py: rewritten around the Transformer; generation primes from a couple of real bars and samples a continuation. - Remove the legacy RBM / LSTM / groove / piano-roll modules (kept in history). - Rewrite the smoke tests (tokenizer round-trip, augmentation, windowing, tiny train+generate+decode); update README and pyproject to v2. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- README.md | 159 +++++++++++---------------- dembow/__init__.py | 56 +++------- dembow/cli.py | 95 +++++++---------- dembow/data.py | 59 +++++++++++ dembow/dataset.py | 83 --------------- dembow/generate.py | 167 +++++++---------------------- dembow/groove.py | 82 -------------- dembow/lstm.py | 127 ---------------------- dembow/midi_io.py | 149 -------------------------- dembow/model.py | 106 ++++++++++++++++++ dembow/rbm.py | 121 --------------------- dembow/representation.py | 207 ------------------------------------ dembow/tokenizer.py | 224 +++++++++++++++++++++++++++++++++++++++ dembow/train.py | 130 ++++++++--------------- fire.py | 12 +-- pyproject.toml | 4 +- tests/test_smoke.py | 180 ++++++++++--------------------- 17 files changed, 645 insertions(+), 1316 deletions(-) create mode 100644 dembow/data.py delete mode 100644 dembow/dataset.py delete mode 100644 dembow/groove.py delete mode 100644 dembow/lstm.py delete mode 100644 dembow/midi_io.py create mode 100644 dembow/model.py delete mode 100644 dembow/rbm.py delete mode 100644 dembow/representation.py create mode 100644 dembow/tokenizer.py diff --git a/README.md b/README.md index 1694d86..79d475e 100755 --- a/README.md +++ b/README.md @@ -3,48 +3,46 @@ ![Denbow.jpg](denbow.jpg) -Dembow learns the *dembow* groove from a corpus of reggaeton MIDI files and -dreams up new patterns of its own. It started life in 2016 as a Restricted -Boltzmann Machine; it has since grown a sequence model that actually understands -the beat — but it kept its soul. +Dembow learns from a corpus of reggaeton MIDI and writes new tracks of its own. +It began life in 2016 as a Restricted Boltzmann Machine over a binary piano roll; +it is now a **decoder-only Transformer over an event-based music language** — the +same recipe behind modern symbolic-music models. -## Two engines, same soul +## How it works -| Engine | What it is | Use it for | -| --- | --- | --- | -| **LSTM** (default) | A recurrent net that reads the song one 16th-note at a time and predicts what comes next. It learns *sequence* — the dembow kick/snare, where the bass lands, how a phrase moves. | Output that actually grooves. | -| **RBM** (classic) | The original 2016 model: a Restricted Boltzmann Machine sampling a static "bag of notes" with contrastive divergence + Gibbs sampling. | Nostalgia, and seeing where it all started. | +Dembow treats music the way a language model treats text. Every song is +tokenized into a stream of musical **events** (REMI-style): -### Why the early version sounded like noise - -The original threw every one of a song's ~6–7 tracks into a single piano roll, -which blended the **dembow drums** (channel 9 — almost half of all the notes in -the corpus, and the signature of the genre) in with bass and melody, scrambling -the groove. It also modelled a window of time as an unordered set, so it had no -way to learn "boom — boom-chick," and it sampled every pitch independently, so -each output was a wall of 300+ simultaneous notes. +``` +BOS BAR POS_0 INST_drums DRUM_kick DUR_1 VEL_5 + POS_0 INST_bass PITCH_36 DUR_4 VEL_6 + POS_4 INST_drums DRUM_snare DUR_1 VEL_5 ... + BAR ... EOS +``` -The revival fixes the **representation** for both engines: +Each note carries its **instrument group** (drums / bass / mid / high), **pitch**, +**duration**, and **velocity** — so the model can write expressive, +multi-instrument arrangements, not a flat on/off grid. A small Transformer then +learns to predict the next event from everything before it, using masked +self-attention to capture phrasing, repetition, and the way the drums and bass +lock into the dembow groove. -- **Drums are separated** from pitched content and bucketed into musical classes - (kick, snare, clap, hats, …), so the model can learn the beat as a beat. -- **Songs are transposed to a common key**, so it learns relative harmony - instead of smearing every key together. -- **Output is kept sparse** — a handful of notes per step — so it's music. +Generation is autoregressive with **temperature + nucleus (top-p) sampling**, the +standard modern decoding strategy. -## What changed in the revival +## What changed from the original | Then (2016) | Now | | --- | --- | -| Python 2 (`print "..."`) | Python 3 | -| TensorFlow 1.x graph + `Session` | **PyTorch** (CPU/GPU) | -| `python-midi` (unmaintained, Py2) | [`mido`](https://mido.readthedocs.io) | -| All tracks flattened into one roll | **Drums separated**, key-normalized | -| RBM only (no sense of time) | **LSTM** sequence model (+ RBM classic) | -| 300+ notes of noise per window | Sparse, groove-aware output | -| Threw the trained weights away | Saves & loads checkpoints | -| One-shot script | A real CLI + installable package | -| `glob('*.mid*')` skipped `.MID` | Case-insensitive corpus loading | +| Python 2, TensorFlow 1.x | Python 3, **PyTorch** | +| Restricted Boltzmann Machine | **Decoder-only Transformer** | +| Binary piano roll (on/off only) | **Event tokens**: pitch + duration + velocity | +| All tracks flattened into one roll | **Multi-instrument** (drums / bass / mid / high) | +| No sense of time | **Self-attention** over the whole sequence | +| Trained on ~76 raw files | **Pitch-augmented** corpus (×7) for generalization | +| `python-midi` (Py2, dead) | [`mido`](https://mido.readthedocs.io) | +| Threw the weights away | Saves & loads checkpoints | +| One-shot script | A real CLI + installable package + CI | ## Getting started @@ -58,103 +56,70 @@ pip install -e . ## Make magic happen -Train the default LSTM on the included reggaeton corpus, then generate: - ```sh -dembow train # -> dembow.pt (LSTM, ~1 min on CPU) +dembow train # -> dembow.pt dembow generate # -> generated/dembow_*.mid ``` -Want the original model? Just ask for it: - -```sh -dembow train --model rbm -dembow generate # generation auto-detects the model in the checkpoint -``` - -Without installing, the same things work through the module: +Without installing: ```sh python -m dembow.cli train python -m dembow.cli generate ``` -Or just light the fire (train + generate in one go): +Or light the fire (train + generate in one go): ```sh python fire.py ``` -## The dembow groove backbone - -The signature of reggaeton is its drum pattern, so by default Dembow **locks the -drums to the canonical dembow groove** and lets the LSTM improvise bass and -melody on top. The groove isn't guessed — it's **derived from the corpus**, by -averaging drum onsets across every bar of every song. What emerges is the -textbook dembow: +## Tuning -``` -kick X...X...X...X... downbeats -snare ...X..X....X..X. the iconic "boom-ch-boom-chick" (steps 3, 6, 11, 14) -closed_hat X..XX.X.X..XX.X. steady eighths -``` - -Locking it in means every track grooves the same way a reggaeton track does — -no more takes that drop the snare or drift off the beat. Control it with -`--groove`: +Training: ```sh -dembow generate --groove auto # derive the groove from the corpus (default) -dembow generate --groove dembow # the canonical pattern, hardcoded -dembow generate --groove none # let the model play its own drums (looser) +dembow train \ + --num-epochs 120 \ # train longer for tighter structure + --d-model 320 --n-layers 6 \ # a bigger model + --augment 4 # ±4 semitones of pitch augmentation (0 disables) ``` -## Making it sound more like reggaeton - -Generation **primes each track with the opening bars of a real reggaeton song**, -so the melody starts in the pocket, then improvises over the dembow backbone. A -few knobs to push it further: +Generation: ```sh -# train longer / bigger for a tighter groove -dembow train --num-epochs 150 --hidden 384 --seq-len 96 - -# generation controls dembow generate \ --num-samples 8 \ - --num-steps 128 \ # length after the priming bars - --max-pitched 4 \ # fewer simultaneous notes = cleaner melody - --temperature 0.8 \ # <1 = tighter & more repetitive, >1 = wilder - --tempo-bpm 95 # reggaeton pocket + --max-new-tokens 1200 \ # longer songs + --temperature 0.9 \ # <1 tighter & more repetitive, >1 wilder + --top-p 0.92 \ # nucleus sampling threshold + --prime-bars 2 \ # real bars used to kick off each song + --seed-dir none # cold start instead of priming from a real song ``` -**Honest note on quality.** The corpus is only ~76 short MIDI files, so the -model is data-limited — it captures the *feel* (the beat, the density, the key) -more than polished, hook-worthy songwriting. The single biggest lever now is -**more clean MIDI** in `reggaeton_samples/` (and longer training). Separating -the bass onto its own track, and adding song structure (intro / drop), are the -natural next steps. +**Honest note on quality.** The corpus is only ~76 short MIDI files, so even a +Transformer is data-limited — it captures the *feel* (groove, instrumentation, +key) more than polished, hook-worthy songwriting. The single biggest lever is +**more clean MIDI** in `reggaeton_samples/`. Pitch augmentation and priming from +real songs help it stay in the pocket meanwhile. ## Project layout ``` dembow/ - representation.py drum+pitched, key-normalized features (the genre-aware input) - groove.py the canonical dembow drum backbone (derived from the corpus) - lstm.py the sequence model (default engine) - rbm.py the Restricted Boltzmann Machine (classic engine) - midi_io.py basic MIDI <-> piano roll, via mido - dataset.py load the corpus, build training windows/sequences - train.py training loops + checkpointing - generate.py sample new patterns and write MIDI - cli.py the `dembow` command -fire.py nostalgic one-shot entry point + tokenizer.py MIDI <-> event tokens (the REMI-style music language) + model.py the decoder-only Transformer + data.py load the corpus, augment, build training windows + train.py training loop + checkpointing + generate.py sample new songs (temperature / top-p) and write MIDI + cli.py the `dembow` command +fire.py one-shot entry point reggaeton_samples/ the MIDI corpus -tests/ a fast end-to-end smoke test +tests/ a fast end-to-end smoke test ``` ## Contribute -We still need your help feeding and training the model. If you have reggaeton -MIDI, drop it in `reggaeton_samples/` and open a pull request — more data is the -single best way to make Dembow sound like a hit. +We still need your help feeding the model. If you have reggaeton MIDI, drop it in +`reggaeton_samples/` and open a pull request — more data is the single best way +to make Dembow sound like a hit. diff --git a/dembow/__init__.py b/dembow/__init__.py index 394b02c..8af6d17 100644 --- a/dembow/__init__.py +++ b/dembow/__init__.py @@ -1,47 +1,25 @@ -"""Dembow -- a small neural network that generates reggaeton. +"""Dembow -- a Transformer that generates reggaeton. -The first A.I. that generates reggaeton hits, brought back to life. +The first A.I. that generates reggaeton hits, rebuilt around a modern, +event-based music language model. -The original 2016 project trained a Restricted Boltzmann Machine (RBM) on a -corpus of reggaeton MIDI files and Gibbs-sampled new patterns out of it. This -revival keeps that exact idea -- an RBM learning the dembow groove -- but runs -on a modern stack: Python 3, PyTorch, and ``mido`` instead of TensorFlow 1.x, -Python 2, and the long-dead ``python-midi`` library. +The 2016 original trained a Restricted Boltzmann Machine on a binary piano roll. +This version replaces that entirely: songs are tokenized into a REMI-style stream +of musical events (bar, position, instrument, pitch, duration, velocity) and a +decoder-only Transformer learns to generate them one token at a time -- the same +recipe used by modern symbolic-music models. """ -from .rbm import RBM -from .lstm import DembowLSTM, LSTMConfig -from .midi_io import ( - LOWER_BOUND, - UPPER_BOUND, - SPAN, - midi_to_note_state_matrix, - note_state_matrix_to_midi, -) -from .representation import ( - N_FEATURES, - DRUM_CLASSES, - song_to_features, - features_to_midi, -) -from .groove import canonical_groove, fallback_groove, groove_track +from .tokenizer import VOCAB, Vocab, encode, decode +from .model import MusicTransformer, ModelConfig -__version__ = "1.2.0" +__version__ = "2.0.0" __all__ = [ - "RBM", - "DembowLSTM", - "LSTMConfig", - "LOWER_BOUND", - "UPPER_BOUND", - "SPAN", - "N_FEATURES", - "DRUM_CLASSES", - "midi_to_note_state_matrix", - "note_state_matrix_to_midi", - "song_to_features", - "features_to_midi", - "canonical_groove", - "fallback_groove", - "groove_track", + "VOCAB", + "Vocab", + "encode", + "decode", + "MusicTransformer", + "ModelConfig", ] diff --git a/dembow/cli.py b/dembow/cli.py index a565514..14e9fca 100644 --- a/dembow/cli.py +++ b/dembow/cli.py @@ -1,6 +1,6 @@ """Command line interface for Dembow. - dembow train # train the RBM on the reggaeton corpus + dembow train # train the Transformer on the reggaeton corpus dembow generate # sample new reggaeton out of a trained model """ @@ -19,37 +19,30 @@ def build_parser() -> argparse.ArgumentParser: parser.add_argument("--version", action="version", version=f"dembow {__version__}") sub = parser.add_subparsers(dest="command", required=True) - t = sub.add_parser("train", help="train a model on a folder of MIDI files") - t.add_argument("--model", choices=["lstm", "rbm"], default="lstm", help="lstm (default) or classic rbm") + t = sub.add_parser("train", help="train the Transformer on a folder of MIDI files") t.add_argument("--data-dir", default="reggaeton_samples") t.add_argument("--checkpoint", default="dembow.pt") - t.add_argument("--num-epochs", type=int, default=None, help="defaults: 60 (lstm) / 200 (rbm)") + t.add_argument("--seq-len", type=int, default=384) + t.add_argument("--d-model", type=int, default=256) + t.add_argument("--n-layers", type=int, default=4) + t.add_argument("--n-heads", type=int, default=4) + t.add_argument("--num-epochs", type=int, default=80) + t.add_argument("--batch-size", type=int, default=16) + t.add_argument("--lr", type=float, default=3e-4) + t.add_argument("--augment", type=int, default=3, help="pitch-shift augmentation range in semitones (0 disables)") t.add_argument("--seed", type=int, default=0) t.add_argument("--device", default=None) - # LSTM knobs - t.add_argument("--seq-len", type=int, default=64) - t.add_argument("--hidden", type=int, default=256) - t.add_argument("--layers", type=int, default=2) - t.add_argument("--lr", type=float, default=None, help="defaults: 1e-3 (lstm) / 0.005 (rbm)") - t.add_argument("--no-key-norm", action="store_true", help="skip transposing songs to a common key") - # RBM knobs (classic mode) - t.add_argument("--num-timesteps", type=int, default=15) - t.add_argument("--n-hidden", type=int, default=50) - t.add_argument("--batch-size", type=int, default=None, help="defaults: 64 (lstm) / 100 (rbm)") - t.add_argument("--k", type=int, default=1, help="Gibbs steps for contrastive divergence (rbm)") g = sub.add_parser("generate", help="sample new reggaeton from a trained model") g.add_argument("--checkpoint", default="dembow.pt") g.add_argument("--output-dir", default="generated") g.add_argument("--num-samples", type=int, default=5) - g.add_argument("--num-steps", type=int, default=64, help="steps to generate after the prime (lstm)") - g.add_argument("--prime-steps", type=int, default=16, help="seed steps taken from a real song (lstm)") - g.add_argument("--max-pitched", type=int, default=5, help="max simultaneous pitched notes (lstm)") - g.add_argument("--temperature", type=float, default=1.0, help="<1 tighter, >1 wilder (lstm)") - g.add_argument("--groove", choices=["auto", "dembow", "none"], default="auto", - help="lock drums to a dembow backbone: auto (from corpus), dembow (canonical), or none (let the model drum)") - g.add_argument("--k", type=int, default=1, help="Gibbs steps (rbm)") - g.add_argument("--seed-dir", default="reggaeton_samples", help="seed from real songs ('none' to start silent)") + g.add_argument("--max-new-tokens", type=int, default=800) + g.add_argument("--temperature", type=float, default=1.0, help="<1 tighter, >1 wilder") + g.add_argument("--top-p", type=float, default=0.92, help="nucleus sampling threshold") + g.add_argument("--top-k", type=int, default=None) + g.add_argument("--prime-bars", type=int, default=2, help="real bars used to prime each song ('--seed-dir none' for cold start)") + g.add_argument("--seed-dir", default="reggaeton_samples") g.add_argument("--tempo-bpm", type=float, default=95.0) g.add_argument("--random-seed", type=int, default=0) g.add_argument("--device", default=None) @@ -61,37 +54,22 @@ def main(argv=None) -> None: args = build_parser().parse_args(argv) if args.command == "train": - if args.model == "lstm": - from .train import train_lstm - - train_lstm( - data_dir=args.data_dir, - checkpoint=args.checkpoint, - seq_len=args.seq_len, - hidden=args.hidden, - layers=args.layers, - num_epochs=args.num_epochs if args.num_epochs is not None else 60, - batch_size=args.batch_size if args.batch_size is not None else 64, - lr=args.lr if args.lr is not None else 1e-3, - normalize_key=not args.no_key_norm, - seed=args.seed, - device=args.device, - ) - else: - from .train import train - - train( - data_dir=args.data_dir, - checkpoint=args.checkpoint, - num_timesteps=args.num_timesteps, - n_hidden=args.n_hidden, - num_epochs=args.num_epochs if args.num_epochs is not None else 200, - batch_size=args.batch_size if args.batch_size is not None else 100, - lr=args.lr if args.lr is not None else 0.005, - k=args.k, - seed=args.seed, - device=args.device, - ) + from .train import train + + train( + data_dir=args.data_dir, + checkpoint=args.checkpoint, + seq_len=args.seq_len, + d_model=args.d_model, + n_layers=args.n_layers, + n_heads=args.n_heads, + num_epochs=args.num_epochs, + batch_size=args.batch_size, + lr=args.lr, + augment=args.augment, + seed=args.seed, + device=args.device, + ) elif args.command == "generate": from .generate import generate @@ -100,12 +78,11 @@ def main(argv=None) -> None: checkpoint=args.checkpoint, output_dir=args.output_dir, num_samples=args.num_samples, - num_steps=args.num_steps, - prime_steps=args.prime_steps, - max_pitched=args.max_pitched, + max_new_tokens=args.max_new_tokens, temperature=args.temperature, - groove=args.groove, - k=args.k, + top_p=args.top_p, + top_k=args.top_k, + prime_bars=args.prime_bars, seed_dir=seed_dir, tempo_bpm=args.tempo_bpm, random_seed=args.random_seed, diff --git a/dembow/data.py b/dembow/data.py new file mode 100644 index 0000000..f290b41 --- /dev/null +++ b/dembow/data.py @@ -0,0 +1,59 @@ +"""Load the reggaeton corpus and turn it into token windows for training.""" + +from __future__ import annotations + +import glob +import os +from typing import List + +import numpy as np + +from .tokenizer import BOS, EOS, PAD, encode + + +def find_midi_files(directory: str) -> List[str]: + """Every MIDI file in ``directory`` (case-insensitive extension).""" + files = glob.glob(os.path.join(directory, "*")) + return sorted(f for f in files if f.lower().endswith((".mid", ".midi"))) + + +def encode_corpus(directory: str, transpositions: List[int] | None = None) -> List[List[int]]: + """Encode every song, optionally augmenting with transposed copies. + + Pitch augmentation multiplies our tiny ~76-song corpus: each transpose is a + musically valid variation, which helps the model generalize instead of just + memorizing a handful of files. + """ + if transpositions is None: + transpositions = [0] + songs = [] + for path in find_midi_files(directory): + for shift in transpositions: + try: + ids = encode(path, transpose=shift) + except Exception as exc: + print(f" skipping {os.path.basename(path)} (shift {shift}): {type(exc).__name__}: {exc}") + continue + if len(ids) > 8: + songs.append(ids) + return songs + + +def build_windows(songs: List[List[int]], seq_len: int) -> np.ndarray: + """Slice token streams into fixed-length training windows. + + Each window is one training example; the model learns to predict every token + from the ones before it. Short songs are padded; long songs yield several + overlapping windows. + """ + examples = [] + stride = seq_len // 2 + for ids in songs: + if len(ids) <= seq_len: + examples.append(ids + [PAD] * (seq_len - len(ids))) + else: + for start in range(0, len(ids) - seq_len + 1, stride): + examples.append(ids[start : start + seq_len]) + if not examples: + return np.zeros((0, seq_len), dtype=np.int64) + return np.array(examples, dtype=np.int64) diff --git a/dembow/dataset.py b/dembow/dataset.py deleted file mode 100644 index 59aee4a..0000000 --- a/dembow/dataset.py +++ /dev/null @@ -1,83 +0,0 @@ -"""Load the reggaeton MIDI corpus and turn it into RBM training data.""" - -from __future__ import annotations - -import glob -import os -from typing import List - -import numpy as np - -from .midi_io import SPAN, midi_to_note_state_matrix -from .representation import N_FEATURES, song_to_features - - -def find_midi_files(directory: str) -> List[str]: - """Return every MIDI file in ``directory`` (case-insensitive extension). - - The original used ``glob('*.mid*')``, which silently skipped the uppercase - ``.MID`` files in the corpus. We match regardless of case. - """ - files = glob.glob(os.path.join(directory, "*")) - return sorted(f for f in files if f.lower().endswith((".mid", ".midi"))) - - -def load_songs(directory: str, min_steps: int = 50, steps_per_quarter: int = 4) -> List[np.ndarray]: - """Parse every usable song in ``directory`` into piano-roll matrices.""" - songs = [] - for path in find_midi_files(directory): - try: - song = midi_to_note_state_matrix(path, steps_per_quarter=steps_per_quarter) - except Exception as exc: # a few corpus files have quirky encodings - print(f" skipping {os.path.basename(path)}: {type(exc).__name__}: {exc}") - continue - if song.shape[0] > min_steps: - songs.append(song) - return songs - - -def build_examples(songs: List[np.ndarray], num_timesteps: int) -> np.ndarray: - """Slice songs into fixed-length windows flattened for the RBM. - - Each training example is ``num_timesteps`` consecutive grid steps flattened - into a single ``num_timesteps * 2 * SPAN`` vector -- exactly the layout the - original code fed its visible layer. - """ - width = 2 * SPAN - examples = [] - for song in songs: - usable = (song.shape[0] // num_timesteps) * num_timesteps - if usable == 0: - continue - trimmed = song[:usable] - examples.append(trimmed.reshape(usable // num_timesteps, num_timesteps * width)) - if not examples: - return np.zeros((0, num_timesteps * width), dtype=np.float32) - return np.concatenate(examples, axis=0).astype(np.float32) - - -def load_feature_songs( - directory: str, min_steps: int = 32, steps_per_quarter: int = 4, normalize_key: bool = True -) -> List[np.ndarray]: - """Parse songs into the drum+pitched feature representation used by the LSTM.""" - songs = [] - for path in find_midi_files(directory): - try: - song = song_to_features(path, steps_per_quarter=steps_per_quarter, normalize_key=normalize_key) - except Exception as exc: - print(f" skipping {os.path.basename(path)}: {type(exc).__name__}: {exc}") - continue - if song.shape[0] > min_steps: - songs.append(song) - return songs - - -def build_sequences(songs: List[np.ndarray], seq_len: int, hop: int = 8) -> np.ndarray: - """Slice songs into overlapping ``seq_len + 1`` windows for next-step training.""" - windows = [] - for song in songs: - for start in range(0, song.shape[0] - seq_len - 1, hop): - windows.append(song[start : start + seq_len + 1]) - if not windows: - return np.zeros((0, seq_len + 1, N_FEATURES), dtype=np.float32) - return np.stack(windows).astype(np.float32) diff --git a/dembow/generate.py b/dembow/generate.py index 0e77333..99371eb 100644 --- a/dembow/generate.py +++ b/dembow/generate.py @@ -1,4 +1,4 @@ -"""Generate new reggaeton from a trained Dembow model (LSTM or classic RBM).""" +"""Generate new reggaeton from a trained Dembow Transformer.""" from __future__ import annotations @@ -8,157 +8,66 @@ import numpy as np import torch -from .dataset import find_midi_files -from .lstm import DembowLSTM -from .midi_io import SPAN, midi_to_note_state_matrix, note_state_matrix_to_midi -from .rbm import RBM -from .representation import N_FEATURES, features_to_midi, song_to_features - - -def _checkpoint_type(checkpoint: str) -> str: - ckpt = torch.load(checkpoint, map_location="cpu", weights_only=False) - return ckpt.get("model_type", "rbm") +from .data import find_midi_files +from .model import MusicTransformer +from .tokenizer import BAR, BOS, EOS, decode, encode + + +def _prime_tokens(seed_dir: Optional[str], prime_bars: int) -> List[int]: + """Build a priming prompt from the opening bars of a real reggaeton song.""" + if not seed_dir or not os.path.isdir(seed_dir): + return [BOS] + for path in find_midi_files(seed_dir): + ids = encode(path) + # Cut after `prime_bars` BAR tokens so we hand the model a few real bars. + bars = 0 + for i, t in enumerate(ids): + if t == BAR: + bars += 1 + if bars > prime_bars: + return ids[:i] + if len(ids) > 4: + return ids + return [BOS] def generate( checkpoint: str = "dembow.pt", output_dir: str = "generated", num_samples: int = 5, - num_steps: int = 64, - prime_steps: int = 16, - max_pitched: int = 5, + max_new_tokens: int = 800, temperature: float = 1.0, - groove: str = "auto", + top_p: float = 0.92, + top_k: Optional[int] = None, + prime_bars: int = 2, seed_dir: Optional[str] = "reggaeton_samples", tempo_bpm: float = 95.0, random_seed: int = 0, device: str | None = None, - # RBM-only knob, kept for the classic mode. - k: int = 1, ) -> List[str]: - """Sample patterns from the model and write them out as MIDI files.""" + """Sample songs from the model and write them out as MIDI files.""" device = device or ("cuda" if torch.cuda.is_available() else "cpu") torch.manual_seed(random_seed) np.random.seed(random_seed) os.makedirs(output_dir, exist_ok=True) - if _checkpoint_type(checkpoint) == "lstm": - return _generate_lstm( - checkpoint, output_dir, num_samples, num_steps, prime_steps, - max_pitched, temperature, groove, seed_dir, tempo_bpm, device, - ) - return _generate_rbm( - checkpoint, output_dir, num_samples, k, seed_dir, tempo_bpm, device, - ) - - -def _generate_lstm(checkpoint, output_dir, num_samples, num_steps, prime_steps, - max_pitched, temperature, groove, seed_dir, tempo_bpm, device) -> List[str]: - from .groove import canonical_groove, fallback_groove, tile_groove - from .representation import DRUM_SLICE - - model = DembowLSTM.load(checkpoint, device=device) - - # Load the corpus once: used both to prime generation and to derive the groove. - corpus = [] - if seed_dir and os.path.isdir(seed_dir): - for path in find_midi_files(seed_dir): - corpus.append(song_to_features(path)) - - # Prime each generation with the opening bars of a real reggaeton song so the - # model starts in the pocket. - primes = [s[:prime_steps] for s in corpus if s.shape[0] > prime_steps] - if not primes: - primes = [np.zeros((prime_steps, N_FEATURES), dtype=np.float32)] - - # Build the dembow drum backbone the model will groove over. - drum_track = None - if groove == "auto": - pattern = canonical_groove(corpus) if corpus else fallback_groove() - drum_track = tile_groove(pattern, num_steps) - elif groove == "dembow": - drum_track = tile_groove(fallback_groove(), num_steps) + model = MusicTransformer.load(checkpoint, device=device) + prompt_ids = _prime_tokens(seed_dir, prime_bars) written = [] for i in range(num_samples): - prime = primes[i % len(primes)] - body = _roll_out( - model, prime, num_steps, max_pitched, temperature, drum_track, device, + prompt = torch.tensor(prompt_ids, dtype=torch.long) + ids = model.generate( + prompt, max_new_tokens=max_new_tokens, temperature=temperature, + top_k=top_k, top_p=top_p, eos_id=EOS, device=device, ) - full = np.concatenate([prime, body], axis=0) - out_path = os.path.join(output_dir, f"dembow_{i}.mid") - features_to_midi(full, out_path, tempo_bpm=tempo_bpm) - written.append(out_path) - - print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/' (LSTM)") - return written - - -def _roll_out(model, prime, num_steps, max_pitched, temperature, drum_track, device): - """Generate one body, re-rolling if drums or melody drift into silence. - - An LSTM can collapse into emptiness (an empty step begets empty steps). We - try progressively more permissive settings until both the beat (when not - locked to a groove) and the melody clear a minimum density. - """ - from .representation import PLAY_SLICE - - attempts = [ - dict(drum_threshold=0.40, pitch_threshold=0.50, temperature=temperature), - dict(drum_threshold=0.30, pitch_threshold=0.40, temperature=max(temperature, 1.1)), - dict(drum_threshold=0.22, pitch_threshold=0.32, temperature=max(temperature, 1.25)), - ] - body = None - for params in attempts: - body = model.generate( - prime, num_steps=num_steps, max_pitched=max_pitched, - drum_track=drum_track, device=device, **params, - ) - drums_ok = drum_track is not None or body[:, DRUM_SLICE].sum() >= num_steps * 0.3 - melody_ok = body[:, PLAY_SLICE].sum() >= num_steps * 0.5 - if drums_ok and melody_ok: - break - return body - - -def _seed_from_song(path: str, num_timesteps: int) -> Optional[torch.Tensor]: - matrix = midi_to_note_state_matrix(path, steps_per_quarter=4) - width = 2 * SPAN - if matrix.shape[0] < num_timesteps: - return None - window = matrix[:num_timesteps].reshape(1, num_timesteps * width) - return torch.from_numpy(window.astype(np.float32)) - - -def _generate_rbm(checkpoint, output_dir, num_samples, k, seed_dir, tempo_bpm, device) -> List[str]: - model = RBM.load(checkpoint, device=device) - cfg = model.config - - init = None - if seed_dir and os.path.isdir(seed_dir): - seeds = [] - for path in find_midi_files(seed_dir): - vec = _seed_from_song(path, cfg.num_timesteps) - if vec is not None: - seeds.append(vec) - if len(seeds) >= num_samples: - break - if seeds: - init = torch.cat(seeds, dim=0) - if init.shape[0] < num_samples: - reps = (num_samples + init.shape[0] - 1) // init.shape[0] - init = init.repeat(reps, 1)[:num_samples] - - samples = model.generate(num_samples, k=k, init=init).cpu().numpy() - width = 2 * SPAN - written = [] - for i, sample in enumerate(samples): - if not sample.any(): + midi_file = decode(ids, tempo_bpm=tempo_bpm) + # A valid song needs at least a couple of note tracks (beyond the meta track). + if len(midi_file.tracks) < 2: continue - matrix = sample.reshape(cfg.num_timesteps, width) out_path = os.path.join(output_dir, f"dembow_{i}.mid") - note_state_matrix_to_midi(matrix, out_path, steps_per_quarter=cfg.steps_per_quarter, tempo_bpm=tempo_bpm) + midi_file.save(out_path) written.append(out_path) - print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/' (RBM classic)") + print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/'") return written diff --git a/dembow/groove.py b/dembow/groove.py deleted file mode 100644 index 4bd412f..0000000 --- a/dembow/groove.py +++ /dev/null @@ -1,82 +0,0 @@ -"""The