diff --git a/asteroid/data/__init__.py b/asteroid/data/__init__.py index 893cc2c7d..0045e36db 100644 --- a/asteroid/data/__init__.py +++ b/asteroid/data/__init__.py @@ -3,6 +3,7 @@ from .whamr_dataset import WhamRDataset from .dns_dataset import DNSDataset from .librimix_dataset import LibriMix +from .variable_librimix import VariableLibriMix from .wsj0_mix import Wsj0mixDataset from .musdb18_dataset import MUSDB18Dataset from .sms_wsj_dataset import SmsWsjDataset @@ -10,6 +11,7 @@ from .fuss_dataset import FUSSDataset from .dampvsep_dataset import DAMPVSEPSinglesDataset from .vad_dataset import LibriVADDataset +from .online_mix_dataset import OnlineMixDataset __all__ = [ "AVSpeechDataset", @@ -17,6 +19,7 @@ "WhamRDataset", "DNSDataset", "LibriMix", + "VariableLibriMix", "Wsj0mixDataset", "MUSDB18Dataset", "SmsWsjDataset", @@ -24,4 +27,5 @@ "FUSSDataset", "DAMPVSEPSinglesDataset", "LibriVADDataset", + "OnlineMixDataset", ] diff --git a/asteroid/data/online_mix_dataset.py b/asteroid/data/online_mix_dataset.py new file mode 100644 index 000000000..6edbaf6b5 --- /dev/null +++ b/asteroid/data/online_mix_dataset.py @@ -0,0 +1,282 @@ +import random +import glob +import os +import warnings +import hashlib +import numpy as np +import soundfile as sf +import torch +import torchaudio +from torch.utils.data import Dataset + +class OnlineMixDataset(Dataset): + """Dataset class that creates mixtures on-the-fly from clean single-speaker utterances. + + Args: + source_dir (str): Root dir containing speaker subdirs. + n_src (int): Max number of output sources (always pad to this). + sample_rate (int): Sample rate of the output. + segment (float): Segment length in seconds. + min_speakers (int): Minimum number of speakers in the mixture. + max_speakers (int): Maximum number of speakers in the mixture. + speaker_count_weights (list, optional): Probability of each speaker count. + gain_range_db (tuple): Random gain augmentation per source in dB. + num_examples (int): Virtual epoch size. + seed (int, optional): Random seed for reproducibility. + """ + + def __init__( + self, + source_dir: str, + n_src: int = 5, + sample_rate: int = 16000, + segment: float = 3.0, + min_speakers: int = 1, + max_speakers: int = 5, + speaker_count_weights: list = None, + gain_range_db: tuple = (-5.0, 5.0), + num_examples: int = 20000, + seed: int = None, + return_metadata: bool = False, + hash_audio: bool = False, + ): + self.source_dir = os.path.expanduser(source_dir) + self.n_src = n_src + self.sample_rate = sample_rate + self.segment = segment + self.min_speakers = min_speakers + self.max_speakers = max_speakers + self.speaker_count_weights = speaker_count_weights + self.gain_range_db = gain_range_db + self.num_examples = num_examples + self.seed = seed + self.return_metadata = return_metadata + self.hash_audio = hash_audio + self.seg_len = int(segment * sample_rate) + + # Validate inputs + if max_speakers > n_src: + raise ValueError(f"max_speakers ({max_speakers}) cannot be greater than n_src ({n_src})") + if min_speakers < 1: + raise ValueError(f"min_speakers ({min_speakers}) must be >= 1") + + # Scan for speakers and files + self.speakers = {} + speaker_dirs = [ + d for d in os.listdir(self.source_dir) + if os.path.isdir(os.path.join(self.source_dir, d)) + ] + + for speaker_id in speaker_dirs: + speaker_path = os.path.join(self.source_dir, speaker_id) + # Find all flac and wav files recursively + files = (glob.glob(os.path.join(speaker_path, "**/*.flac"), recursive=True) + + glob.glob(os.path.join(speaker_path, "**/*.wav"), recursive=True)) + + if len(files) > 0: + self.speakers[speaker_id] = files + else: + warnings.warn(f"Speaker {speaker_id} has no valid audio files and will be skipped.") + + if not self.speakers: + raise RuntimeError(f"No speakers found in {source_dir}") + + self.speaker_ids = list(self.speakers.keys()) + + def __len__(self): + return self.num_examples + + def __getitem__(self, idx): + # 1. Seed the RNG + if self.seed is not None: + # Use a seed that depends on the global seed and the index + # This ensures reproducibility for a given index in a given epoch + local_seed = self.seed + idx + rng = random.Random(local_seed) + np_rng = np.random.RandomState(local_seed) + else: + rng = random + np_rng = np.random + + # 2. Sample speaker count N + possible_counts = list(range(self.min_speakers, self.max_speakers + 1)) + if self.speaker_count_weights: + n_current = rng.choices(possible_counts, weights=self.speaker_count_weights, k=1)[0] + else: + n_current = rng.choice(possible_counts) + + # 3. Select N distinct speakers + if len(self.speaker_ids) < n_current: + # Fallback if we don't have enough speakers + # Allow replacement if total speakers available is less than requested + selected_speakers = rng.choices(self.speaker_ids, k=n_current) + else: + selected_speakers = rng.sample(self.speaker_ids, n_current) + + sources = [] + selected_files = [] + crop_starts = [] + gains_db = [] + + # 4. For each speaker, pick utterance, load, process + for speaker_id in selected_speakers: + audio_files = self.speakers[speaker_id] + file_path = rng.choice(audio_files) + selected_files.append(file_path) + + # Load audio + info = sf.info(file_path) + orig_sr = info.samplerate + + # We need to read enough audio to cover self.seg_len after resampling + # If we need L samples at target_sr, we need L * orig_sr / target_sr samples + # But we just read the whole file for simplicity usually, unless very