dembow drum backbone. - -An LSTM trained on ~76 songs grooves most of the time, but it can drop the snare -or drift. The signature of reggaeton is its drum pattern, so this module pins -that down: it derives the canonical one-bar dembow groove straight from the -corpus (averaging drum onsets across every bar of every song, then keeping the -positions that fire often), and lays it under the model's bass and melody. - -Run against the bundled corpus, the pattern that emerges is the textbook dembow: - - kick X...X...X...X... downbeats - snare ...X..X....X..X. the iconic "boom-ch-boom-chick" (steps 3,6,11,14) - closed_hat X..XX.X.X..XX.X. steady eighths - -When no corpus is available we fall back to that exact pattern, hardcoded. -""" - -from __future__ import annotations - -from typing import List, Optional - -import numpy as np - -from .representation import DRUM_SLICE, N_DRUMS - -BAR_STEPS = 16 # one 4/4 bar on a 16th-note grid - -# Hardcoded fallback, matching the groove the corpus reveals. Indices follow -# representation.DRUM_CLASSES: kick=0, snare=1, clap=2, closed_hat=3, open_hat=4. -_FALLBACK = { - 0: [0, 4, 8, 12], # kick - 1: [3, 6, 11, 14], # snare - 3: [0, 3, 4, 6, 8, 11, 12, 14], # closed hat - 2: [0, 4, 8, 12], # clap reinforcing the kick -} - - -def fallback_groove() -> np.ndarray: - """The canonical dembow bar, as a ``[BAR_STEPS, N_DRUMS]`` matrix.""" - pattern = np.zeros((BAR_STEPS, N_DRUMS), dtype=np.float32) - for cls, steps in _FALLBACK.items(): - for s in steps: - pattern[s, cls] = 1.0 - return pattern - - -def canonical_groove(songs: List[np.ndarray], bar_steps: int = BAR_STEPS, threshold: float = 0.25) -> np.ndarray: - """Derive a representative one-bar drum pattern from feature matrices. - - For each within-bar position and drum class we measure how often an onset - occurs across the whole corpus, then keep the ones that fire in at least - ``threshold`` of bars. Falls back to the hardcoded dembow if there's no data. - """ - acc = np.zeros((bar_steps, N_DRUMS), dtype=np.float64) - num_bars = 0 - for song in songs: - drums = song[:, DRUM_SLICE] - bars = drums.shape[0] // bar_steps - if bars == 0: - continue - acc += drums[: bars * bar_steps].reshape(bars, bar_steps, N_DRUMS).sum(axis=0) - num_bars += bars - if num_bars == 0: - return fallback_groove() - prob = acc / num_bars - pattern = (prob > threshold).astype(np.float32) - if pattern.sum() == 0: - return fallback_groove() - return pattern - - -def tile_groove(pattern: np.ndarray, num_steps: int, offset: int = 0) -> np.ndarray: - """Repeat a one-bar pattern to cover ``num_steps`` steps.""" - bar_steps = pattern.shape[0] - idx = (np.arange(num_steps) + offset) % bar_steps - return pattern[idx] - - -def groove_track(num_steps: int, songs: Optional[List[np.ndarray]] = None, offset: int = 0) -> np.ndarray: - """Convenience: a full ``[num_steps, N_DRUMS]`` dembow drum track.""" - pattern = canonical_groove(songs) if songs else fallback_groove() - return tile_groove(pattern, num_steps, offset=offset) diff --git a/dembow/lstm.py b/dembow/lstm.py deleted file mode 100644 index 5b528f1..0000000 --- a/dembow/lstm.py +++ /dev/null @@ -1,127 +0,0 @@ -"""A small LSTM that learns the reggaeton groove over time. - -Unlike the RBM -- which models a static "bag of notes" with no sense of order -- -this network reads the song one grid-step at a time and predicts the next step. -That is what lets it learn sequential structure: the dembow kick/snare pattern, -where the bass lands, how a phrase moves. It is the default engine; the RBM -remains available as the original "classic mode". -""" - -from __future__ import annotations - -from dataclasses import dataclass, asdict - -import numpy as np -import torch -import torch.nn as nn - -from .representation import ( - ARTIC_SLICE, - DRUM_SLICE, - N_DRUMS, - N_FEATURES, - PLAY_SLICE, - SPAN, -) - - -@dataclass -class LSTMConfig: - n_features: int = N_FEATURES - hidden: int = 256 - layers: int = 2 - steps_per_quarter: int = 4 - - -class DembowLSTM(nn.Module): - """Predicts the next grid-step's multi-hot feature vector.""" - - def __init__(self, config: LSTMConfig): - super().__init__() - self.config = config - self.input = nn.Linear(config.n_features, config.hidden) - self.lstm = nn.LSTM(config.hidden, config.hidden, num_layers=config.layers, batch_first=True) - self.output = nn.Linear(config.hidden, config.n_features) - - def forward(self, x, state=None): - h = torch.relu(self.input(x)) - h, state = self.lstm(h, state) - return self.output(h), state - - # -- generation --------------------------------------------------------- - - @torch.no_grad() - def generate( - self, - prime: np.ndarray, - num_steps: int = 64, - max_pitched: int = 5, - drum_threshold: float = 0.4, - pitch_threshold: float = 0.5, - temperature: float = 1.0, - drum_track: np.ndarray | None = None, - device: str | torch.device = "cpu", - ) -> np.ndarray: - """Autoregressively roll out ``num_steps`` from a priming sequence. - - ``prime`` is a ``[P, N_FEATURES]`` seed (e.g. the opening of a real song). - Pitched output is kept sparse -- at most ``max_pitched`` notes per step, - chosen by probability -- so the result is music, not a wall of noise. - - If ``drum_track`` (``[num_steps, N_DRUMS]``) is given, the drums are - locked to it -- the canonical dembow groove -- and the model only - improvises bass and melody on top, conditioned on that steady beat. - """ - self.eval() - device = torch.device(device) - self.to(device) - - prime_t = torch.from_numpy(prime.astype(np.float32)).to(device).unsqueeze(0) - _, state = self.forward(prime_t) - current = prime_t[:, -1:, :] - - generated = [] - prev_play = prime[-1, PLAY_SLICE] > 0.5 - for _ in range(num_steps): - logits, state = self.forward(current, state) - probs = torch.sigmoid(logits.squeeze(0).squeeze(0) / temperature).cpu().numpy() - - step = np.zeros(N_FEATURES, dtype=np.float32) - # Drums: locked to the supplied groove, or sampled by threshold. - if drum_track is not None: - step[DRUM_SLICE] = drum_track[len(generated) % len(drum_track)] - else: - step[DRUM_SLICE] = (probs[DRUM_SLICE] > drum_threshold).astype(np.float32) - - # Pitched: keep only the few most likely notes above threshold. - play_probs = probs[PLAY_SLICE].copy() - candidates = np.where(play_probs > pitch_threshold)[0] - if len(candidates) > max_pitched: - candidates = candidates[np.argsort(play_probs[candidates])[-max_pitched:]] - play = np.zeros(SPAN, dtype=np.float32) - play[candidates] = 1.0 - step[PLAY_SLICE] = play - # Articulate deterministically: a note is struck when it starts. - step[ARTIC_SLICE] = ((play > 0.5) & ~prev_play).astype(np.float32) - prev_play = play > 0.5 - - generated.append(step) - current = torch.from_numpy(step).to(device).view(1, 1, -1) - - return np.array(generated, dtype=np.float32) - - # -- persistence -------------------------------------------------------- - - def save(self, path: str) -> None: - torch.save( - {"model_type": "lstm", "config": asdict(self.config), "state_dict": self.state_dict()}, - path, - ) - - @classmethod - def load(cls, path: str, device: str | torch.device = "cpu") -> "DembowLSTM": - ckpt = torch.load(path, map_location="cpu", weights_only=False) - model = cls(LSTMConfig(**ckpt["config"])) - model.load_state_dict(ckpt["state_dict"]) - model.to(device) - return model diff --git a/dembow/midi_io.py b/dembow/midi_io.py deleted file mode 100644 index 4aed055..0000000 --- a/dembow/midi_io.py +++ /dev/null @@ -1,149 +0,0 @@ -"""Convert MIDI files to and from the piano-roll representation the RBM uses. - -This is the modern replacement for the original ``midi_manipulation.py``, which -depended on the Python-2-only, unmaintained ``python-midi`` library. It uses -``mido`` instead and keeps the same representation the model was designed around: - -A song becomes a ``[num_steps, 2 * SPAN]`` matrix. Time is quantized onto a grid -(16th notes by default). For each step and each pitch we store two bits:: - - columns [0 : SPAN] -> "play" : the note is sounding this step - columns [SPAN : 2 * SPAN] -> "articulate": the note was (re)struck this step - -The "articulate" bit is what lets the model tell a freshly struck note apart -from one that is simply being held -- essential for capturing the percussive, -on-the-grid feel of the dembow rhythm. -""" - -from __future__ import annotations - -import math -from typing import List - -import mido -import numpy as np - -# The slice of the piano we care about. Identical to the original project so -# that the representation -- and the model's notion of "note range" -- is -# preserved. 24 == C1, 102 == F#7. -LOWER_BOUND = 24 -UPPER_BOUND = 102 -SPAN = UPPER_BOUND - LOWER_BOUND # 78 pitches - - -def _iter_note_events(midi_file: mido.MidiFile): - """Yield ``(abs_tick, pitch, is_on)`` for every note event in the file. - - All tracks are merged onto a single absolute-tick timeline. A note_on with - zero velocity is treated as a note_off, per the MIDI spec. - """ - for track in midi_file.tracks: - abs_tick = 0 - for msg in track: - abs_tick += msg.time - if msg.type == "note_on" and msg.velocity > 0: - yield abs_tick, msg.note, True - elif msg.type == "note_off" or (msg.type == "note_on" and msg.velocity == 0): - yield abs_tick, msg.note, False - - -def midi_to_note_state_matrix(path: str, steps_per_quarter: int = 4) -> np.ndarray: - """Parse ``path`` into a ``[num_steps, 2 * SPAN]`` piano-roll matrix. - - ``steps_per_quarter`` controls the time grid: 4 means a 16th-note grid, - which is what the original code effectively used. - """ - midi_file = mido.MidiFile(path) - ticks_per_step = midi_file.ticks_per_beat / steps_per_quarter - - events = sorted(_iter_note_events(midi_file), key=lambda e: e[0]) - if not events: - return np.zeros((0, 2 * SPAN), dtype=np.float32) - - last_tick = events[-1][0] - num_steps = int(math.floor(last_tick / ticks_per_step)) + 1 - - play = np.zeros((num_steps, SPAN), dtype=np.float32) - articulate = np.zeros((num_steps, SPAN), dtype=np.float32) - - # Track when each pitch was turned on so we can fill in the held steps. - note_start_step = {} - for abs_tick, pitch, is_on in events: - if pitch < LOWER_BOUND or pitch >= UPPER_BOUND: - continue - idx = pitch - LOWER_BOUND - step = int(math.floor(abs_tick / ticks_per_step)) - if is_on: - note_start_step[pitch] = step - articulate[step, idx] = 1.0 - play[step, idx] = 1.0 - else: - start = note_start_step.pop(pitch, step) - play[start : step + 1, idx] = 1.0 - - return np.concatenate([play, articulate], axis=1) - - -def note_state_matrix_to_midi( - statematrix, - path: str, - steps_per_quarter: int = 4, - tempo_bpm: float = 95.0, - velocity: int = 90, - ticks_per_beat: int = 480, -) -> str: - """Write a ``[num_steps, 2 * SPAN]`` matrix back out to a MIDI file. - - ``tempo_bpm`` defaults to 95 -- right in the reggaeton pocket. - """ - statematrix = np.asarray(statematrix) - play = statematrix[:, :SPAN] - articulate = statematrix[:, SPAN:] - - ticks_per_step = int(round(ticks_per_beat / steps_per_quarter)) - - midi_file = mido.MidiFile(ticks_per_beat=ticks_per_beat) - track = mido.MidiTrack() - midi_file.tracks.append(track) - track.append(mido.MetaMessage("set_tempo", tempo=mido.bpm2tempo(tempo_bpm), time=0)) - - num_steps = play.shape[0] - sounding = np.zeros(SPAN, dtype=bool) - pending: List[mido.Message] = [] - last_event_tick = 0 - - def flush(messages, current_tick): - nonlocal last_event_tick - for msg in messages: - track.append(msg.copy(time=current_tick - last_event_tick)) - last_event_tick = current_tick - - for step in range(num_steps): - tick = step * ticks_per_step - ons, offs = [], [] - for i in range(SPAN): - is_playing = play[step, i] > 0.5 - is_struck = articulate[step, i] > 0.5 - if sounding[i] and (not is_playing or is_struck): - offs.append(i) - sounding[i] = False - if is_playing and not sounding[i]: - ons.append(i) - sounding[i] = True - msgs = [mido.Message("note_off", note=i + LOWER_BOUND, velocity=0) for i in offs] - msgs += [mido.Message("note_on", note=i + LOWER_BOUND, velocity=velocity) for i in ons] - if msgs: - flush(msgs, tick) - - # Turn off anything still ringing at the end. - final_tick = num_steps * ticks_per_step - tail = [ - mido.Message("note_off", note=i + LOWER_BOUND, velocity=0) - for i in range(SPAN) - if sounding[i] - ] - if tail: - flush(tail, final_tick) - - midi_file.save(path) - return path diff --git a/dembow/model.py b/dembow/model.py new file mode 100644 index 0000000..c4b3de4 --- /dev/null +++ b/dembow/model.py @@ -0,0 +1,106 @@ +"""A small decoder-only Transformer language model over music tokens. + +This is the new engine: instead of an RBM's static "bag of notes" or an LSTM's +single recurrent state, it uses masked self-attention to condition every token on +the entire sequence so far. That long-range view is what lets it learn musical +structure -- phrases, repetition, how the drums and bass lock together -- one +event at a time, exactly as a GPT-style model generates text. +""" + +from __future__ import annotations + +from dataclasses import dataclass, asdict + +import torch +import torch.nn as nn +import torch.nn.functional as F + + +@dataclass +class ModelConfig: + vocab_size: int + d_model: int = 256 + n_heads: int = 4 + n_layers: int = 4 + d_ff: int = 512 + max_len: int = 512 + dropout: float = 0.1 + + +class MusicTransformer(nn.Module): + def __init__(self, config: ModelConfig): + super().