long. + # To be efficient, let's just read the whole file. Most LibriSpeech files are short (< 15s). + audio, _ = sf.read(file_path, dtype="float32") + audio_t = torch.from_numpy(audio) # shape (time,) or (time, channels) + + if audio_t.ndim > 1: + audio_t = audio_t[:, 0] # Take first channel if stereo + + # Resample if needed + if orig_sr != self.sample_rate: + audio_t = torchaudio.functional.resample(audio_t, orig_sr, self.sample_rate) + + # Crop or pad + if audio_t.shape[0] > self.seg_len: + start = rng.randint(0, audio_t.shape[0] - self.seg_len) + audio_t = audio_t[start : start + self.seg_len] + else: + padding = self.seg_len - audio_t.shape[0] + audio_t = torch.nn.functional.pad(audio_t, (0, padding)) + start = 0 + crop_starts.append(int(start)) + + # 5. Apply random gain + gain_db = rng.uniform(self.gain_range_db[0], self.gain_range_db[1]) + gain_lin = 10 ** (gain_db / 20.0) + audio_t = audio_t * gain_lin + gains_db.append(float(gain_db)) + + sources.append(audio_t) + + # Pad sources list with silence if n_current < self.n_src + for _ in range(self.n_src - len(sources)): + sources.append(torch.zeros(self.seg_len, dtype=torch.float32)) + + sources_tensor = torch.stack(sources) # Shape (n_src, seg_len) + + # 6. Create mixture + mixture = torch.sum(sources_tensor, dim=0) # Shape (seg_len,) + + # 7. Normalization + # Peak normalize mixture to [-1, 1] + max_amp = torch.max(torch.abs(mixture)) + scale_factor = 1.0 + if max_amp > 0: + scale_factor = 1.0 / max_amp + mixture = mixture * scale_factor + sources_tensor = sources_tensor * scale_factor + + if not self.return_metadata: + return mixture, sources_tensor + + rel_files = [os.path.relpath(path, self.source_dir) for path in selected_files] + identity_parts = [] + for speaker_id, rel_path, crop_start in zip(selected_speakers, rel_files, crop_starts): + identity_parts.append(f"{speaker_id}:{rel_path}:{crop_start}") + metadata = { + "sample_idx": int(idx), + "seed": int(self.seed) if self.seed is not None else -1, + "n_current": int(n_current), + "selected_speakers": "|".join(selected_speakers), + "selected_files": "|".join(rel_files), + "crop_starts": "|".join(str(x) for x in crop_starts), + "gains_db": "|".join(f"{x:.6f}" for x in gains_db), + "scale_factor": float(scale_factor), + "identity_key": "|".join(identity_parts), + } + if self.hash_audio: + mixture_hash = hashlib.sha1( + mixture.detach().cpu().numpy().astype(np.float32).tobytes() + ).hexdigest() + metadata["mixture_hash"] = mixture_hash + + return mixture, sources_tensor, metadata + + def get_infos(self): + return { + "dataset": "OnlineMixDataset", + "task": "sep_clean", + "sample_rate": self.sample_rate, + "n_src": self.n_src, + "min_speakers": self.min_speakers, + "max_speakers": self.max_speakers, + } + +if __name__ == "__main__": + # Sanity check + import sys + import shutil + + # Use a dummy dir if user didn't provide one, or use a hardcoded path for testing if available + # For now, we will create a dummy structure to test logic if no path is provided + # But ideally we run this where data exists. + # Let's try to look for some data or just create a temporary test dir. + + print("Running sanity check...") + + # Create temp dummy data + temp_dir = "temp_sanity_check_data" + os.makedirs(temp_dir, exist_ok=True) + + # Create 6 fake speakers + sr = 8000 + for i in range(1, 7): + spk_dir = os.path.join(temp_dir, f"spk{i}") + os.makedirs(spk_dir, exist_ok=True) + # Create a fake wav file + # Make a simple sine wave + t = np.linspace(0, 5, 5*sr) + sine = np.sin(2 * np.pi * 440 * i * t).astype(np.float32) + sf.write(os.path.join(spk_dir, f"audio_{i}.wav"), sine, sr) + + try: + dataset = OnlineMixDataset( + source_dir=temp_dir, + n_src=5, + sample_rate=sr, + segment=2.0, + min_speakers=1, + max_speakers=5, + num_examples=5, + seed=42 + ) + + print(f"Dataset created with {len(dataset)} examples.") + print(f"Infos: {dataset.get_infos()}") + + for i in range(5): + mix, srcs = dataset[i] + print(f"\nExample {i}:") + print(f" Mixture shape: {mix.shape}") + print(f" Sources shape: {srcs.shape}") + + # Check for non-silent sources + energies = (srcs**2).mean(dim=1).sqrt() + active_srcs = (energies > 1e-6).sum().item() + print(f" Active sources: {active_srcs}") + print(f" Energies: {energies}") + + # Save for inspection + os.makedirs("debug_audio", exist_ok=True) + sf.write(f"debug_audio/ex{i}_mix.wav", mix.numpy(), sr) + for j in range(srcs.shape[0]): + sf.write(f"debug_audio/ex{i}_src{j}.wav", srcs[j].numpy(), sr) + print(" Saved audio to debug_audio/") + + finally: + # Cleanup + shutil.rmtree(temp_dir) + # shutil.rmtree("debug_audio") # Keep debug audio for manual inspection + print("Done.") diff --git a/asteroid/data/variable_librimix.py b/asteroid/data/variable_librimix.py new file mode 100644 index 000000000..addbdb62f --- /dev/null +++ b/asteroid/data/variable_librimix.py @@ -0,0 +1,121 @@ +import numpy as np +import pandas as pd +import soundfile as sf +import torch +from torch.utils.data import Dataset +import random +import os + +class VariableLibriMix(Dataset): + """Dataset class for variable source LibriMix source separation tasks. + + Args: + csv_dirs (list of str): The paths to the metadata files. + task (str): One of ``'enh_single'``, ``'enh_both'``, ``'sep_clean'`` or + ``'sep_noisy'``. + sample_rate (int) : The sample rate of the sources and mixtures. + n_src (int) : The maximum number of sources in the mixture (output channels). + segment (int, optional) : The desired sources and mixtures length in s. + """ + + dataset_name = "VariableLibriMix" + + def __init__( + self, csv_dirs, task="sep_clean", sample_rate=16000, n_src=5, segment=3, return_id=False + ): + self.csv_dirs = csv_dirs if isinstance(csv_dirs, list) else [csv_dirs] + self.task = task + self.return_id = return_id + self.sample_rate = sample_rate + self.n_src = n_src + self.segment = segment + + dfs = [] + for csv_dir in self.csv_dirs: + if task == "enh_single": + md_file = [f for f in os.listdir(csv_dir) if "single" in f][0] + csv_path = os.path.join(csv_dir, md_file) + elif task == "enh_both": + md_file = [f for f in os.listdir(csv_dir) if "both" in f][0] + csv_path = os.path.join(csv_dir, md_file) + # We don't support enh_both mixed with variable sources easily yet + # because we need the clean file associated with it. + # Assuming standard LibriMix structure if needed. + elif task == "sep_clean": + md_file = [f for f in os.listdir(csv_dir) if "clean" in f][0] + csv_path = os.path.join(csv_dir, md_file) + elif task == "sep_noisy": + md_file = [f for f in os.listdir(csv_dir) if "both" in f][0] + csv_path = os.path.join(csv_dir, md_file) + + df = pd.read_csv(csv_path) + dfs.append(df) + + self.df = pd.concat(dfs, ignore_index=True) + + # Get rid of the utterances too short + if self.segment is not None: + max_len = len(self.df) + self.seg_len = int(self.segment * self.sample_rate) + # Ignore the file shorter than the desired_length + self.df = self.df[self.df["length"] >= self.seg_len] + print( + f"Drop {max_len - len(self.df)} utterances from {max_len} " + f"(shorter than {segment} seconds)" + ) + else: + self.seg_len = None + + def __len__(self): + return len(self.df) + + def __getitem__(self, idx): + # Get the row in dataframe + row = self.df.iloc[idx] + # Get mixture path + mixture_path = row["mixture_path"] + self.mixture_path = mixture_path + sources_list = [] + # If there is a seg start point is set randomly + if self.seg_len is not None: + start = random.randint(0, int(row["length"] - self.seg_len)) + stop = start + self.seg_len + else: + start = 0 + stop = None + + # Read the mixture + mixture, _ = sf.read(mixture_path, dtype="float32", start=start, stop=stop) + + # Read sources + for i in range(self.n_src): + col_name = f"source_{i + 1}_path" + if col_name in row and pd.notna(row[col_name]): + source_path = row[col_name] + s, _ = sf.read(source_path, dtype="float32", start=start, stop=stop) + else: + # Silence + s = np.zeros_like(mixture) + sources_list.append(s) + + # Convert to torch tensor + mixture = torch.from_numpy(mixture) + # Stack sources + sources = np.vstack(sources_list) + # Convert sources to tensor + sources = torch.from_numpy(sources) + if not self.return_id: + return mixture, sources + + # Try to parse ID from filename, might fail if formats differ + try: + id1, id2 = mixture_path.split("/")[-1].split(".")[0].split("_") + return mixture, sources, [id1, id2] + except: + return mixture, sources, ["unknown", "unknown"] + + def get_infos(self): + infos = dict() + infos["dataset"] = self.dataset_name + infos["task"] = self.task + return infos diff --git a/asteroid/engine/system.py b/asteroid/engine/system.py index 23481aaff..d34c295bf 100644 --- a/asteroid/engine/system.py +++ b/asteroid/engine/system.py @@ -1,5 +1,7 @@ import torch import pytorch_lightning as pl +import os +import json from torch.optim.lr_scheduler import ReduceLROnPlateau from ..utils import flatten_dict @@ -61,6 +63,13 @@ def __init__( self.val_loader = val_loader self.scheduler = scheduler self.config = {} if config is None else config + self.log_loss_components = bool(self.config.get("loss", {}).get("debug_log_components", False)) + training_conf = self.config.get("training", {}) + self.debug_manifest_batches = int(training_conf.get("debug_manifest_batches", 0) or 0) + self.debug_manifest_dir = training_conf.get("debug_manifest_dir", "") + self.debug_manifest_enabled = self.debug_manifest_batches > 0 and bool(self.debug_manifest_dir) + self._train_identity_keys = set() + self._val_identity_keys = set() # Save lightning's AttributeDict under self.hparams self.save_hyperparameters(self.config_to_hparams(self.config)) @@ -97,10 +106,138 @@ def common_step(self, batch, batch_nb, train=True): the argument ``train`` can be used to switch behavior. Otherwise, ``training_step`` and ``validation_step`` can be overwriten. """ - inputs, targets = batch + metadata = None + if isinstance(batch, (tuple, list)) and len(batch) >= 2: + inputs, targets = batch[0], batch[1] + if len(batch) > 2: + metadata = batch[2] + else: + raise TypeError("Batch must be tuple/list with at least (inputs, targets).") est_targets = self(inputs) - loss = self.loss_func(est_targets, targets) - return loss + if self.log_loss_components: + try: + loss_output = self.loss_func(est_targets, targets, return_components=True) + except TypeError: + loss_output = self.loss_func(est_targets, targets) + else: + loss_output = self.loss_func(est_targets, targets) + + if isinstance(loss_output, tuple): + loss, components = loss_output + else: + loss = loss_output + components = {} + return loss, components, metadata + + def _is_rank_zero(self): + if self.trainer is None: + return True + return int(getattr(self.trainer, "global_rank", 0)) == 0 + + def _prepare_manifest_dir(self): + if not self.debug_manifest_enabled or not self._is_rank_zero(): + return + os.makedirs(self.debug_manifest_dir, exist_ok=True) + + def _extract_sample_field(self, value, idx): + if torch.is_tensor(value): + if value.ndim == 0: + return value.item() + if value.shape[0] > idx: + item = value[idx] + return item.item() if item.ndim == 0 else item.tolist() + return None + if isinstance(value, (list, tuple)): + if len(value) > idx: + item = value[idx] + if torch.is_tensor(item): + return item.item() if item.ndim == 0 else item.tolist() + return item + return None + return value + + def _metadata_records(self, metadata, batch_size): + if not isinstance(metadata, dict): + return [] + records = [] + for idx in range(batch_size): + record = {} + for key, value in metadata.items(): + record[key] = self._extract_sample_field(value, idx) + records.append(record) + return records + + def _write_manifest_records(self, split, batch_nb, metadata, batch_size): + if not self.debug_manifest_enabled: + return + if batch_nb >= self.debug_manifest_batches: + return + if not self._is_rank_zero(): + return + if self.trainer is not None and self.trainer.sanity_checking: + return + self._prepare_manifest_dir() + records = self._metadata_records(metadata, batch_size) + if not records: + return + out_path = os.path.join( + self.debug_manifest_dir, + f"{split}_manifest_rank0.jsonl", + ) + with open(out_path, "a", encoding="utf-8") as handle: + for record in records: + payload = { + "epoch": int(self.current_epoch), + "batch_idx": int(batch_nb), + "global_step": int(self.global_step), + "split": split, + "record": record, + } + handle.write(json.dumps(payload, sort_keys=True) + "\n") + + def _collect_identity_keys(self, split, metadata, batch_size): + records = self._metadata_records(metadata, batch_size) + if not records: + return + keys = [] + for record in records: + key = record.get("identity_key", None) + if key: + keys.append(str(key)) + if not keys: + return + if split == "train": + self._train_identity_keys.update(keys) + else: + self._val_identity_keys.update(keys) + + def _batch_size_from_batch(self, batch): + if not isinstance(batch, (tuple, list)) or len(batch) == 0: + return 0 + inputs = batch[0] + if torch.is_tensor(inputs): + return int(inputs.shape[0]) + if hasattr(inputs, "__len__"): + return int(len(inputs)) + return 0 + + def on_train_epoch_start(self): + self._train_identity_keys = set() + + def on_validation_epoch_start(self): + self._val_identity_keys = set() + + def _log_components(self, components, prefix, sync_dist): + for name, value in components.items(): + if not torch.is_tensor(value): + value = torch.tensor(value, device=self.device, dtype=torch.float32) + self.log( + f"{prefix}_{name}", + value.detach(), + on_epoch=True, + prog_bar=False, + sync_dist=sync_dist, + ) def training_step(self, batch, batch_nb): """Pass data through the model and compute the loss. @@ -115,8 +252,17 @@ def training_step(self, batch, batch_nb): Returns: torch.Tensor, the value of the loss. """ - loss = self.common_step(batch, batch_nb, train=True) + loss, components, metadata = self.common_step(batch, batch_nb, train=True) self.log("loss", loss, logger=True) + batch_size = self._batch_size_from_batch(batch) + self._write_manifest_records("train", batch_nb, metadata, batch_size) + self._collect_identity_keys("train", metadata, batch_size) + if components: + self._log_components( + components, + "train_loss", + sync_dist=bool(self.trainer is not None and self.trainer.world_size > 1), + ) return loss def validation_step(self, batch, batch_nb): @@ -127,11 +273,40 @@ def validation_step(self, batch, batch_nb): in most cases) but can be something else. batch_nb (int): The number of the batch in the epoch. """ - loss = self.common_step(batch, batch_nb, train=False) - self.log("val_loss", loss, on_epoch=True, prog_bar=True) + loss, components, metadata = self.common_step(batch, batch_nb, train=False) + batch_size = self._batch_size_from_batch(batch) + self._write_manifest_records("val", batch_nb, metadata, batch_size) + self._collect_identity_keys("val", metadata, batch_size) + # Aggregate validation metric across devices so checkpointing/schedulers + # use a consistent global value under DDP. + self.log("val_loss", loss, on_epoch=True, prog_bar=True, sync_dist=True) + if components: + self._log_components(components, "val_loss", sync_dist=True) def on_validation_epoch_end(self): """Log hp_metric to tensorboard for hparams selection.""" + if self.trainer is not None and self.trainer.sanity_checking: + return + if self.debug_manifest_enabled and self._is_rank_zero(): + overlap = sorted(self._train_identity_keys.intersection(self._val_identity_keys)) + overlap_report_path = os.path.join( + self.debug_manifest_dir, + "manifest_overlap_report_rank0.jsonl", + ) + report = { + "epoch": int(self.current_epoch), + "train_unique": len(self._train_identity_keys), + "val_unique": len(self._val_identity_keys), + "overlap_count": len(overlap), + "overlap_examples": overlap[:10], + } + with open(overlap_report_path, "a", encoding="utf-8") as handle: + handle.write(json.dumps(report, sort_keys=True) + "\n") + self.print( + "Manifest overlap epoch " + f"{self.current_epoch}: overlap_count={report['overlap_count']} " + f"(train={report['train_unique']}, val={report['val_unique']})" + ) hp_metric = self.trainer.callback_metrics.get("val_loss", None) if hp_metric is not None: self.trainer.logger.log_metrics({"hp_metric": hp_metric}, step=self.trainer.global_step) diff --git a/asteroid/losses/__init__.py