__init__() + self.config = config + self.token_emb = nn.Embedding(config.vocab_size, config.d_model) + self.pos_emb = nn.Embedding(config.max_len, config.d_model) + self.drop = nn.Dropout(config.dropout) + layer = nn.TransformerEncoderLayer( + d_model=config.d_model, + nhead=config.n_heads, + dim_feedforward=config.d_ff, + dropout=config.dropout, + batch_first=True, + activation="gelu", + norm_first=True, + ) + self.blocks = nn.TransformerEncoder(layer, num_layers=config.n_layers, enable_nested_tensor=False) + self.norm = nn.LayerNorm(config.d_model) + self.head = nn.Linear(config.d_model, config.vocab_size, bias=False) + # Weight tying: input embedding and output projection share weights. + self.head.weight = self.token_emb.weight + + def forward(self, x: torch.Tensor) -> torch.Tensor: + b, t = x.shape + pos = torch.arange(t, device=x.device).unsqueeze(0) + h = self.drop(self.token_emb(x) + self.pos_emb(pos)) + mask = torch.triu(torch.ones(t, t, device=x.device, dtype=torch.bool), diagonal=1) + h = self.blocks(h, mask=mask) + return self.head(self.norm(h)) + + @torch.no_grad() + def generate( + self, + prompt: torch.Tensor, + max_new_tokens: int = 600, + temperature: float = 1.0, + top_k: int | None = None, + top_p: float | None = 0.92, + eos_id: int | None = None, + device: str | torch.device = "cpu", + ) -> list[int]: + """Autoregressively sample a continuation with temperature + nucleus (top-p).""" + self.eval() + ids = prompt.to(device).tolist() + for _ in range(max_new_tokens): + context = torch.tensor(ids[-self.config.max_len:], device=device).unsqueeze(0) + logits = self.forward(context)[0, -1] / max(temperature, 1e-6) + + if top_k is not None: + kth = torch.topk(logits, top_k).values[-1] + logits[logits < kth] = -float("inf") + if top_p is not None: + ordered, idx = torch.sort(logits, descending=True) + probs = torch.softmax(ordered, dim=-1) + cutoff = torch.cumsum(probs, dim=-1) > top_p + cutoff[1:] = cutoff[:-1].clone() + cutoff[0] = False + ordered[cutoff] = -float("inf") + logits = torch.full_like(logits, -float("inf")).scatter(0, idx, ordered) + + probs = torch.softmax(logits, dim=-1) + nxt = int(torch.multinomial(probs, 1)) + ids.append(nxt) + if eos_id is not None and nxt == eos_id: + break + return ids + + def save(self, path: str) -> None: + torch.save({"model_type": "transformer", "config": asdict(self.config), "state_dict": self.state_dict()}, path) + + @classmethod + def load(cls, path: str, device: str | torch.device = "cpu") -> "MusicTransformer": + ckpt = torch.load(path, map_location="cpu", weights_only=False) + model = cls(ModelConfig(**ckpt["config"])) + model.load_state_dict(ckpt["state_dict"]) + model.to(device) + return model diff --git a/dembow/rbm.py b/dembow/rbm.py deleted file mode 100644 index 59b2542..0000000 --- a/dembow/rbm.py +++ /dev/null @@ -1,121 +0,0 @@ -"""A Restricted Boltzmann Machine in PyTorch. - -This is the heart of Dembow and the part whose essence we are most careful to -preserve. The original project trained an RBM with single-step contrastive -divergence (CD-1) using a hand-written TensorFlow 1.x graph. Here we keep the -exact same model -- visible/hidden units, Gibbs sampling, contrastive -divergence -- but express it in modern PyTorch so it is readable, runs on -today's machines, and can use a GPU. -""" - -from __future__ import annotations - -from dataclasses import dataclass, asdict - -import torch - - -@dataclass -class RBMConfig: - """Everything needed to reconstruct the model and decode its output.""" - - n_visible: int - n_hidden: int - num_timesteps: int - span: int - steps_per_quarter: int = 4 - - -class RBM: - """Bernoulli-Bernoulli Restricted Boltzmann Machine trained with CD-k.""" - - def __init__(self, config: RBMConfig, device: str | torch.device = "cpu", seed: int | None = None): - self.config = config - self.device = torch.device(device) - if seed is not None: - torch.manual_seed(seed) - # Small random weights, zero biases -- same initialization scheme as the - # original (random_normal weights with 0.01 std, zero biases). - self.W = (0.01 * torch.randn(config.n_visible, config.n_hidden, device=self.device)) - self.bv = torch.zeros(config.n_visible, device=self.device) - self.bh = torch.zeros(config.n_hidden, device=self.device) - - # -- sampling helpers --------------------------------------------------- - - @staticmethod - def _bernoulli(probs: torch.Tensor) -> torch.Tensor: - """Sample a 0/1 tensor from a tensor of probabilities.""" - return torch.bernoulli(probs) - - def sample_hidden(self, v: torch.Tensor): - """Propagate visible -> hidden. Returns (probabilities, samples).""" - prob_h = torch.sigmoid(v @ self.W + self.bh) - return prob_h, self._bernoulli(prob_h) - - def sample_visible(self, h: torch.Tensor): - """Propagate hidden -> visible. Returns (probabilities, samples).""" - prob_v = torch.sigmoid(h @ self.W.t() + self.bv) - return prob_v, self._bernoulli(prob_v) - - def gibbs(self, v: torch.Tensor, k: int = 1) -> torch.Tensor: - """Run a k-step Gibbs chain starting from visible state ``v``.""" - for _ in range(k): - _, h = self.sample_hidden(v) - _, v = self.sample_visible(h) - return v - - # -- training ----------------------------------------------------------- - - def contrastive_divergence(self, v0: torch.Tensor, lr: float = 0.005, k: int = 1) -> float: - """One CD-k weight update on a batch. Returns reconstruction error.""" - prob_h0, h0 = self.sample_hidden(v0) - - vk = v0 - hk = h0 - for _ in range(k): - _, vk = self.sample_visible(hk) - prob_hk, hk = self.sample_hidden(vk) - - batch_size = v0.shape[0] - # Positive and negative associations, averaged over the batch. - pos = v0.t() @ prob_h0 - neg = vk.t() @ prob_hk - self.W += lr * (pos - neg) / batch_size - self.bv += lr * torch.sum(v0 - vk, dim=0) / batch_size - self.bh += lr * torch.sum(prob_h0 - prob_hk, dim=0) / batch_size - - return float(torch.mean((v0 - vk) ** 2)) - - # -- generation --------------------------------------------------------- - - @torch.no_grad() - def generate(self, num_samples: int, k: int = 1, init: torch.Tensor | None = None) -> torch.Tensor: - """Gibbs-sample ``num_samples`` visible vectors from the model.""" - if init is None: - init = torch.zeros(num_samples, self.config.n_visible, device=self.device) - else: - init = init.to(self.device) - return self.gibbs(init, k=k) - - # -- persistence -------------------------------------------------------- - - def save(self, path: str) -> None: - torch.save( - { - "model_type": "rbm", - "config": asdict(self.config), - "W": self.W.cpu(), - "bv": self.bv.cpu(), - "bh": self.bh.cpu(), - }, - path, - ) - - @classmethod - def load(cls, path: str, device: str | torch.device = "cpu") -> "RBM": - checkpoint = torch.load(path, map_location="cpu", weights_only=True) - model = cls(RBMConfig(**checkpoint["config"]), device=device) - model.W = checkpoint["W"].to(model.device) - model.bv = checkpoint["bv"].to(model.device) - model.bh = checkpoint["bh"].to(model.device) - return model diff --git a/dembow/representation.py b/dembow/representation.py deleted file mode 100644 index 8993277..0000000 --- a/dembow/representation.py +++ /dev/null @@ -1,207 +0,0 @@ -"""A genre-aware representation: drums separated from pitched content. - -The original piano roll flattened all ~6-7 tracks of a reggaeton MIDI into one -blob, which mixed the dembow kick/snare (the signature of the genre, ~45% of all -notes, living on MIDI channel 9) in with bass and melody. This module pulls the -two apart so a model can actually learn the groove: - -A song becomes a ``[num_steps, N_FEATURES]`` matrix whose columns are:: - - [0 : N_DRUMS] drum onsets, bucketed into a few classes - [N_DRUMS : N_DRUMS + SPAN] pitched "play" (a note is sounding) - [N_DRUMS + SPAN : N_DRUMS + 2*SPAN] pitched "articulate" (a note was struck) - -Pitched content is also transposed to a common key (C) so the model learns -relative harmony instead of smearing every key together. Drums are left alone. -""" - -from __future__ import annotations - -from typing import List - -import mido -import numpy as np - -from .midi_io import LOWER_BOUND, UPPER_BOUND, SPAN - -DRUM_CHANNEL = 9 # General MIDI percussion channel (0-indexed) - -# Bucket the dozens of GM percussion notes into a handful of musically distinct -# classes. This keeps the drum vocabulary small and learnable. -DRUM_CLASSES = [ - "kick", - "snare", - "clap", - "closed_hat", - "open_hat", - "tom", - "crash", - "ride", - "perc", -] -N_DRUMS = len(DRUM_CLASSES) - -_DRUM_MAP = { - 35: 0, 36: 0, # kick - 38: 1, 40: 1, # snare - 37: 2, 39: 2, # rim / clap - 42: 3, 44: 3, # closed hat / pedal hat - 46: 4, # open hat - 41: 5, 43: 5, 45: 5, 47: 5, 48: 5, 50: 5, # toms - 49: 6, 57: 6, 55: 6, # crash / splash - 51: 7, 59: 7, 53: 7, # ride -} -# A representative GM note used to play each class back. -_DRUM_REPR = [36, 38, 39, 42, 46, 45, 49, 51, 54] - - -def _drum_class(note: int) -> int: - return _DRUM_MAP.get(note, 8) # default: generic percussion - - -N_FEATURES = N_DRUMS + 2 * SPAN -DRUM_SLICE = slice(0, N_DRUMS) -PLAY_SLICE = slice(N_DRUMS, N_DRUMS + SPAN) -ARTIC_SLICE = slice(N_DRUMS + SPAN, N_DRUMS + 2 * SPAN) - -# Krumhansl-Schmuckler minor-key profile, used to guess each song's tonic so we -# can transpose everything to a common key. Reggaeton lives mostly in minor. -_MINOR_PROFILE = np.array( - [6.33, 2.68, 3.52, 5.38, 2.60, 3.53, 2.54, 4.75, 3.98, 2.69, 3.34, 3.17] -) - - -def _estimate_transpose(pitch_class_hist: np.ndarray) -> int: - """Return the semitone shift that moves the song's tonic to C (pitch class 0).""" - if pitch_class_hist.sum() == 0: - return 0 - best_root, best_score = 0, -np.inf - for root in range(12): - profile = np.roll(_MINOR_PROFILE, root) - score = np.corrcoef(pitch_class_hist, profile)[0, 1] - if score > best_score: - best_score, best_root = score, root - return (-best_root) % 12 - - -def _iter_events(midi_file: mido.MidiFile, steps_per_quarter: int): - """Yield ``(step, channel, note, is_on)`` for every note event.""" - ticks_per_step = midi_file.ticks_per_beat / steps_per_quarter - for track in midi_file.tracks: - abs_tick = 0 - for msg in track: - abs_tick += msg.time - step = int(abs_tick // ticks_per_step) - if msg.type == "note_on" and msg.velocity > 0: - yield step, msg.channel, msg.note, True - elif msg.type == "note_off" or (msg.type == "note_on" and msg.velocity == 0): - yield step, msg.channel, msg.note, False - - -def song_to_features(path: str, steps_per_quarter: int = 4, normalize_key: bool = True) -> np.ndarray: - """Parse ``path`` into a ``[num_steps, N_FEATURES]`` drum+pitched matrix.""" - midi_file = mido.MidiFile(path) - events = sorted(_iter_events(midi_file, steps_per_quarter), key=lambda e: e[0]) - if not events: - return np.zeros((0, N_FEATURES), dtype=np.float32) - - # Decide the transpose from the pitched (non-drum) content. - shift = 0 - if normalize_key: - hist = np.zeros(12) - for _, channel, note, is_on in events: - if is_on and channel != DRUM_CHANNEL: - hist[note % 12] += 1 - shift = _estimate_transpose(hist) - - num_steps = events[-1][0] + 1 - features = np.zeros((num_steps, N_FEATURES), dtype=np.float32) - play = features[:, PLAY_SLICE] - artic = features[:, ARTIC_SLICE] - drums = features[:, DRUM_SLICE] - - note_start = {} - for step, channel, note, is_on in events: - if channel == DRUM_CHANNEL: - if is_on: - drums[step, _drum_class(note)] = 1.0 - continue - pitch = note + shift - if pitch < LOWER_BOUND or pitch >= UPPER_BOUND: - continue - idx = pitch - LOWER_BOUND - if is_on: - note_start[pitch] = step - artic[step, idx] = 1.0 - play[step, idx] = 1.0 - else: - start = note_start.pop(pitch, step) - play[start : step + 1, idx] = 1.0 - - return features - - -def _assemble_track(timed_messages, channel: int) -> mido.MidiTrack: - """Turn a list of ``(tick, type, note, velocity)`` into a delta-timed track.""" - track = mido.MidiTrack() - timed_messages = sorted(timed_messages, key=lambda m: m[0]) - last = 0 - for tick, kind, note, velocity in timed_messages: - track.append(mido.Message(kind, note=note, velocity=velocity, channel=channel, time=tick - last)) - last = tick - return track - - -def features_to_midi( - features, - path: str, - steps_per_quarter: int = 4, - tempo_bpm: float = 95.0, - velocity: int = 96, - ticks_per_beat: int = 480, -) -> str: - """Write a ``[num_steps, N_FEATURES]`` matrix to a 2-track MIDI (drums + pitched).""" - features = np.asarray(features) - drums = features[:, DRUM_SLICE] - play = features[:, PLAY_SLICE] - artic = features[:, ARTIC_SLICE] - ticks_per_step = int(round(ticks_per_beat / steps_per_quarter)) - num_steps = features.shape[0] - - midi_file = mido.MidiFile(ticks_per_beat=ticks_per_beat) - meta = mido.MidiTrack() - meta.append(mido.MetaMessage("set_tempo", tempo=mido.bpm2tempo(tempo_bpm), time=0)) - midi_file.tracks.append(meta) - - # Drums: each onset is a short hit on the percussion channel. - drum_msgs = [] - for step in range(num_steps): - for cls in range(N_DRUMS): - if drums[step, cls] > 0.5: - tick = step * ticks_per_step - drum_msgs.append((tick, "note_on", _DRUM_REPR[cls], velocity)) - drum_msgs.append((tick + ticks_per_step // 2, "note_off", _DRUM_REPR[cls], 0)) - midi_file.tracks.append(_assemble_track(drum_msgs, channel=DRUM_CHANNEL)) - - # Pitched: reconstruct sustained notes from play + articulate bits. - pitched_msgs = [] - sounding = np.zeros(SPAN, dtype=bool) - for step in range(num_steps): - tick = step * ticks_per_step - for i in range(SPAN): - is_playing = play[step, i] > 0.5 - is_struck = artic[step, i] > 0.5 - if sounding[i] and (not is_playing or is_struck): - pitched_msgs.append((tick, "note_off", i + LOWER_BOUND, 0)) - sounding[i] = False - if is_playing and not sounding[i]: - pitched_msgs.append((tick, "note_on", i + LOWER_BOUND, velocity)) - sounding[i] = True - final_tick = num_steps * ticks_per_step - for i in range(SPAN): - if sounding[i]: - pitched_msgs.append((final_tick, "note_off", i + LOWER_BOUND, 0)) - midi_file.tracks.append(_assemble_track(pitched_msgs, channel=0)) - - midi_file.save(path) - return path diff --git a/dembow/tokenizer.py b/dembow/tokenizer.py new file mode 100644 index 0000000..227008c --- /dev/null +++ b/dembow/tokenizer.py @@ -0,0 +1,224 @@ +"""Event-based (REMI-style) tokenization of MIDI. + +The old project represented music as a binary piano roll -- a grid of on/off +bits with no duration, velocity, or instrument identity. This replaces it with a +sequence of musical *events*, the representation modern symbolic-music models use +(Music Transformer, REMI, MMM). A song becomes a flat sequence of tokens:: + + BOS BAR POS_0 INST_drums PITCH_? DUR_1 VEL_5 INST_bass PITCH_36 DUR_4 VEL_6 ... + BAR POS_4 ... EOS + +Each note carries its instrument group, pitch, duration, and velocity, so the +Transformer can learn expressive, multi-instrument arrangements -- not just a +flat grid. Timing is quantized to a 16th-note grid (16 positions per 4/4 bar). +""" + +from __future__ import annotations + +from typing import Dict, List, Tuple + +import mido + +# -- musical vocabulary ---------------------------------------------------- + +STEPS_PER_BAR = 16 # 16th-note grid, 4/4 +MEL_LOW, MEL_HIGH = 24, 96 # melodic pitch range (C1..C7) +N_MEL = MEL_HIGH - MEL_LOW + 1 +N_VEL_BINS = 8 +DUR_BUCKETS = [1, 2, 3, 4, 6, 8, 12, 16, 24, 32] +INST_GROUPS = ["drums", "bass", "mid", "high"] +DRUM_CHANNEL = 9 + +# General MIDI percussion -> a small set of drum classes (the dembow toolkit). +DRUM_CLASSES = ["kick", "snare", "clap", "closed_hat", "open_hat", "tom", "crash", "ride", "perc"] +_DRUM_MAP = { + 35: 0, 36: 0, 38: 1, 40: 1, 37: 2, 39: 2, 42: 3, 44: 3, 46: 4, + 41: 5, 43: 5, 45: 5, 47: 5, 48: 5, 50: 5, 49: 6, 57: 6, 55: 6, 51: 7, 59: 7, 53: 7, +} +_DRUM_REPR = [36, 38, 39, 42, 46, 45, 49, 51, 54] # play each class back as this GM note +# Instrument group -> GM program for playback (drums use channel 9). +_INST_PROGRAM = {"bass": 38, "mid": 0, "high": 81} + + +def _drum_class(note: int) -> int: + return _DRUM_MAP.get(note, 8) + + +def _vel_bin(vel: int) -> int: + return min(N_VEL_BINS - 1, max(0, vel // (128 // N_VEL_BINS))) + + +def _vel_value(bin_idx: int) -> int: + return min(127, bin_idx * (128 // N_VEL_BINS) + 24) + + +def _dur_bucket(steps: int) -> int: + best = 0 + for i, b in enumerate(DUR_BUCKETS): + if abs(b - steps) < abs(DUR_BUCKETS[best] - steps): + best = i + return best + + +def _pitch_group(pitch: int) -> str: + if pitch < 48: + return "bass" + if pitch < 72: + return "mid" + return "high" + + +class Vocab: + """Builds and holds the token <-> id mapping.""" + + def __init__(self): + tokens: List[str] = ["PAD", "BOS", "EOS", "BAR"] + tokens += [f"POS_{p}" for p in range(STEPS_PER_BAR)] + tokens += [f"INST_{g}" for g in INST_GROUPS] + tokens += [f"PITCH_{n}" for n in range(MEL_LOW, MEL_HIGH + 1)] + tokens += [f"DRUM_{c}" for c in range(len(DRUM_CLASSES))] + tokens += [f"DUR_{i}" for i in range(len(DUR_BUCKETS))] + tokens += [f"VEL_{v}" for v in range(N_VEL_BINS)] + self.itos: List[str] = tokens + self.stoi: Dict[str, int] = {t: i for i, t in enumerate(tokens)} + + def __len__(self) -> int: + return len(self.itos) + + def __getitem__(self, token: str) -> int: + return self.stoi[token] + + +VOCAB = Vocab() +PAD, BOS, EOS, BAR = VOCAB["PAD"], VOCAB["BOS"], VOCAB["EOS"], VOCAB["BAR"] + + +# -- parsing --------------------------------------------------------------- + +def _read_notes(path: str) -> List[Tuple[int, str, int, int, int]]: + """Return notes as ``(start_step, group, sound_id, dur_steps, vel)``.""" + midi_file = mido.MidiFile(path) + ticks_per_step = midi_file.ticks_per_beat / 4.0 + notes = [] + open_notes: Dict[Tuple[int, int], Tuple[int, int]] = {} + + abs_tick = 0 + for msg in mido.merge_tracks(midi_file.tracks): + abs_tick += msg.time + step = int(round(abs_tick / ticks_per_step)) + if msg.type == "note_on" and msg.velocity > 0: + if msg.channel == DRUM_CHANNEL: + # Percussion: instantaneous hit, no sustain. + notes.append((step, "drums", _drum_class(msg.note), 1, msg.velocity)) + else: + open_notes[(msg.channel, msg.note)] = (step, msg.velocity) + elif msg.type == "note_off" or (msg.type == "note_on" and msg.velocity == 0): + key = (msg.channel, msg.note) + if key in open_notes and msg.channel != DRUM_CHANNEL: + start, vel = open_notes.pop(key) + dur = max(1, step - start) + notes.append((start, _pitch_group(msg.note), msg.note, dur, vel)) + return notes + + +def encode(path: str, transpose: int = 0) -> List[int]: + """Encode a MIDI file into a list of token ids (optionally transposed).""" + notes = _read_notes(path) + # Apply transposition to pitched notes only. + shifted = [] + for start, group, sound, dur, vel in notes: + if group != "drums": + sound += transpose + if sound < MEL_LOW or sound > MEL_HIGH: + continue + shifted.append((start, group, sound, dur, vel)) + shifted.sort(key=lambda n: (n[0], INST_GROUPS.index(n[1]), n[2])) + + ids = [BOS] + cur_bar, cur_pos = -1, -1 + for start, group, sound, dur, vel in shifted: + bar, pos = divmod(start, STEPS_PER_BAR) + while cur_bar < bar: + ids.append(BAR) + cur_bar += 1 + cur_pos = -1 + if pos != cur_pos: + ids.append(VOCAB[f"POS_{pos}"]) + cur_pos = pos + ids.append(VOCAB[f"INST_{group}"]) + if group == "drums": + ids.append(VOCAB[f"DRUM_{sound}"]) + else: + ids.append(VOCAB[f"PITCH_{sound}"]) + ids.append(VOCAB[f"DUR_{_dur_bucket(dur)}"]) + ids.append(VOCAB[f"VEL_{_vel_bin(vel)}"]) + ids.append(EOS) + return ids + + +# -- decoding -------------------------------------------------------------- + +def decode(ids: List[int], tempo_bpm: float = 95.0, ticks_per_beat: int = 480) -> mido.MidiFile: + """Turn a token-id sequence back into a multi-track MIDI file.""" + ticks_per_step = ticks_per_beat // 4 + midi_file = mido.MidiFile(ticks_per_beat=ticks_per_beat) + + meta = mido.MidiTrack() + meta.append(mido.MetaMessage("set_tempo", tempo=mido.bpm2tempo(tempo_bpm), time=0)) + midi_file.tracks.append(meta) + + # Collect note events per instrument group as (tick, kind, note, vel). + events: Dict[str, List[Tuple[int, str, int, int]]] = {g: [] for g in INST_GROUPS} + + bar, pos = -1, 0 + group = sound = dur = vel = None + for tid in ids: + tok = VOCAB.itos[tid] + if tok in ("BOS", "PAD"): + continue + if tok == "EOS": + break + if tok == "BAR": + bar += 1 + pos = 0 + elif tok.startswith("POS_"): + pos = int(tok[4:]) + elif tok.startswith("INST_"): + group, sound, dur, vel = tok[5:], None, None, None + elif tok.startswith("PITCH_"): + sound = int(tok[6:]) + elif tok.startswith("DRUM_"): + sound = int(tok[5:]) + elif tok.startswith("DUR_"): + dur = DUR_BUCKETS[int(tok[4:])] + elif tok.startswith("VEL_"): + vel = _vel_value(int(tok[4:])) + if group is not None and sound is not None: + start_step = max(0, bar) * STEPS_PER_BAR + pos + tick = start_step * ticks_per_step + if group == "drums": + note = _DRUM_REPR[sound % len(_DRUM_REPR)] + events["drums"].append((tick, "note_on", note, vel)) + events["drums"].append((tick + ticks_per_step // 2, "note_off", note, 0)) + else: + length = (dur or 2) * ticks_per_step + events[group].append((tick, "note_on", sound, vel)) + events[group].append((tick + length, "note_off", sound, 0)) + group = sound = dur = vel = None + + for g in INST_GROUPS: + evs = events[g] + if not evs: + continue + track = mido.MidiTrack() + channel = DRUM_CHANNEL if g == "drums" else INST_GROUPS.index(g) + if g != "drums": + track.append(mido.Message("program_change", program=_INST_PROGRAM[g], channel=channel, time=0)) + evs.sort(key=lambda e: e[0]) + last = 0 + for tick, kind, note, v in evs: + track.append(mido.Message(kind, note=note, velocity=v, channel=channel, time=tick - last)) + last = tick + midi_file.tracks.append(track) + + return midi_file diff --git a/dembow/train.py b/dembow/train.py index 44790ca..f77f3b9 100644 --- a/dembow/train.py +++ b/dembow/train.py @@ -1,122 +1,76 @@ -"""Train the Dembow RBM on a folder of reggaeton MIDI files.""" +"""Train the Dembow music Transformer on a folder of reggaeton MIDI.""" from __future__ import annotations import numpy as np import torch +import torch.nn.functional as F -from .dataset import build_examples, build_sequences, load_feature_songs, load_songs -from .lstm import DembowLSTM, LSTMConfig -from .midi_io import SPAN -from .rbm import RBM, RBMConfig -from .representation import DRUM_SLICE, N_DRUMS, N_FEATURES +from .data import build_windows, encode_corpus +from .model import ModelConfig, MusicTransformer +from .tokenizer import PAD, VOCAB def train( data_dir: str = "reggaeton_samples", checkpoint: str = "dembow.pt", - num_timesteps: int = 15, - n_hidden: int = 50, - num_epochs: int = 200, - batch_size: int = 100, - lr: float = 0.005, - k: int = 1, + seq_len: int = 384, + d_model: int = 256, + n_layers: int = 4, + n_heads: int = 4, + num_epochs: int = 80, + batch_size: int = 16, + lr: float = 3e-4, + augment: int = 3, seed: int = 0, device: str | None = None, -) -> RBM: - """Train an RBM and save it to ``checkpoint``. Returns the trained model.""" +) -> MusicTransformer: + """Train the Transformer and save it to ``checkpoint``.""" device = device or ("cuda" if torch.cuda.is_available() else "cpu") + torch.manual_seed(seed) np.random.seed(seed) - print(f"Loading songs from '{data_dir}' ...") - songs = load_songs(data_dir, steps_per_quarter=4) - print(f"{len(songs)} songs processed") - if not songs: - raise SystemExit("No usable songs found -- nothing to train on.") - - examples = build_examples(songs, num_timesteps) - print(f"{examples.shape[0]} training windows of {examples.shape[1]} units each") - - n_visible = num_timesteps * 2 * SPAN - config = RBMConfig( - n_visible=n_visible, - n_hidden=n_hidden, - num_timesteps=num_timesteps, - span=SPAN, - steps_per_quarter=4, + transpositions = list(range(-augment, augment + 1)) if augment else [0] + print(f"Loading songs from '{data_dir}' (pitch augmentation: {transpositions}) ...") + songs = encode_corpus(data_dir, transpositions=transpositions) + print(f"{len(songs)} song variations encoded") + windows = build_windows(songs, seq_len) + if windows.shape[0] == 0: + raise SystemExit("No usable training windows -- nothing to train on.") + print(f"{windows.shape[0]} training windows of length {seq_len} (vocab {len(VOCAB)})") + + config = ModelConfig( + vocab_size=len(VOCAB), d_model=d_model, n_layers=n_layers, + n_heads=n_heads, max_len=seq_len, ) - model = RBM(config, device=device, seed=seed) + model = MusicTransformer(config).to(device) + n_params = sum(p.numel() for p in model.parameters()) + print(f"Model: {n_params/1e6:.2f}M parameters on {device}") - data = torch.from_numpy(examples).to(device) + optimizer = torch.optim.AdamW(model.parameters(), lr=lr, weight_decay=0.01) + data = torch.from_numpy(windows).to(device) n = data.shape[0] - print(f"Training on {device} for {num_epochs} epochs ...") - for epoch in range(1, num_epochs + 1): - perm = torch.randperm(n, device=device) - errors = [] - for start in range(0, n, batch_size): - batch = data[perm[start : start + batch_size]] - errors.append(model.contrastive_divergence(batch, lr=lr, k=k)) - if epoch % max(1, num_epochs // 20) == 0 or epoch == 1: - print(f" epoch {epoch:4d}/{num_epochs} recon-error {np.mean(errors):.5f}") - - model.save(checkpoint) - print(f"Saved trained model to '{checkpoint}'") - return model - -def train_lstm( - data_dir: str = "reggaeton_samples", - checkpoint: str = "dembow.pt", - seq_len: int = 64, - hidden: int = 256, - layers: int = 2, - num_epochs: int = 60, - batch_size: int = 64, - lr: float = 1e-3, - pos_weight: float = 4.0, - normalize_key: bool = True, - seed: int = 0, - device: str | None = None, -) -> DembowLSTM: - """Train the sequence model on the corpus and save it to ``checkpoint``.""" - device = device or ("cuda" if torch.cuda.is_available() else "cpu") - torch.manual_seed(seed) - np.random.seed(seed) - - print(f"Loading songs from '{data_dir}' (drums separated, key-normalized={normalize_key}) ...") - songs = load_feature_songs(data_dir, normalize_key=normalize_key) - print(f"{len(songs)} songs processed") - sequences = build_sequences(songs, seq_len) - if sequences.shape[0] == 0: - raise SystemExit("No usable sequences found -- nothing to train on.") - print(f"{sequences.shape[0]} training sequences of length {seq_len}") - - model = DembowLSTM(LSTMConfig(n_features=N_FEATURES, hidden=hidden, layers=layers)).to(device) - optimizer = torch.optim.Adam(model.parameters(), lr=lr) - # Positive note events are rare; weight them so the model doesn't just - # predict silence everywhere. - weight = torch.full((N_FEATURES,), pos_weight, device=device) - loss_fn = torch.nn.BCEWithLogitsLoss(pos_weight=weight) - - data = torch.from_numpy(sequences).to(device) - n = data.shape[0] - print(f"Training LSTM on {device} for {num_epochs} epochs ...") + print(f"Training for {num_epochs} epochs ...") + model.train() for epoch in range(1, num_epochs + 1): perm = torch.randperm(n, device=device) losses = [] for start in range(0, n, batch_size): batch = data[perm[start : start + batch_size]] - inputs, targets = batch[:, :-1, :], batch[:, 1:, :] - logits, _ = model(inputs) - loss = loss_fn(logits, targets) + inputs, targets = batch[:, :-1], batch[:, 1:] + logits = model(inputs) + loss = F.cross_entropy( + logits.reshape(-1, logits.size(-1)), targets.reshape(-1), ignore_index=PAD + ) optimizer.zero_grad() loss.backward() - torch.nn.utils.clip_grad_norm_(model.parameters(), 5.0) + torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0) optimizer.step() losses.append(float(loss)) if epoch % max(1, num_epochs // 20) == 0 or epoch == 1: print(f" epoch {epoch:4d}/{num_epochs} loss {np.mean(losses):.4f}") model.save(checkpoint) - print(f"Saved trained LSTM to '{checkpoint}'") + print(f"Saved trained model to '{checkpoint}'") return model diff --git a/fire.py b/fire.py index 6e607b6..3db665e 100755 --- a/fire.py +++ b/fire.py @@ -1,9 +1,8 @@ #!/usr/bin/env python3 """Light the fire. 🔥 -The original entry point of Dembow trained the RBM and immediately sampled a few -patterns. This keeps that one-shot spirit while delegating to the modern package -underneath. For more control use the CLI: +Trains the Dembow Transformer on the reggaeton corpus and immediately generates +a few songs. For more control use the CLI: dembow train dembow generate @@ -12,17 +11,14 @@ python -m dembow.cli train python -m dembow.cli generate - -Originally based on Daniel Johnson's biaxial-rnn-music-composition and Dan -Shiebler's RBM-in-TensorFlow tutorial. """ -from dembow.train import train_lstm +from dembow.train import train from dembow.generate import generate def main(): - train_lstm(data_dir="reggaeton_samples", checkpoint="dembow.pt") + train(data_dir="reggaeton_samples", checkpoint="dembow.pt") generate(checkpoint="dembow.pt", output_dir="generated") diff --git a/pyproject.toml b/pyproject.toml index 650a9ee..31140d4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,8 +4,8 @@ build-backend = "setuptools.build_meta" [project] name = "dembow" -version = "1.0.0" -description = "The first A.I. that generates reggaeton hits -- a Restricted Boltzmann Machine for dembow." +version = "2.0.0" +description = "The first A.I. that generates reggaeton hits -- a Transformer for dembow." readme = "README.md" requires-python = ">=3.9" license = { text = "MIT" } diff --git a/tests/test_smoke.py b/tests/test_smoke.py index 4e4ae4b..926ad5e 100644 --- a/tests/test_smoke.py +++ b/tests/test_smoke.py @@ -1,6 +1,6 @@ -"""A fast end-to-end smoke test: MIDI round-trip, a tiny train, and generation. +"""Fast end-to-end smoke test: tokenizer round-trip, a tiny train, generation. -Run with: python -m pytest tests/ (or just python tests/test_smoke.py) +Run with: pytest tests/ (or python tests/test_smoke.py) """ import os @@ -8,160 +8,90 @@ import numpy as np -from dembow.dataset import ( - build_examples, - build_sequences, - find_midi_files, - load_feature_songs, - load_songs, -) -from dembow.lstm import DembowLSTM, LSTMConfig -from dembow.midi_io import ( - SPAN, - midi_to_note_state_matrix, - note_state_matrix_to_midi, -) -from dembow.rbm import RBM, RBMConfig -from dembow.representation import ( - DRUM_SLICE, - N_FEATURES, - PLAY_SLICE, - features_to_midi, - song_to_features, -) +from dembow.data import build_windows, encode_corpus, find_midi_files +from dembow.model import ModelConfig, MusicTransformer +from dembow.tokenizer import BAR, BOS, EOS, VOCAB, decode, encode SAMPLES = os.path.join(os.path.dirname(__file__), "..", "reggaeton_samples") def test_finds_uppercase_midi(): files = find_midi_files(SAMPLES) - assert files, "no MIDI files found" + assert files # The corpus contains uppercase .MID files the old glob missed. assert any(f.endswith(".MID") for f in files) -def test_midi_roundtrip(): +def test_tokenizer_roundtrip(): files = find_midi_files(SAMPLES) - matrix = midi_to_note_state_matrix(files[0]) - assert matrix.ndim == 2 and matrix.shape[1] == 2 * SPAN - with tempfile.TemporaryDirectory() as d: - out = note_state_matrix_to_midi(matrix, os.path.join(d, "rt.mid")) - assert os.path.exists(out) - reparsed = midi_to_note_state_matrix(out) - # The "play" content should survive the round trip. - assert reparsed[:, :SPAN].sum() > 0 - - -def test_train_and_generate_tiny(): - num_timesteps = 8 - songs = load_songs(SAMPLES) - examples = build_examples(songs, num_timesteps) - assert examples.shape[0] > 0 - - n_visible = num_timesteps * 2 * SPAN - cfg = RBMConfig(n_visible=n_visible, n_hidden=16, num_timesteps=num_timesteps, span=SPAN) - rbm = RBM(cfg, seed=0) - - import torch - - data = torch.from_numpy(examples[:64]) - err0 = rbm.contrastive_divergence(data, lr=0.01) - for _ in range(50): - err = rbm.contrastive_divergence(data, lr=0.01) - assert err <= err0 + 1e-6 # learning should not blow up - - samples = rbm.generate(4).numpy() - assert samples.shape == (4, n_visible) - assert set(np.unique(samples)).issubset({0.0, 1.0}) + ids = encode(files[0]) + assert ids[0] == BOS and ids[-1] == EOS + assert all(0 <= t < len(VOCAB) for t in ids) + assert BAR in ids + midi_file = decode(ids) + assert len(midi_file.tracks) >= 2 # meta + at least one instrument with tempfile.TemporaryDirectory() as d: - path = os.path.join(d, "m.pt") - rbm.save(path) - loaded = RBM.load(path) - assert loaded.W.shape == rbm.W.shape + path = os.path.join(d, "rt.mid") + midi_file.save(path) + # The decoded file must itself be re-encodable. + assert len(encode(path)) > 4 -def test_representation_separates_drums(): +def test_transpose_augmentation_shifts_pitch(): files = find_midi_files(SAMPLES) - feats = song_to_features(files[0]) - assert feats.shape[1] == N_FEATURES - # A reggaeton file should have both drum and pitched content. - assert feats[:, DRUM_SLICE].sum() > 0 - assert feats[:, PLAY_SLICE].sum() > 0 - with tempfile.TemporaryDirectory() as d: - out = features_to_midi(feats[:64], os.path.join(d, "feat.mid")) - assert os.path.exists(out) + base = encode(files[0], transpose=0) + up = encode(files[0], transpose=2) + # Augmentation should change the token stream (different pitches). + assert base != up + +def test_build_windows(): + songs = encode_corpus(SAMPLES, transpositions=[0]) + windows = build_windows(songs, seq_len=128) + assert windows.ndim == 2 and windows.shape[1] == 128 + assert windows.shape[0] > 0 -def test_lstm_train_and_generate_tiny(): - songs = load_feature_songs(SAMPLES) - seqs = build_sequences(songs, seq_len=16, hop=16) - assert seqs.shape[0] > 0 and seqs.shape[2] == N_FEATURES +def test_train_and_generate_tiny(): import torch - model = DembowLSTM(LSTMConfig(hidden=32, layers=1)) - opt = torch.optim.Adam(model.parameters(), lr=1e-3) - loss_fn = torch.nn.BCEWithLogitsLoss() - data = torch.from_numpy(seqs[:32]) - for _ in range(5): - logits, _ = model(data[:, :-1, :]) - loss = loss_fn(logits, data[:, 1:, :]) + songs = encode_corpus(SAMPLES, transpositions=[0]) + windows = build_windows(songs, seq_len=128) + config = ModelConfig(vocab_size=len(VOCAB), d_model=64, n_layers=2, n_heads=2, max_len=128) + model = MusicTransformer(config) + opt = torch.optim.AdamW(model.parameters(), lr=1e-3) + + data = torch.from_numpy(windows[:16]) + first = last = None + for _ in range(8): + logits = model(data[:, :-1]) + loss = torch.nn.functional.cross_entropy( + logits.reshape(-1, logits.size(-1)), data[:, 1:].reshape(-1) + ) opt.zero_grad() loss.backward() opt.step() + first = first if first is not None else float(loss) + last = float(loss) + assert last < first # the model is learning - out = model.generate(songs[0][:16], num_steps=24, max_pitched=4) - assert out.shape == (24, N_FEATURES) - # Sparse and binary -- music, not a wall of noise. - assert set(np.unique(out)).issubset({0.0, 1.0}) - assert out[:, PLAY_SLICE].sum(axis=1).max() <= 4 + ids = model.generate(torch.tensor([BOS]), max_new_tokens=120, eos_id=EOS) + assert len(ids) > 1 and all(0 <= t < len(VOCAB) for t in ids) + midi_file = decode(ids) # generated tokens must decode without error + assert len(midi_file.tracks) >= 1 with tempfile.TemporaryDirectory() as d: - path = os.path.join(d, "lstm.pt") + path = os.path.join(d, "m.pt") model.save(path) - loaded = DembowLSTM.load(path) - assert loaded.config.hidden == 32 - - -def test_groove_backbone(): - from dembow.groove import canonical_groove, fallback_groove, tile_groove - from dembow.representation import N_DRUMS - - songs = load_feature_songs(SAMPLES) - pattern = canonical_groove(songs) - assert pattern.shape == (16, N_DRUMS) - # The corpus groove must include the signature: kick on beat 1, a snare. - assert pattern[0, 0] == 1.0 # kick on the downbeat - assert pattern[:, 1].sum() > 0 # snare present - - fb = fallback_groove() - assert fb[3, 1] == 1.0 and fb[6, 1] == 1.0 # the iconic dembow snare hits - - track = tile_groove(pattern, 40) - assert track.shape == (40, N_DRUMS) - - -def test_lstm_generate_with_groove_locks_drums(): - import torch - - from dembow.groove import tile_groove, fallback_groove - from dembow.representation import DRUM_SLICE - - songs = load_feature_songs(SAMPLES) - model = DembowLSTM(LSTMConfig(hidden=32, layers=1)) - drum_track = tile_groove(fallback_groove(), 32) - out = model.generate(songs[0][:16], num_steps=32, drum_track=drum_track) - # Drums in the output must match the locked groove exactly. - assert np.array_equal(out[:, DRUM_SLICE], drum_track) + loaded = MusicTransformer.load(path) + assert loaded.config.d_model == 64 if __name__ == "__main__": test_finds_uppercase_midi() - test_midi_roundtrip() + test_tokenizer_roundtrip() + test_transpose_augmentation_shifts_pitch() + test_build_windows() test_train_and_generate_tiny() - test_representation_separates_drums() - test_lstm_train_and_generate_tiny() - test_groove_backbone() - test_lstm_generate_with_groove_locks_drums() print("All smoke tests passed.") From 7e4d91694a2fae9cffb449adf7df8e48b0857510 Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 17 Jun 2026 05:55:22 +0000 Subject: [PATCH 6/8] Add validation/early-stopping, hardware presets, repetition control, data guide Address several improvements for training quality and usability (v2.1.0): - Validation + early stopping (train.py, data.py): hold out songs at the *song* level (so pitch-augmented copies don't leak), report val loss each epoch, save the checkpoint with the best val loss, and stop early when it plateaus. On a ~76-song corpus this is what separates generalizing from memorizing. - Hardware presets (cli.py): `--preset cpu|gpu|auto` picks model size / epochs / augmentation sensibly (CPU is small + early-stops; GPU is bigger). Explicit flags still override. Fixes the default config timing out on CPU. - Repetition control (model.py): `--repetition-penalty` gently down-weights recently used tokens and optional `--no-repeat-ngram` hard-bans exact repeats, so generation doesn't collapse into a degenerate loop -- while still allowing the musical repetition that makes a groove. - reggaeton_samples/SOURCES.md: where to find more training MIDI (free libraries, open datasets, audio-to-MIDI), cleaning tips, and licensing notes. - Extend smoke tests (split disjointness, repetition controls); update README. Example outputs from a demo model are added in a follow-up commit. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- README.md | 67 ++++++++++++++++++++--------- dembow/__init__.py | 2 +- dembow/cli.py | 60 ++++++++++++++++++++------ dembow/data.py | 31 +++++++++++--- dembow/generate.py | 5 ++- dembow/model.py | 36 +++++++++++++++- dembow/train.py | 83 +++++++++++++++++++++++++++--------- pyproject.toml | 2 +- reggaeton_samples/SOURCES.md | 41 ++++++++++++++++++ tests/test_smoke.py | 39 +++++++++++++++-- 10 files changed, 299 insertions(+), 67 deletions(-) create mode 100644 reggaeton_samples/SOURCES.md diff --git a/README.md b/README.md index 79d475e..d17c3f0 100755 --- a/README.md +++ b/README.md @@ -74,34 +74,62 @@ Or light the fire (train + generate in one go): python fire.py ``` -## Tuning +## Hardware presets -Training: +Transformers are slow to train on CPU, so `train` picks a preset automatically +(small model + early stopping on CPU, a bigger one on GPU). Override it, or any +individual flag: ```sh -dembow train \ - --num-epochs 120 \ # train longer for tighter structure - --d-model 320 --n-layers 6 \ # a bigger model - --augment 4 # ±4 semitones of pitch augmentation (0 disables) +dembow train --preset cpu # small + fast (auto-selected when no GPU) +dembow train --preset gpu # bigger model, more epochs, more augmentation +dembow train --preset gpu --d-model 320 --n-layers 6 # flags override the preset ``` -Generation: +## Training quality: validation + early stopping + +Because the corpus is tiny, overfitting is the main risk. Training holds out a +fraction of **songs** (not windows — so pitch-augmented copies can't leak), +reports validation loss each epoch, **saves the checkpoint with the best val +loss**, and stops early when it plateaus: + +```sh +dembow train --val-frac 0.1 --patience 8 +# epoch 12/40 train 1.49 val 1.71 *best (saved) +# ... +# Early stopping at epoch 23 (no val improvement for 8 epochs) +``` + +## Generation ```sh dembow generate \ --num-samples 8 \ - --max-new-tokens 1200 \ # longer songs - --temperature 0.9 \ # <1 tighter & more repetitive, >1 wilder - --top-p 0.92 \ # nucleus sampling threshold - --prime-bars 2 \ # real bars used to kick off each song - --seed-dir none # cold start instead of priming from a real song + --max-new-tokens 1200 \ # longer songs + --temperature 0.9 \ # <1 tighter & more repetitive, >1 wilder + --top-p 0.92 \ # nucleus sampling threshold + --repetition-penalty 1.15 \ # discourage degenerate loops (1.0 = off) + --no-repeat-ngram 0 \ # hard-ban repeated token n-grams (0 = off) + --prime-bars 2 \ # real bars used to kick off each song + --seed-dir none # cold start instead of priming from a real song ``` +`--repetition-penalty` gently down-weights recently used tokens so the model +doesn't get stuck looping — while still allowing the musical repetition that +makes a groove a groove. + +## Hear it without training + +A few example outputs from a small demo model live in [`examples/`](examples/) +so you can listen before training your own. + **Honest note on quality.** The corpus is only ~76 short MIDI files, so even a Transformer is data-limited — it captures the *feel* (groove, instrumentation, key) more than polished, hook-worthy songwriting. The single biggest lever is -**more clean MIDI** in `reggaeton_samples/`. Pitch augmentation and priming from -real songs help it stay in the pocket meanwhile. +**more clean MIDI** in `reggaeton_samples/` (see +[`reggaeton_samples/SOURCES.md`](reggaeton_samples/SOURCES.md) for where to find +it). Pitch augmentation and priming from real songs help it stay in the pocket +meanwhile. ## Project layout @@ -109,12 +137,13 @@ real songs help it stay in the pocket meanwhile. dembow/ tokenizer.py MIDI <-> event tokens (the REMI-style music language) model.py the decoder-only Transformer - data.py load the corpus, augment, build training windows - train.py training loop + checkpointing - generate.py sample new songs (temperature / top-p) and write MIDI - cli.py the `dembow` command + data.py corpus loading, pitch augmentation, song-level train/val split + train.py training loop, validation, early stopping, best-checkpoint + generate.py sample new songs (temperature / top-p / repetition control) + cli.py the `dembow` command (with cpu/gpu presets) fire.py one-shot entry point -reggaeton_samples/ the MIDI corpus +reggaeton_samples/ the MIDI corpus (+ SOURCES.md: where to find more) +examples/ a few generated outputs from a small demo model tests/ a fast end-to-end smoke test ``` diff --git a/dembow/__init__.py b/dembow/__init__.py index 8af6d17..c5cd847 100644 --- a/dembow/__init__.py +++ b/dembow/__init__.py @@ -13,7 +13,7 @@ from .tokenizer import VOCAB, Vocab, encode, decode from .model import MusicTransformer, ModelConfig -__version__ = "2.0.0" +__version__ = "2.1.0" __all__ = [ "VOCAB", diff --git a/dembow/cli.py b/dembow/cli.py index 14e9fca..d5bb8b1 100644 --- a/dembow/cli.py +++ b/dembow/cli.py @@ -10,6 +10,25 @@ from . import __version__ +# Hardware presets. CPU training of a Transformer is slow, so the CPU preset is +# deliberately small and leans on early stopping; the GPU preset is more +# ambitious. Any value passed explicitly on the command line overrides these. +PRESETS = { + "cpu": dict(d_model=128, n_layers=2, n_heads=4, seq_len=192, num_epochs=40, batch_size=24, augment=1), + "gpu": dict(d_model=256, n_layers=4, n_heads=4, seq_len=384, num_epochs=120, batch_size=32, augment=3), +} + + +def _resolve_preset(name: str) -> dict: + if name == "auto": + try: + import torch + + name = "gpu" if torch.cuda.is_available() else "cpu" + except Exception: + name = "cpu" + return PRESETS[name] + def build_parser() -> argparse.ArgumentParser: parser = argparse.ArgumentParser( @@ -20,16 +39,21 @@ def build_parser() -> argparse.ArgumentParser: sub = parser.add_subparsers(dest="command", required=True) t = sub.add_parser("train", help="train the Transformer on a folder of MIDI files") + t.add_argument("--preset", choices=["auto", "cpu", "gpu"], default="auto", + help="hardware preset for model size / epochs (default auto); explicit flags override it") t.add_argument("--data-dir", default="reggaeton_samples") t.add_argument("--checkpoint", default="dembow.pt") - t.add_argument("--seq-len", type=int, default=384) - t.add_argument("--d-model", type=int, default=256) - t.add_argument("--n-layers", type=int, default=4) - t.add_argument("--n-heads", type=int, default=4) - t.add_argument("--num-epochs", type=int, default=80) - t.add_argument("--batch-size", type=int, default=16) + # These default to None so the preset can fill them in unless set explicitly. + t.add_argument("--seq-len", type=int, default=None) + t.add_argument("--d-model", type=int, default=None) + t.add_argument("--n-layers", type=int, default=None) + t.add_argument("--n-heads", type=int, default=None) + t.add_argument("--num-epochs", type=int, default=None) + t.add_argument("--batch-size", type=int, default=None) + t.add_argument("--augment", type=int, default=None, help="pitch-shift augmentation range in semitones (0 disables)") t.add_argument("--lr", type=float, default=3e-4) - t.add_argument("--augment", type=int, default=3, help="pitch-shift augmentation range in semitones (0 disables)") + t.add_argument("--val-frac", type=float, default=0.1, help="fraction of songs held out for validation") + t.add_argument("--patience", type=int, default=8, help="early-stop after N epochs without val improvement") t.add_argument("--seed", type=int, default=0) t.add_argument("--device", default=None) @@ -41,6 +65,8 @@ def build_parser() -> argparse.ArgumentParser: g.add_argument("--temperature", type=float, default=1.0, help="<1 tighter, >1 wilder") g.add_argument("--top-p", type=float, default=0.92, help="nucleus sampling threshold") g.add_argument("--top-k", type=int, default=None) + g.add_argument("--repetition-penalty", type=float, default=1.15, help="discourage looping (1.0 = off)") + g.add_argument("--no-repeat-ngram", type=int, default=0, help="hard-ban repeated token n-grams of this size (0 = off)") g.add_argument("--prime-bars", type=int, default=2, help="real bars used to prime each song ('--seed-dir none' for cold start)") g.add_argument("--seed-dir", default="reggaeton_samples") g.add_argument("--tempo-bpm", type=float, default=95.0) @@ -56,17 +82,21 @@ def main(argv=None) -> None: if args.command == "train": from .train import train + preset = _resolve_preset(args.preset) + pick = lambda name: getattr(args, name) if getattr(args, name) is not None else preset[name] train( data_dir=args.data_dir, checkpoint=args.checkpoint, - seq_len=args.seq_len, - d_model=args.d_model, - n_layers=args.n_layers, - n_heads=args.n_heads, - num_epochs=args.num_epochs, - batch_size=args.batch_size, + seq_len=pick("seq_len"), + d_model=pick("d_model"), + n_layers=pick("n_layers"), + n_heads=pick("n_heads"), + num_epochs=pick("num_epochs"), + batch_size=pick("batch_size"), + augment=pick("augment"), lr=args.lr, - augment=args.augment, + val_frac=args.val_frac, + patience=args.patience, seed=args.seed, device=args.device, ) @@ -82,6 +112,8 @@ def main(argv=None) -> None: temperature=args.temperature, top_p=args.top_p, top_k=args.top_k, + repetition_penalty=args.repetition_penalty, + no_repeat_ngram_size=args.no_repeat_ngram, prime_bars=args.prime_bars, seed_dir=seed_dir, tempo_bpm=args.tempo_bpm, diff --git a/dembow/data.py b/dembow/data.py index f290b41..da6a711 100644 --- a/dembow/data.py +++ b/dembow/data.py @@ -17,17 +17,26 @@ def find_midi_files(directory: str) -> List[str]: return sorted(f for f in files if f.lower().endswith((".mid", ".midi"))) -def encode_corpus(directory: str, transpositions: List[int] | None = None) -> List[List[int]]: - """Encode every song, optionally augmenting with transposed copies. +def split_files(paths: List[str], val_frac: float, seed: int = 0) -> tuple[List[str], List[str]]: + """Split a file list into (train, val) at the *song* level. - Pitch augmentation multiplies our tiny ~76-song corpus: each transpose is a - musically valid variation, which helps the model generalize instead of just - memorizing a handful of files. + Splitting by song -- not by window -- matters because pitch augmentation + creates transposed copies of each song; a window-level split would leak those + copies across the train/val boundary and make the validation loss a lie. """ + rng = np.random.RandomState(seed) + order = list(paths) + rng.shuffle(order) + n_val = int(len(order) * val_frac) + return order[n_val:], order[:n_val] + + +def encode_files(paths: List[str], transpositions: List[int] | None = None) -> List[List[int]]: + """Encode a specific list of MIDI files (optionally pitch-augmented).""" if transpositions is None: transpositions = [0] songs = [] - for path in find_midi_files(directory): + for path in paths: for shift in transpositions: try: ids = encode(path, transpose=shift) @@ -39,6 +48,16 @@ def encode_corpus(directory: str, transpositions: List[int] | None = None) -> Li return songs +def encode_corpus(directory: str, transpositions: List[int] | None = None) -> List[List[int]]: + """Encode every song, optionally augmenting with transposed copies. + + Pitch augmentation multiplies our tiny ~76-song corpus: each transpose is a + musically valid variation, which helps the model generalize instead of just + memorizing a handful of files. + """ + return encode_files(find_midi_files(directory), transpositions) + + def build_windows(songs: List[List[int]], seq_len: int) -> np.ndarray: """Slice token streams into fixed-length training windows. diff --git a/dembow/generate.py b/dembow/generate.py index 99371eb..a9b946b 100644 --- a/dembow/generate.py +++ b/dembow/generate.py @@ -39,6 +39,8 @@ def generate( temperature: float = 1.0, top_p: float = 0.92, top_k: Optional[int] = None, + repetition_penalty: float = 1.15, + no_repeat_ngram_size: int = 0, prime_bars: int = 2, seed_dir: Optional[str] = "reggaeton_samples", tempo_bpm: float = 95.0, @@ -59,7 +61,8 @@ def generate( prompt = torch.tensor(prompt_ids, dtype=torch.long) ids = model.generate( prompt, max_new_tokens=max_new_tokens, temperature=temperature, - top_k=top_k, top_p=top_p, eos_id=EOS, device=device, + top_k=top_k, top_p=top_p, repetition_penalty=repetition_penalty, + no_repeat_ngram_size=no_repeat_ngram_size, eos_id=EOS, device=device, ) midi_file = decode(ids, tempo_bpm=tempo_bpm) # A valid song needs at least a couple of note tracks (beyond the meta track). diff --git a/dembow/model.py b/dembow/model.py index c4b3de4..3cb242b 100644 --- a/dembow/model.py +++ b/dembow/model.py @@ -16,6 +16,18 @@ import torch.nn.functional as F +def _banned_ngram_tokens(ids: list[int], n: int) -> list[int]: + """Tokens that would complete a previously seen n-gram given the current tail.""" + if len(ids) < n: + return [] + prefix = tuple(ids[-(n - 1):]) if n > 1 else () + banned = [] + for i in range(len(ids) - n + 1): + if tuple(ids[i:i + n - 1]) == prefix: + banned.append(ids[i + n - 1]) + return banned + + @dataclass class ModelConfig: vocab_size: int @@ -65,15 +77,35 @@ def generate( temperature: float = 1.0, top_k: int | None = None, top_p: float | None = 0.92, + repetition_penalty: float = 1.15, + recent_window: int = 96, + no_repeat_ngram_size: int = 0, eos_id: int | None = None, device: str | torch.device = "cpu", ) -> list[int]: - """Autoregressively sample a continuation with temperature + nucleus (top-p).""" + """Autoregressively sample a continuation. + + Uses temperature + nucleus (top-p) sampling, plus repetition control to + keep the model from collapsing into a degenerate loop -- a real risk when + a Transformer is trained on so little data. ``repetition_penalty`` gently + down-weights tokens seen in the last ``recent_window`` steps (musical + repetition is still allowed); ``no_repeat_ngram_size`` hard-bans exact + n-gram repeats when > 0. + """ self.eval() ids = prompt.to(device).tolist() for _ in range(max_new_tokens): context = torch.tensor(ids[-self.config.max_len:], device=device).unsqueeze(0) - logits = self.forward(context)[0, -1] / max(temperature, 1e-6) + logits = self.forward(context)[0, -1] + + if repetition_penalty and repetition_penalty != 1.0: + for t in set(ids[-recent_window:]): + logits[t] = logits[t] / repetition_penalty if logits[t] > 0 else logits[t] * repetition_penalty + if no_repeat_ngram_size > 0: + for t in _banned_ngram_tokens(ids, no_repeat_ngram_size): + logits[t] = -float("inf") + + logits = logits / max(temperature, 1e-6) if top_k is not None: kth = torch.topk(logits, top_k).values[-1] diff --git a/dembow/train.py b/dembow/train.py index f77f3b9..80aff1c 100644 --- a/dembow/train.py +++ b/dembow/train.py @@ -6,11 +6,27 @@ import torch import torch.nn.functional as F -from .data import build_windows, encode_corpus +from .data import build_windows, encode_files, find_midi_files, split_files from .model import ModelConfig, MusicTransformer from .tokenizer import PAD, VOCAB +@torch.no_grad() +def _eval_loss(model: MusicTransformer, data: torch.Tensor, batch_size: int) -> float: + """Average next-token loss over a held-out set.""" + model.eval() + losses = [] + for start in range(0, data.shape[0], batch_size): + batch = data[start : start + batch_size] + logits = model(batch[:, :-1]) + loss = F.cross_entropy( + logits.reshape(-1, logits.size(-1)), batch[:, 1:].reshape(-1), ignore_index=PAD + ) + losses.append(float(loss)) + model.train() + return float(np.mean(losses)) if losses else float("nan") + + def train( data_dir: str = "reggaeton_samples", checkpoint: str = "dembow.pt", @@ -22,22 +38,28 @@ def train( batch_size: int = 16, lr: float = 3e-4, augment: int = 3, + val_frac: float = 0.1, + patience: int = 8, seed: int = 0, device: str | None = None, ) -> MusicTransformer: - """Train the Transformer and save it to ``checkpoint``.""" + """Train the Transformer and save the best checkpoint (by validation loss).""" device = device or ("cuda" if torch.cuda.is_available() else "cpu") torch.manual_seed(seed) np.random.seed(seed) transpositions = list(range(-augment, augment + 1)) if augment else [0] - print(f"Loading songs from '{data_dir}' (pitch augmentation: {transpositions}) ...") - songs = encode_corpus(data_dir, transpositions=transpositions) - print(f"{len(songs)} song variations encoded") - windows = build_windows(songs, seq_len) - if windows.shape[0] == 0: + files = find_midi_files(data_dir) + train_files, val_files = split_files(files, val_frac, seed=seed) + print(f"Loading songs from '{data_dir}' (pitch augmentation: {transpositions})") + print(f" {len(train_files)} train songs, {len(val_files)} val songs") + + # Train data is augmented; validation is held-out songs at original pitch only. + train_windows = build_windows(encode_files(train_files, transpositions), seq_len) + val_windows = build_windows(encode_files(val_files, [0]), seq_len) + if train_windows.shape[0] == 0: raise SystemExit("No usable training windows -- nothing to train on.") - print(f"{windows.shape[0]} training windows of length {seq_len} (vocab {len(VOCAB)})") + print(f" {train_windows.shape[0]} train windows, {val_windows.shape[0]} val windows (vocab {len(VOCAB)})") config = ModelConfig( vocab_size=len(VOCAB), d_model=d_model, n_layers=n_layers, @@ -48,29 +70,50 @@ def train( print(f"Model: {n_params/1e6:.2f}M parameters on {device}") optimizer = torch.optim.AdamW(model.parameters(), lr=lr, weight_decay=0.01) - data = torch.from_numpy(windows).to(device) - n = data.shape[0] + train_data = torch.from_numpy(train_windows).to(device) + val_data = torch.from_numpy(val_windows).to(device) if val_windows.shape[0] else None + n = train_data.shape[0] - print(f"Training for {num_epochs} epochs ...") + print(f"Training for up to {num_epochs} epochs (early-stop patience {patience}) ...") + best_val = float("inf") + best_epoch = 0 + since_improved = 0 model.train() for epoch in range(1, num_epochs + 1): perm = torch.randperm(n, device=device) losses = [] for start in range(0, n, batch_size): - batch = data[perm[start : start + batch_size]] - inputs, targets = batch[:, :-1], batch[:, 1:] - logits = model(inputs) + batch = train_data[perm[start : start + batch_size]] + logits = model(batch[:, :-1]) loss = F.cross_entropy( - logits.reshape(-1, logits.size(-1)), targets.reshape(-1), ignore_index=PAD + logits.reshape(-1, logits.size(-1)), batch[:, 1:].reshape(-1), ignore_index=PAD ) optimizer.zero_grad() loss.backward() torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0) optimizer.step() - losses.append(float(loss)) - if epoch % max(1, num_epochs // 20) == 0 or epoch == 1: - print(f" epoch {epoch:4d}/{num_epochs} loss {np.mean(losses):.4f}") + losses.append(loss.item()) + + train_loss = float(np.mean(losses)) + if val_data is not None: + val_loss = _eval_loss(model, val_data, batch_size) + improved = val_loss < best_val - 1e-4 + if improved: + best_val, best_epoch, since_improved = val_loss, epoch, 0 + model.save(checkpoint) # keep the best model, not the last + else: + since_improved += 1 + print(f" epoch {epoch:4d}/{num_epochs} train {train_loss:.4f} val {val_loss:.4f}" + f"{' *best (saved)' if improved else ''}") + if since_improved >= patience: + print(f"Early stopping at epoch {epoch} (no val improvement for {patience} epochs)") + break + else: + print(f" epoch {epoch:4d}/{num_epochs} train {train_loss:.4f}") + model.save(checkpoint) - model.save(checkpoint) - print(f"Saved trained model to '{checkpoint}'") + if val_data is not None: + print(f"Best model: epoch {best_epoch}, val loss {best_val:.4f} -> '{checkpoint}'") + else: + print(f"Saved trained model to '{checkpoint}'") return model diff --git a/pyproject.toml b/pyproject.toml index 31140d4..c376e27 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "dembow" -version = "2.0.0" +version = "2.1.0" description = "The first A.I. that generates reggaeton hits -- a Transformer for dembow." readme = "README.md" requires-python = ">=3.9" diff --git a/reggaeton_samples/SOURCES.md b/reggaeton_samples/SOURCES.md new file mode 100644 index 0000000..6783aa1 --- /dev/null +++ b/reggaeton_samples/SOURCES.md @@ -0,0 +1,41 @@ +# Where to find more reggaeton MIDI + +Dembow's quality is limited mostly by data — ~76 short files is small for a +Transformer. More clean reggaeton/dembow MIDI is the single biggest improvement +you can make. Drop new `.mid` / `.midi` files into this folder and retrain. + +## What helps most +- **Reggaeton / dembow / Latin-trap MIDI** with a real drum track on channel 10 + (the dembow kick/snare is the genre's signature). +- **Multi-track arrangements** (drums + bass + melody) — Dembow groups parts into + drums / bass / mid / high, so layered files teach it more than single melodies. +- **4/4, straightforward tempo.** Quantized files quantize cleanly to the 16th grid. + +## Free / open MIDI sources +- **FreeMIDI.org**, **BitMidi.com**, **MidiWorld** — large general libraries; search + artist names (Daddy Yankee, Don Omar, Wisin & Yandel, Tego Calderón, Aventura). +- **The Lakh MIDI Dataset (LMD)** — ~176k MIDI files; filter to Latin/reggaeton by + matching titles/artists. Great for bulk augmentation. +- **MetaMIDI Dataset** — large, with genre metadata you can filter on. +- **Groove MIDI Dataset (Magenta)** — expressive *drum* performances; excellent for + teaching the groove even though it isn't reggaeton-specific. +- **Hooktheory / TheoryTab** — chord+melody data (export to MIDI) for harmony. + +## Make your own +- **Transcribe audio to MIDI** with [Spotify Basic Pitch](https://basicpitch.spotify.com/) + or [Magenta MT3](https://github.com/magenta/mt3) from reggaeton stems/acapellas. +- **Export from a DAW** (Ableton, FL Studio, Logic) — reggaeton MIDI packs are widely + sold; bounce the MIDI clips out. +- **Program dembow patterns** by hand in any DAW and export. + +## Cleaning tips +- Keep drums on channel 10 (MIDI channel index 9) so the tokenizer routes them as drums. +- Remove long silent intros/outros; Dembow trains on bars of actual music. +- One song per file; quantize to 16ths if the timing is loose. + +## ⚠️ Licensing +MIDI transcriptions of copyrighted songs carry the rights of the underlying +composition. Use them for **personal experimentation / research**. Don't +redistribute copyrighted MIDI or publish generated tracks commercially without +clearing rights. Prefer openly licensed datasets (LMD, Groove MIDI, MetaMIDI) for +anything you intend to share. diff --git a/tests/test_smoke.py b/tests/test_smoke.py index 926ad5e..a13174c 100644 --- a/tests/test_smoke.py +++ b/tests/test_smoke.py @@ -8,7 +8,7 @@ import numpy as np -from dembow.data import build_windows, encode_corpus, find_midi_files +from dembow.data import build_windows, encode_corpus, find_midi_files, split_files from dembow.model import ModelConfig, MusicTransformer from dembow.tokenizer import BAR, BOS, EOS, VOCAB, decode, encode @@ -72,8 +72,9 @@ def test_train_and_generate_tiny(): opt.zero_grad() loss.backward() opt.step() - first = first if first is not None else float(loss) - last = float(loss) + val = loss.item() + first = first if first is not None else val + last = val assert last < first # the model is learning ids = model.generate(torch.tensor([BOS]), max_new_tokens=120, eos_id=EOS) @@ -88,10 +89,42 @@ def test_train_and_generate_tiny(): assert loaded.config.d_model == 64 +def test_split_files_is_disjoint(): + files = find_midi_files(SAMPLES) + train, val = split_files(files, val_frac=0.2, seed=0) + assert len(val) == int(len(files) * 0.2) + assert len(train) + len(val) == len(files) + assert set(train).isdisjoint(set(val)) # no song leaks across the split + + +def test_generate_repetition_controls(): + import torch + + songs = encode_corpus(SAMPLES, transpositions=[0]) + windows = build_windows(songs, seq_len=128) + model = MusicTransformer(ModelConfig(vocab_size=len(VOCAB), d_model=64, n_layers=2, n_heads=2, max_len=128)) + data = torch.from_numpy(windows[:16]) + opt = torch.optim.AdamW(model.parameters(), lr=1e-3) + for _ in range(3): + logits = model(data[:, :-1]) + loss = torch.nn.functional.cross_entropy(logits.reshape(-1, logits.size(-1)), data[:, 1:].reshape(-1)) + opt.zero_grad(); loss.backward(); opt.step() + + # Both repetition controls should run and yield valid tokens. + ids = model.generate( + torch.tensor([BOS]), max_new_tokens=80, repetition_penalty=1.3, + no_repeat_ngram_size=4, eos_id=EOS, + ) + assert len(ids) > 1 and all(0 <= t < len(VOCAB) for t in ids) + decode(ids) # must still decode + + if __name__ == "__main__": test_finds_uppercase_midi() test_tokenizer_roundtrip() test_transpose_augmentation_shifts_pitch() test_build_windows() test_train_and_generate_tiny() + test_split_files_is_disjoint() + test_generate_repetition_controls() print("All smoke tests passed.") From 84541a2f9ff69cb48fbe695687024133394621b0 Mon Sep 17 00:00:00 2001 From: Claude Date: Wed, 17 Jun 2026 06:01:24 +0000 Subject: [PATCH 7/8] Add example generated outputs from a small demo model Three multi-track MIDI files (drums + bass + mid + high) so listeners can hear Dembow without training first. Generated with repetition-penalty 1.2 from a small demo model (val loss ~1.44) trained on the bundled corpus. See examples/README.md. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- examples/README.md | 18 ++++++++++++++++++ examples/dembow_0.mid | Bin 0 -> 1675 bytes examples/dembow_1.mid | Bin 0 -> 1695 bytes examples/dembow_2.mid | Bin 0 -> 1670 bytes 4 files changed, 18 insertions(+) create mode 100644 examples/README.md create mode 100644 examples/dembow_0.mid create mode 100644 examples/dembow_1.mid create mode 100644 examples/dembow_2.mid diff --git a/examples/README.md b/examples/README.md new file mode 100644 index 0000000..abcd813 --- /dev/null +++ b/examples/README.md @@ -0,0 +1,18 @@ +# Example outputs + +These `.mid` files were generated by Dembow so you can hear it without training +your own model first. Open them in any DAW or MIDI player. + +They come from a deliberately **small demo model** (`--d-model 96 --n-layers 2`, +no pitch augmentation, ~16 epochs, validation loss ≈ 1.44) trained on the bundled +`reggaeton_samples/` corpus, then generated with: + +```sh +dembow generate --num-samples 3 --max-new-tokens 900 \ + --temperature 0.95 --repetition-penalty 1.2 +``` + +Each file is a multi-track arrangement — drums (channel 10) plus bass / mid / +high melodic parts. A model trained longer, with the `gpu` preset, and on **more +data** (see [`../reggaeton_samples/SOURCES.md`](../reggaeton_samples/SOURCES.md)) +will sound noticeably better. diff --git a/examples/dembow_0.mid b/examples/dembow_0.mid new file mode 100644 index 0000000000000000000000000000000000000000..956caa9e23d6fe9aab100be9e6fb45986b3a4966 GIT binary patch literal 1675 zcmYjSO>fg!6g_1I#E4n2UZ}1OUoeAk9e_Iy7?