b/asteroid/losses/__init__.py index b8a86df33..674e2a8d1 100644 --- a/asteroid/losses/__init__.py +++ b/asteroid/losses/__init__.py @@ -9,6 +9,8 @@ from .cluster import deep_clustering_loss from .pmsqe import SingleSrcPMSQE from .multi_scale_spectral import SingleSrcMultiScaleSpectral +from .silence_robust import SilenceRobustPairwiseNegSDR +from .active_only_pit import ActiveOnlyPITSilencePenalty try: from .stoi import NegSTOILoss as SingleSrcNegSTOI @@ -41,4 +43,6 @@ def f(): "SingleSrcPMSQE", "SingleSrcNegSTOI", "SingleSrcMultiScaleSpectral", + "SilenceRobustPairwiseNegSDR", + "ActiveOnlyPITSilencePenalty", ] diff --git a/asteroid/losses/active_only_pit.py b/asteroid/losses/active_only_pit.py new file mode 100644 index 000000000..eb13edc35 --- /dev/null +++ b/asteroid/losses/active_only_pit.py @@ -0,0 +1,210 @@ +import torch +from scipy.optimize import linear_sum_assignment +from torch.nn.modules.loss import _Loss + +from .sdr import PairwiseNegSDR + + +class ActiveOnlyPITSilencePenalty(_Loss): + """PIT loss on active targets only, plus bounded silence penalty on extras. + + This criterion is designed for fixed-output models with variable numbers of + active speakers. Active targets drive the permutation-based SI-SDR objective. + Unused estimate channels are constrained toward silence with a margin penalty. + """ + + def __init__( + self, + threshold=1e-5, + silence_margin_db=-45.0, + silence_metric="rms_db", + active_weight=1.0, + silence_weight=0.2, + active_metric="sisdr", + active_threshold_mode="rms", + active_l1_weight=0.0, + active_l2_weight=0.0, + active_rms_floor_db=None, + active_rms_penalty_weight=0.0, + active_diversity_weight=0.0, + active_activity_bce_weight=0.0, + activity_threshold_db=-40.0, + activity_temp_db=3.0, + eps=1e-8, + ): + super().__init__() + self.threshold = threshold + self.silence_margin_db = silence_margin_db + self.silence_metric = silence_metric + self.active_weight = active_weight + self.silence_weight = silence_weight + self.active_metric = active_metric + self.active_threshold_mode = active_threshold_mode + self.active_l1_weight = active_l1_weight + self.active_l2_weight = active_l2_weight + self.active_rms_floor_db = active_rms_floor_db + self.active_rms_penalty_weight = active_rms_penalty_weight + self.active_diversity_weight = active_diversity_weight + self.active_activity_bce_weight = active_activity_bce_weight + self.activity_threshold_db = activity_threshold_db + self.activity_temp_db = activity_temp_db + self.eps = eps + if self.active_metric not in ("sisdr", "sdsdr"): + raise ValueError( + f"Unsupported active_metric={self.active_metric}. Use 'sisdr' or 'sdsdr'." + ) + if self.silence_metric not in ("rms_db", "energy_db"): + raise ValueError( + f"Unsupported silence_metric={self.silence_metric}. Use 'rms_db' or 'energy_db'." + ) + if self.active_threshold_mode not in ("rms", "sum_energy"): + raise ValueError( + "Unsupported active_threshold_mode=" + f"{self.active_threshold_mode}. Use 'rms' or 'sum_energy'." + ) + self.pairwise_sisdr = PairwiseNegSDR("sisdr") + self.pairwise_sdsdr = PairwiseNegSDR("sdsdr") + + def _silence_penalty(self, est_targets): + if self.silence_metric == "rms_db": + est_rms = torch.sqrt(torch.mean(est_targets**2, dim=-1) + self.eps) + est_db = 20 * torch.log10(est_rms + self.eps) + else: + est_energy = torch.sum(est_targets**2, dim=-1) + self.eps + est_db = 10 * torch.log10(est_energy) + # Zero penalty once channel is quieter than configured margin. + return torch.relu(est_db - self.silence_margin_db) + + def _target_activity(self, targets): + if self.active_threshold_mode == "rms": + return torch.mean(targets**2, dim=-1) + return torch.sum(targets**2, dim=-1) + + def _channel_rms_db(self, est_targets): + est_rms = torch.sqrt(torch.mean(est_targets**2, dim=-1) + self.eps) + return 20 * torch.log10(est_rms + self.eps) + + def _active_diversity_penalty(self, est_active): + if est_active.ndim != 2 or est_active.size(0) < 2: + return est_active.new_tensor(0.0) + centered = est_active - est_active.mean(dim=-1, keepdim=True) + norms = torch.sqrt(torch.sum(centered**2, dim=-1, keepdim=True) + self.eps) + normalized = centered / norms + corr = torch.matmul(normalized, normalized.transpose(0, 1)) + off_diag = corr - torch.eye(corr.size(0), device=corr.device, dtype=corr.dtype) + return torch.mean(off_diag**2) + + def forward(self, est_targets, targets, return_components=False): + if targets.size() != est_targets.size() or targets.ndim != 3: + raise TypeError( + "Inputs must be of shape [batch, n_src, time], got " + f"{targets.size()} and {est_targets.size()} instead" + ) + + batch_size, n_src, _ = targets.shape + pairwise_sisdr = self.pairwise_sisdr(est_targets, targets) + pairwise_active = pairwise_sisdr + if self.active_metric == "sdsdr": + pairwise_active = self.pairwise_sdsdr(est_targets, targets) + target_activity = self._target_activity(targets) + silence_penalty = self._silence_penalty(est_targets) + + losses = [] + active_pair_losses = [] + active_l1_losses = [] + active_l2_losses = [] + active_rms_floor_losses = [] + active_diversity_losses = [] + active_activity_bce_losses = [] + silent_losses = [] + n_active_targets = [] + for b in range(batch_size): + active_tgt_idx = torch.where(target_activity[b] > self.threshold)[0] + n_active_targets.append(active_tgt_idx.numel()) + if active_tgt_idx.numel() > 0: + # Rectangular assignment: estimates x active targets. + cost = pairwise_active[b, :, active_tgt_idx].detach().cpu().numpy() + est_rows, tgt_cols_local = linear_sum_assignment(cost) + est_rows_t = torch.as_tensor(est_rows, device=est_targets.device, dtype=torch.long) + tgt_cols_t = active_tgt_idx[ + torch.as_tensor(tgt_cols_local, device=est_targets.device, dtype=torch.long) + ] + active_pair_loss = pairwise_active[b, est_rows_t, tgt_cols_t].mean() + + # Scale-sensitive losses on matched active channels to discourage + # low-amplitude collapse that SI-SDR alone can permit. + est_active = est_targets[b, est_rows_t] + tgt_active = targets[b, tgt_cols_t] + active_l1 = torch.mean(torch.abs(est_active - tgt_active)) + active_l2 = torch.mean((est_active - tgt_active) ** 2) + if self.active_rms_floor_db is not None and self.active_rms_penalty_weight > 0.0: + est_rms = torch.sqrt(torch.mean(est_active**2, dim=-1) + self.eps) + est_rms_db = 20 * torch.log10(est_rms + self.eps) + active_rms_penalty = torch.relu(self.active_rms_floor_db - est_rms_db).mean() + else: + active_rms_penalty = pairwise_sisdr.new_tensor(0.0) + active_diversity = self._active_diversity_penalty(est_active) + else: + est_rows_t = torch.empty(0, dtype=torch.long, device=est_targets.device) + active_pair_loss = pairwise_sisdr.new_tensor(0.0) + active_l1 = pairwise_sisdr.new_tensor(0.0) + active_l2 = pairwise_sisdr.new_tensor(0.0) + active_rms_penalty = pairwise_sisdr.new_tensor(0.0) + active_diversity = pairwise_sisdr.new_tensor(0.0) + + est_rms_db_all = self._channel_rms_db(est_targets[b]) + activity_logits = (est_rms_db_all - self.activity_threshold_db) / max( + self.activity_temp_db, self.eps + ) + activity_probs = torch.sigmoid(activity_logits) + activity_target = torch.zeros_like(activity_probs) + if est_rows_t.numel() > 0: + activity_target[est_rows_t] = 1.0 + active_activity_bce = torch.nn.functional.binary_cross_entropy( + activity_probs, activity_target + ) + + active_loss = ( + active_pair_loss + + self.active_l1_weight * active_l1 + + self.active_l2_weight * active_l2 + + self.active_rms_penalty_weight * active_rms_penalty + + self.active_diversity_weight * active_diversity + + self.active_activity_bce_weight * active_activity_bce + ) + + if est_rows_t.numel() < n_src: + mask = torch.ones(n_src, dtype=torch.bool, device=est_targets.device) + mask[est_rows_t] = False + silent_loss = silence_penalty[b, mask].mean() + else: + silent_loss = pairwise_sisdr.new_tensor(0.0) + + total = self.active_weight * active_loss + self.silence_weight * silent_loss + losses.append(total) + active_pair_losses.append(active_pair_loss) + active_l1_losses.append(active_l1) + active_l2_losses.append(active_l2) + active_rms_floor_losses.append(active_rms_penalty) + active_diversity_losses.append(active_diversity) + active_activity_bce_losses.append(active_activity_bce) + silent_losses.append(silent_loss) + + mean_total = torch.stack(losses, dim=0).mean() + if not return_components: + return mean_total + + components = { + "active_pair": torch.stack(active_pair_losses, dim=0).mean(), + "active_l1": torch.stack(active_l1_losses, dim=0).mean(), + "active_l2": torch.stack(active_l2_losses, dim=0).mean(), + "active_rms_floor": torch.stack(active_rms_floor_losses, dim=0).mean(), + "active_diversity": torch.stack(active_diversity_losses, dim=0).mean(), + "active_activity_bce": torch.stack(active_activity_bce_losses, dim=0).mean(), + "silent_rms_penalty": torch.stack(silent_losses, dim=0).mean(), + "n_active_targets": torch.tensor( + float(sum(n_active_targets)) / max(len(n_active_targets), 1), + device=est_targets.device, + ), + } + return mean_total, components diff --git a/asteroid/losses/silence_robust.py b/asteroid/losses/silence_robust.py new file mode 100644 index 000000000..1de63d720 --- /dev/null +++ b/asteroid/losses/silence_robust.py @@ -0,0 +1,75 @@ +import torch +from .sdr import PairwiseNegSDR + +class SilenceRobustPairwiseNegSDR(PairwiseNegSDR): + """ + Pairwise Negative SI-SDR that handles silent targets by minimizing the power of the estimate. + + If the target energy is below a threshold, the loss becomes 10 * log10(||est||^2 + EPS). + This ensures that the model learns to output silence for silent targets. + """ + def __init__(self, *args, threshold=1e-5, **kwargs): + super().__init__(*args, **kwargs) + self.threshold = threshold + + def forward(self, est_targets, targets): + if targets.size() != est_targets.size() or targets.ndim != 3: + raise TypeError( + f"Inputs must be of shape [batch, n_src, time], got {targets.size()} and {est_targets.size()} instead" + ) + + # Calculate energy of targets to identify silence + # [batch, n_src] + target_energy = torch.sum(targets**2, dim=-1) + + # Compute standard PairwiseNegSDR + # This might result in NaNs/Infs for silent targets, but we will mask them out. + # We use the parent implementation but we need to capture the result. + # Since we cannot easily "patch" the parent method's internal vars, + # we basically have to reimplement the logic or call super and fix it. + # Calling super might crash if it does division by zero energy without checks. + # The base implementation adds EPS to energy: + # s_target_energy = torch.sum(s_target**2, dim=3, keepdim=True) + self.EPS + # So it shouldn't crash, but it will produce garbage (large values). + + pairwise_loss = super().forward(est_targets, targets) + # [batch, n_src, n_src] (n_est, n_target) + # Note: PairwiseNegSDR returns shape (batch, n_est, n_target) if I recall correctly from reading code? + # Let's double check code in sdr.py. + # It computes pair_wise_dot [batch, n_src, n_src, 1]. + # It assumes est_targets and targets have same n_src. + # Returns [batch, n_src, n_src]. + # Rows are estimates, Columns are targets (or vice versa depending on broadcasting). + # s_target is unsqueeze(dim=1) -> [batch, 1, n_src, time] + # s_estimate is unsqueeze(dim=2) -> [batch, n_src, 1, time] + # pair_wise_dot = sum(s_estimate * s_target) -> sum over time. + # So index (i, j) corresponds to est[i] and target[j]. + + # Calculate silence loss for each estimate + # [batch, n_src] + est_energy = torch.sum(est_targets**2, dim=-1) + # [batch, n_src] + silence_loss_vec = 10 * torch.log10(est_energy + self.EPS) + + # We need to broadcast silence_loss_vec to the pairwise matrix. + # The pairwise matrix is (batch, n_est, n_target). + # If target j is silent, then for all estimates i, the loss(i, j) should be silence_loss_vec(i). + # Wait. + # If target j is silence. We want estimate i to match it? + # PIT will try to assign estimate i to target j. + # If it assigns i -> j, we want estimate i to be silence. + # So yes, loss(i, j) should be silence_loss(estimate i). + + # Expand silence_loss_vec to [batch, n_est, 1] + silence_loss_matrix = silence_loss_vec.unsqueeze(2).expand_as(pairwise_loss) + + # Mask for silent targets + # target_energy is [batch, n_src] (targets) + # We need [batch, 1, n_src] to match (batch, est, target) + is_silent = (target_energy < self.threshold).unsqueeze(1) + + # Combine + # If silent, use silence_loss. Else use pairwise_loss. + final_loss = torch.where(is_silent, silence_loss_matrix, pairwise_loss) + + return final_loss diff --git a/egs/librimix/ConvTasNet/ABLATION_FEB_17.md b/egs/librimix/ConvTasNet/ABLATION_FEB_17.md new file mode 100644 index 000000000..ba783c9cd --- /dev/null +++ b/egs/librimix/ConvTasNet/ABLATION_FEB_17.md @@ -0,0 +1,191 @@ +# ConvTasNet 3-Source Ablation (Feb 17) + +## Objective +Find the best `n_src=3` ConvTasNet tradeoff for: +- inference speed +- model size +- maintained separation quality + +Primary goal: optimize speed and size while keeping quality within an acceptable range (<= 1.0 dB full-context SI-SDR drop vs best baseline). + +## Scope and Constraints +- Recipe directory: `egs/librimix/ConvTasNet` +- Task: `sep_clean` +- Data mode: `online_mix` (`min_speakers=1`, `max_speakers=3`, weights `0.20,0.30,0.50`) +- Sample rate: `8 kHz` +- GPUs available: 4 (run one training per GPU in parallel) +- W&B project: `convtasnet-three-src-ablation` + +## Validation Modes (required for each run) +1. Full context (full utterance): +- `eval.py` with full-context evaluation output under `eval_fullclip_feb17/` + +2. Streaming context: +- `window=1000 ms`, `hop=50 ms` +- `validate.py` visuals + `compare_models_nsrc3.py` quantitative streaming metrics + +## Two-Stage Ablation Protocol +### Stage 1 (screening) +- Train all candidates to 40 epochs. +- Run both validation modes. + +### Stage 2 (promotion) +- Promote top 3 candidates with: + - full-context SI-SDR drop <= 1.0 dB vs best stage-1 run + - then rank by streaming average latency + - then rank by model size +- Continue promoted candidates to 200 epochs. +- Re-run both validation modes. + +## Candidate Set +Defined in: +- `local/ablation_manifest_feb17.json` + +Default IDs: +- `A00_ref_1srf` +- `A01_width_m` +- `A02_width_s` +- `A03_depth_m` +- `A04_depth_s` +- `A05_repeat_cut` +- `A06_small_balanced` +- `A07_tiny_probe` + +## How to Run +From `ConvTasNet/`: + +```bash +nohup env GPU_SLOTS='0;1;2;3' MAX_PARALLEL=4 INFER_CUDA_DEVICES='3' WANDB_PROJECT='convtasnet-three-src-ablation' bash run_ablation_feb17_three_src.sh > logs/nohup_ablation_feb17_three_src.out 2>&1 < /dev/null & +``` + +Watch logs: + +```bash +tail -f logs/nohup_ablation_feb17_three_src.out +``` + +## Outputs +Primary run root: +- `exp/ablation_feb17_three_src_/` + +Per-model outputs: +- `//best_model.pth` +- `//eval_fullclip_feb17/final_metrics.json` +- `//validation_rt1s_hop50ms/` +- `//reports/compare_models_nsrc3.json` + +Study-level outputs: +- `/reports/ablation_feb17_summary.json` +- `/reports/ablation_feb17_summary.md` + +## Blank Metrics Table + +| Run ID | Stage | Epochs | n_blocks | n_repeats | n_filters | bn_chan | skip_chan | hid_chan | RF (ms, est) | Params (M) | Model Size (MB) | Full SI-SDR (dB) | Full SI-SDR Δ vs Ref (dB) | 1spk SI-SDR (dB) | 2spk SI-SDR (dB) | 3spk SI-SDR (dB) | Streaming Avg Latency (ms) @1000/50 | Streaming P95 Latency (ms) | RTF @1000/50 | Mean Pred Active | Active Count MAE | Notes | +|---|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---| +| A00_ref_1srf | S1 | 40 | 8 | 2 | 512 | 128 | 128 | 512 | 1021 | 3.5 | 13.45 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | best train val_loss=15.436 | +| A01_width_m | S1 | 40 | 8 | 2 | 384 | 96 | 96 | 384 | 1021 | 2.0 | 7.67 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | best train val_loss=15.597 | +| A02_width_s | S1 | 40 | 8 | 2 | 256 | 64 | 64 | 256 | 1021 | 0.9 | 3.52 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | best train val_loss=15.190 | +| A03_depth_m | S1 | 40 | 7 | 2 | 384 | 96 | 96 | 384 | 509 | 1.8 | 6.79 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | best train val_loss=15.618 | +| A04_depth_s | S1 | 40 | 6 | 2 | 384 | 96 | 96 | 384 | 253 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | config defined, training not completed in latest run root | +| A05_repeat_cut | S1 | 40 | 8 | 1 | 