{7AnYvtd05CIu+Zm0hh8L)3 znrOViHPHBE*d3m4nns#8(1Tg;K4|t$Q4eo^|LHC1%zD3ANAp|^amnQx0{cW6oD2a! zk)3RJsz$A>QY@0W?Q7`#&@RqGtS|6&-Hbt0#J} zl&Tk|l|tdBsV!N3lH$^q7uB9thKK z@&`Iz**)5_-;Bm4{ZL|0N9}kcVVw z&O?o~OYgg?v!n7mKX2|UzNAa3U(iVLfKpWOPxFjSgpq)To!3SGtJ#s0lt?Uq1ue LBaUJM{-^l?urBVJ literal 0 HcmV?d00001 diff --git a/examples/dembow_1.mid b/examples/dembow_1.mid new file mode 100644 index 0000000000000000000000000000000000000000..4e0ce39e2aeee6359172f44d45dee06be36329cd GIT binary patch literal 1695 zcmYLIJ#X7q6g}=2Qgq3Xp+Gy>FhyE~lSW8QFo|Tzl4Vg+9LPuvaLkb50bPVlcOyu~ zZPlVpNTx*vbn7o^yLIo>r9=NmdhUCcGU@VuoO{l>Pv=j~a{wP<2OsYId;avrSN!?} zZ!g~e__xpS_6xYwdw;*eI*{%vK>p?0OW-*z*oF5LB!7xP?#`w-9BMm`FcF!uie95Tktc>!&e?%(g1;UR|F6% z)J<#&Y&$ITFtZJ|>V)VB8>nTIj1oISkN~B(zD>Z}%F@YGz1KWE{(6>whC7b`9lW`< zj;KGv)h%7_hA2}%Dc{F8AFM+LAzpsI4j2R~*-k4VOGSH$?S`1~m4~x~frF>LcG%kI z4BOnnOEgx&I)yY%g*~7K(G*i2|>~uGw zI{`b~BW2*J?OV4u#yNl9J#PGi-~HFiYTsNf+KJ?C$UdZMWsGOc`*FLNK?##LJw zwUIBYT}Ew@d>7Kj>TY$AVlT~?`xzS!fIVOzKisTBQbhjf{;P859%Xm^$kdwvO3%EVl1N z(^7Xu`b_k3wW#}<28HPoVw6fT(y_A)lSGJ87%r+~ZizKNNM%5=#Xy@m$h`yBJKW2! zF}1_lp#0>ysFl;ZYS?$K&1 zbHqEoW7X8#AM!AsuVkP4Fnki9VHkmJ_qU^tZu3v99Ng^z<{jtbA!<3(M;4w2(pqVS$oEn-L w3o~YtR4xt9siHiGT#~b$o@rvHI5Q$^<2+L&T_t$JwNth>Gb7~_2rR~%>Vp@r#tvE zyLJ21FZi+zclFKZcUT6}y$n!#OF!*i`Wm>Ki*J`9Qz7!btDw6K2nlfh>(V!hWyVY4 zWe9on0Dhqo=rKf>Wi}J)HBXt|7F#Q}NYl_Jks|n!Fc5gQ3)#9$pGlv;K?>hMPXXZT zM`&a#RYaogiB2pkfo3d9u@N(#yQ9EJE1mqe`^(6HAA3d=M-}|oAj0b(uk4^)vU-ls z^>B*ZjH<#`GFZ74aQr}a;e|3F=ixbR_zhUW@hAyoex`940r-bDS#OO3@&@ zuC!&YySmGfEWaJxJ*qR1b5N@@(CVW3Y(|UhvqXGH=YneURGWQO>vdo&N$-ZzKD-IR zE%9UJc=a=-!M#AVn#kI(7^bc-S4MD;R%`_5h{OkWMHstPa?5qKLVPO%uQtZ&)`#M> zz82|po^Gcz>+7Dc-NHZq2UMF$z6dhOH-ReTZvY8#xl`RYxF_XVeh>NLKFYJIEz*i5 zZ$nyyt{ZfW(AO=Id<*D6*0mCqFBkpX$3?#inF{f0THQ7Iq9w8|$nU!H4W_oqyrJpP zC{C&lFUeB{X})M@g<&sLEyIBC)57b78uG;^$vPQSNC$;c-5ZM8;GqhbB>L?S75AvE z2f}f3@pJ6i__Eo49^X3ySAJeaQ0SkjB(ch#7T4^%>*ai0%RAI2C6x+2QZC2EhE0ZDqwx(DgugEC{+u(##kb-n9niIzSz z=q6G;1G;pi?or=>hV)4BSScR!@DMkA`3?WgJ}#O>a1_hPpiGDu0nJoU9&w;4;}aw0 z3FBs*NjWB Date: Wed, 17 Jun 2026 06:11:49 +0000 Subject: [PATCH 8/8] Ship a bundled pretrained model and add audio rendering (v2.2.0) Make Dembow enjoyable without any setup: - Bundle a small pretrained checkpoint (dembow/assets/dembow-pretrained.pt) and fall back to it when no local checkpoint exists, so `dembow generate` works out of the box -- no training step. Included as package data; gitignore exception keeps it tracked despite the global *.pt ignore. - Add render.py + `--render`: turn generated MIDI into .wav so you can actually hear it. Uses FluidSynth + a SoundFont when available, otherwise a tiny dependency-free NumPy synth (oscillators for pitched parts, shaped noise for drums) so rendering always works. - Wire `--render` / `--soundfont` into the CLI; extend smoke tests (bundled model loads, builtin render produces audio); update README. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_01Ho9V6TBXozB23VjHqvXuT8 --- .gitignore | 2 + README.md | 25 ++++- dembow/__init__.py | 2 +- dembow/assets/dembow-pretrained.pt | Bin 0 -> 1223081 bytes dembow/cli.py | 4 + dembow/generate.py | 23 ++++- dembow/render.py | 146 +++++++++++++++++++++++++++++ pyproject.toml | 5 +- tests/test_smoke.py | 24 +++++ 9 files changed, 226 insertions(+), 5 deletions(-) create mode 100644 dembow/assets/dembow-pretrained.pt create mode 100644 dembow/render.py diff --git a/.gitignore b/.gitignore index 60f9b1d..a3cc02a 100755 --- a/.gitignore +++ b/.gitignore @@ -106,3 +106,5 @@ ENV/ # Dembow artifacts *.pt generated/ +# ...but the bundled pretrained model ships with the package +!dembow/assets/*.pt diff --git a/README.md b/README.md index d17c3f0..01ee2ca 100755 --- a/README.md +++ b/README.md @@ -56,9 +56,19 @@ pip install -e . ## Make magic happen +A **pretrained model ships with the package**, so you can generate immediately — +no training required: + +```sh +dembow generate # uses the bundled model -> generated/dembow_*.mid +dembow generate --render # also write .wav so you can actually hear it +``` + +Train your own (better, especially with more data): + ```sh dembow train # -> dembow.pt -dembow generate # -> generated/dembow_*.mid +dembow generate # picks up your dembow.pt automatically ``` Without installing: @@ -118,6 +128,17 @@ dembow generate \ doesn't get stuck looping — while still allowing the musical repetition that makes a groove a groove. +### Hearing it (audio) + +```sh +dembow generate --render # writes .wav next to each .mid +dembow generate --render --soundfont my.sf2 # better quality via FluidSynth +``` + +`--render` turns each generated song into audio. If [FluidSynth](https://www.fluidsynth.org/) +and a SoundFont are installed it uses them for realistic instruments; otherwise +it falls back to a small built-in synth so rendering works with no extra setup. + ## Hear it without training A few example outputs from a small demo model live in [`examples/`](examples/) @@ -140,7 +161,9 @@ dembow/ data.py corpus loading, pitch augmentation, song-level train/val split train.py training loop, validation, early stopping, best-checkpoint generate.py sample new songs (temperature / top-p / repetition control) + render.py MIDI -> audio (FluidSynth, or a builtin dependency-free synth) cli.py the `dembow` command (with cpu/gpu presets) + assets/ a bundled pretrained model so generation works out of the box fire.py one-shot entry point reggaeton_samples/ the MIDI corpus (+ SOURCES.md: where to find more) examples/ a few generated outputs from a small demo model diff --git a/dembow/__init__.py b/dembow/__init__.py index c5cd847..ee9bbcd 100644 --- 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d5bb8b1..db63f46 100644 --- a/dembow/cli.py +++ b/dembow/cli.py @@ -70,6 +70,8 @@ def build_parser() -> argparse.ArgumentParser: g.add_argument("--prime-bars", type=int, default=2, help="real bars used to prime each song ('--seed-dir none' for cold start)") g.add_argument("--seed-dir", default="reggaeton_samples") g.add_argument("--tempo-bpm", type=float, default=95.0) + g.add_argument("--render", action="store_true", help="also render each song to .wav audio") + g.add_argument("--soundfont", default=None, help="SoundFont (.sf2) for FluidSynth rendering; omit to use the builtin synth") g.add_argument("--random-seed", type=int, default=0) g.add_argument("--device", default=None) @@ -117,6 +119,8 @@ def main(argv=None) -> None: prime_bars=args.prime_bars, seed_dir=seed_dir, tempo_bpm=args.tempo_bpm, + render=args.render, + soundfont=args.soundfont, random_seed=args.random_seed, device=args.device, ) diff --git a/dembow/generate.py b/dembow/generate.py index a9b946b..54fe136 100644 --- a/dembow/generate.py +++ b/dembow/generate.py @@ -13,6 +13,19 @@ from .tokenizer import BAR, BOS, EOS, decode, encode +BUNDLED_CHECKPOINT = os.path.join(os.path.dirname(__file__), "assets", "dembow-pretrained.pt") + + +def _resolve_checkpoint(checkpoint: str) -> str: + """Use the given checkpoint, or fall back to the bundled pretrained model.""" + if os.path.exists(checkpoint): + return checkpoint + if os.path.exists(BUNDLED_CHECKPOINT): + print(f"'{checkpoint}' not found -- using the bundled pretrained model.") + return BUNDLED_CHECKPOINT + raise SystemExit(f"No checkpoint at '{checkpoint}' and no bundled model. Train one with `dembow train`.") + + def _prime_tokens(seed_dir: Optional[str], prime_bars: int) -> List[int]: """Build a priming prompt from the opening bars of a real reggaeton song.""" if not seed_dir or not os.path.isdir(seed_dir): @@ -44,6 +57,8 @@ def generate( prime_bars: int = 2, seed_dir: Optional[str] = "reggaeton_samples", tempo_bpm: float = 95.0, + render: bool = False, + soundfont: Optional[str] = None, random_seed: int = 0, device: str | None = None, ) -> List[str]: @@ -53,7 +68,7 @@ def generate( np.random.seed(random_seed) os.makedirs(output_dir, exist_ok=True) - model = MusicTransformer.load(checkpoint, device=device) + model = MusicTransformer.load(_resolve_checkpoint(checkpoint), device=device) prompt_ids = _prime_tokens(seed_dir, prime_bars) written = [] @@ -71,6 +86,10 @@ def generate( out_path = os.path.join(output_dir, f"dembow_{i}.mid") midi_file.save(out_path) written.append(out_path) + if render: + from .render import render_to_wav + + render_to_wav(out_path, out_path[:-4] + ".wav", soundfont=soundfont) - print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/'") + print(f"Wrote {len(written)} MIDI file(s) to '{output_dir}/'" + (" (+ .wav audio)" if render else "")) return written diff --git a/dembow/render.py b/dembow/render.py new file mode 100644 index 0000000..6727512 --- /dev/null +++ b/dembow/render.py @@ -0,0 +1,146 @@ +"""Render generated MIDI to audio so you can actually hear it. + +Two backends, tried in order: + +1. **FluidSynth** -- if the ``fluidsynth`` binary and a SoundFont are available, + use them for the best, most realistic sound. +2. **Built-in NumPy synth** -- a tiny, dependency-free oscillator/noise synth so + rendering works everywhere even without FluidSynth installed. It won't sound + like a studio, but you'll hear the groove. +""" + +from __future__ import annotations + +import os +import shutil +import struct +import subprocess +import wave +from typing import List, Optional + +import mido +import numpy as np + +_SOUNDFONT_PATHS = [ + "/usr/share/sounds/sf2/FluidR3_GM.sf2", + "/usr/share/sounds/sf2/default-GM.sf2", + "/usr/share/soundfonts/FluidR3_GM.sf2", + "/usr/share/soundfonts/default.sf2", +] + + +def _find_soundfont(explicit: Optional[str]) -> Optional[str]: + if explicit and os.path.exists(explicit): + return explicit + return next((p for p in _SOUNDFONT_PATHS if os.path.exists(p)), None) + + +def _render_fluidsynth(midi_path: str, wav_path: str, soundfont: str, sample_rate: int) -> bool: + try: + subprocess.run( + ["fluidsynth", "-ni", "-F", wav_path, "-r", str(sample_rate), soundfont, midi_path], + check=True, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, + ) + return os.path.exists(wav_path) + except Exception: + return False + + +def _adsr(n: int, sample_rate: int, release: float = 0.05) -> np.ndarray: + """A simple attack/release envelope to avoid clicks.""" + env = np.ones(n) + attack = min(n, int(0.005 * sample_rate)) + rel = min(n, int(release * sample_rate)) + if attack: + env[:attack] = np.linspace(0, 1, attack) + if rel: + env[-rel:] *= np.linspace(1, 0, rel) + return env + + +def _tone(freq: float, dur: float, sample_rate: int, harmonics=(1.0, 0.4, 0.2)) -> np.ndarray: + n = max(1, int(dur * sample_rate)) + t = np.arange(n) / sample_rate + wave_out = sum(amp * np.sin(2 * np.pi * freq * h * t) for h, amp in enumerate(harmonics, start=1)) + return wave_out * _adsr(n, sample_rate) + + +def _drum(note: int, sample_rate: int) -> np.ndarray: + """Percussion: pitched sine for the kick, shaped noise for snare/hats.""" + if note <= 37: # kick + n = int(0.18 * sample_rate) + t = np.arange(n) / sample_rate + freq = 110 * np.exp(-30 * t) + 45 # pitch drop + return np.sin(2 * np.pi * freq * t) * np.exp(-12 * t) + if note in (38, 39, 40): # snare / clap + n = int(0.12 * sample_rate) + return np.random.randn(n) * np.exp(-22 * np.arange(n) / sample_rate) + # hats / cymbals: short bright noise + n = int(0.05 * sample_rate) + return np.random.randn(n) * np.exp(-60 * np.arange(n) / sample_rate) + + +def _builtin_synth(midi_file: mido.MidiFile, sample_rate: int) -> np.ndarray: + """Synthesize a MIDI file to a mono float waveform with no external deps.""" + # Collect notes as (start_sec, dur_sec, channel, note, velocity). + notes = [] + open_notes = {} + abs_time = 0.0 + for msg in midi_file: # iterating a MidiFile yields delta time in seconds + abs_time += msg.time + if msg.type == "note_on" and msg.velocity > 0: + if msg.channel == 9: + notes.append((abs_time, 0.2, 9, msg.note, msg.velocity)) + else: + open_notes[(msg.channel, msg.note)] = (abs_time, msg.velocity) + elif msg.type in ("note_off", "note_on"): + key = (msg.channel, msg.note) + if key in open_notes: + start, vel = open_notes.pop(key) + notes.append((start, max(0.05, abs_time - start), msg.channel, msg.note, vel)) + + if not notes: + return np.zeros(sample_rate, dtype=np.float32) + + total = max(s + d for s, d, *_ in notes) + 0.3 + buf = np.zeros(int(total * sample_rate) + sample_rate, dtype=np.float32) + for start, dur, channel, note, vel in notes: + idx = int(start * sample_rate) + amp = (vel / 127.0) * 0.25 + if channel == 9: + seg = _drum(note, sample_rate) * amp + else: + freq = 440.0 * 2 ** ((note - 69) / 12.0) + gain = 1.4 if channel == 1 else 1.0 # bass a touch louder + seg = _tone(freq, dur, sample_rate) * amp * gain + end = min(len(buf), idx + len(seg)) + buf[idx:end] += seg[: end - idx] + + peak = np.max(np.abs(buf)) + if peak > 0: + buf = buf / peak * 0.95 + return buf[: int(total * sample_rate)] + + +def _write_wav(samples: np.ndarray, path: str, sample_rate: int) -> None: + pcm = (np.clip(samples, -1.0, 1.0) * 32767).astype(np.int16) + with wave.open(path, "w") as w: + w.setnchannels(1) + w.setsampwidth(2) + w.setframerate(sample_rate) + w.writeframes(struct.pack(f"<{len(pcm)}h", *pcm.tolist())) + + +def render_to_wav( + midi_path: str, + wav_path: str, + soundfont: Optional[str] = None, + sample_rate: int = 22050, +) -> str: + """Render a MIDI file to WAV. Uses FluidSynth if available, else a builtin synth.""" + sf = _find_soundfont(soundfont) + if shutil.which("fluidsynth") and sf and _render_fluidsynth(midi_path, wav_path, sf, sample_rate): + return wav_path + midi_file = mido.MidiFile(midi_path) + _write_wav(_builtin_synth(midi_file, sample_rate), wav_path, sample_rate) + return wav_path diff --git a/pyproject.toml b/pyproject.toml index c376e27..c9c6693 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta" [project] name = "dembow" -version = "2.1.0" +version = "2.2.0" description = "The first A.I. that generates reggaeton hits -- a Transformer for dembow." readme = "README.md" requires-python = ">=3.9" @@ -21,6 +21,9 @@ dembow = "dembow.cli:main" [tool.setuptools] packages = ["dembow"] +[tool.setuptools.package-data] +dembow = ["assets/*.pt"] + [tool.pytest.ini_options] # Put the repo root on sys.path so `pytest tests/` finds the package without an # install step (used both locally and in CI). diff --git a/tests/test_smoke.py b/tests/test_smoke.py index a13174c..ce46f21 100644 --- a/tests/test_smoke.py +++ b/tests/test_smoke.py @@ -119,6 +119,28 @@ def test_generate_repetition_controls(): decode(ids) # must still decode +def test_bundled_pretrained_model_loads(): + from dembow.generate import BUNDLED_CHECKPOINT + from dembow.model import MusicTransformer + + assert os.path.exists(BUNDLED_CHECKPOINT), "a pretrained model should ship with the package" + model = MusicTransformer.load(BUNDLED_CHECKPOINT) + assert model.config.vocab_size == len(VOCAB) + + +def test_render_to_wav_builtin(): + import wave + + from dembow.render import render_to_wav + + files = find_midi_files(SAMPLES) + with tempfile.TemporaryDirectory() as d: + wav = render_to_wav(files[0], os.path.join(d, "out.wav")) + assert os.path.exists(wav) + with wave.open(wav) as w: + assert w.getnframes() > 0 # produced audible audio + + if __name__ == "__main__": test_finds_uppercase_midi() test_tokenizer_roundtrip() @@ -127,4 +149,6 @@ def test_generate_repetition_controls(): test_train_and_generate_tiny() test_split_files_is_disjoint() test_generate_repetition_controls() + test_bundled_pretrained_model_loads() + test_render_to_wav_builtin() print("All smoke tests passed.")

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