384 | 96 | 96 | 384 | 509 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | config defined, training not completed in latest run root | +| A06_small_balanced | S1 | 40 | 7 | 1 | 256 | 64 | 64 | 256 | 253 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | config defined, training not completed in latest run root | +| A07_tiny_probe | S1 | 40 | 6 | 1 | 256 | 64 | 64 | 256 | 125 | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | pending | config defined, training not completed in latest run root | +| P1_* | S2 | 200 | | | | | | | | | | | | | | | | | | | | | +| P2_* | S2 | 200 | | | | | | | | | | | | | | | | | | | | | +| P3_* | S2 | 200 | | | | | | | | | | | | | | | | | | | | | + +## Notes +- `Params (M)` and `RF (ms, est)` can be computed post-run from config/checkpoints and appended. +- Use `reports/ablation_feb17_summary.md` as source of truth when filling the table. +- Current populated values come from `exp/ablation_feb17_three_src_20260217_202539` training logs/checkpoints. +- Full-context (`eval_fullclip_feb17`) and streaming compare JSONs were not produced yet for these rows, so those metrics remain `pending`. +- As of now, only `A00_ref_1srf`, `A01_width_m`, `A02_width_s`, and `A03_depth_m` have `best_model.pth` in `exp/ablation_feb17_three_src_20260217_202539`. + +## Latest Snapshot (from available outputs) +- Data source: `exp/ablation_feb17_three_src_20260217_202539/logs/train_*_s1.log` + `best_model.pth` sizes. +- Only stage-1 training metrics are available right now (no full-context or streaming eval metrics were produced in this run root). + +### Stage-1 Ranking (best `val_loss`, lower is better) +| Rank | Run ID | Best val_loss | Model Size (MB) | Epoch 39 Throughput (it/s) | Epoch 39 Wall Time | +|---|---|---:|---:|---:|---:| +| 1 | A02_width_s | 15.190 | 3.51 | 16.27 | 0:05:08 | +| 2 | A00_ref_1srf | 15.436 | 13.45 | 15.77 | 0:05:09 | +| 3 | A01_width_m | 15.597 | 7.67 | 15.92 | 0:05:16 | +| 4 | A03_depth_m | 15.618 | 6.79 | 17.57 | 0:04:37 | + +Interpretation: +- `A02_width_s` is currently the best quality/size point from completed runs. +- `A03_depth_m` is currently the fastest training-time variant from completed runs. +- Because full-clip and streaming eval outputs are missing, promotion to stage-2 should wait until those evals are generated for apples-to-apples comparison. + +## Next Round (Feb 18, Round 3) +- Manifest: `local/ablation_manifest_feb18_round3.json` +- Launcher: `run_ablation_feb18_round3_three_src.sh` +- Focus: around `A02` and `A03` anchors, with smaller/faster sweeps (`C00` to `C09`) to tighten the quality-speed-size frontier. + +## Round-3 Status (Updated Feb 19) +- Primary successful stage-1 root: `exp/ablation_feb17_three_src_20260218_220513` +- Earlier attempt root: `exp/ablation_feb17_three_src_20260218_220323` (aborted early) + +### What finished +- Stage-1 training completed for all `C00..C09` in `exp/ablation_feb17_three_src_20260218_220513`. +- `best_model.pth` exists for all `C00..C09`. + +### What failed +- Full-context validation failed at first model (`C00`) in `exp/ablation_feb17_three_src_20260218_220513`. +- Failure log: `exp/ablation_feb17_three_src_20260218_220513/logs/fullctx_C00_anchor_a02.log` +- Error: `KeyError: 'mixture_path'` in `eval.py`, indicating the provided `--test_dir` points to metadata format incompatible with expected LibriMix CSV columns. +- Because this failed before streaming validation, no `final_metrics.json` or `compare_models_nsrc3.json` was produced for round-3 yet. + +## W&B Guide (What To Look At) +- Project: `convtasnet-three-src-ablation` +- Useful group filters: + - `ablation_feb18_three_src_round3_20260218_220513_s1` (main completed stage-1 run) + - `ablation_feb18_three_src_round3_20260218_220323_s1` (partial/failed attempt) +- Run names follow: `C##_..._s1` +- Recommended panels to compare: + - `val_loss` (primary quality proxy used here) + - epoch runtime / throughput (`it/s`) for training speed + - system/GPU memory usage to identify concurrency headroom + - config values (`n_blocks`, `n_repeats`, `n_filters`, `bn_chan`, `skip_chan`, `hid_chan`) in run config + +## Round-3 Variables (C00..C09) +These were the ablation knobs: +- `n_blocks` (5 to 8) +- `n_repeats` (1 or 2) +- width tuple: `n_filters`, `bn_chan`, `skip_chan`, `hid_chan` +- fixed for this sweep: `n_src=3`, `segment=1.0`, streaming validation target `1000ms/50ms` + +| Run ID | n_blocks | n_repeats | n_filters | bn/skip/hid | +|---|---:|---:|---:|---| +| C00_anchor_a02 | 8 | 2 | 256 | 64/64/256 | +| C01_anchor_a03 | 7 | 2 | 384 | 96/96/384 | +| C02_fast_7x1_256 | 7 | 1 | 256 | 64/64/256 | +| C03_fast_6x1_256 | 6 | 1 | 256 | 64/64/256 | +| C04_fast_6x1_224 | 6 | 1 | 224 | 56/56/224 | +| C05_fast_6x1_192 | 6 | 1 | 192 | 48/48/192 | +| C06_mid_7x2_256 | 7 | 2 | 256 | 64/64/256 | +| C07_mid_8x1_256 | 8 | 1 | 256 | 64/64/256 | +| C08_mid_7x1_224 | 7 | 1 | 224 | 56/56/224 | +| C09_probe_5x1_192 | 5 | 1 | 192 | 48/48/192 | + +## Round-3 Stage-1 Snapshot (Training-Only) +Source: `exp/ablation_feb17_three_src_20260218_220513/logs/train_*_s1.log` + `best_model.pth` sizes. + +| Rank | Run ID | Best val_loss | Trainable Params | Model Size (MB) | Epoch 39 it/s | Epoch 39 wall | +|---|---|---:|---:|---:|---:|---:| +| 1 | C01_anchor_a03 | 14.697 | 1.8 M | 6.79 | 16.30 | 0:20:24 | +| 2 | C00_anchor_a02 | 15.068 | 900 K | 3.51 | 14.21 | 0:23:05 | +| 3 | C07_mid_8x1_256 | 15.486 | 487 K | 1.90 | 29.13 | 0:12:57 | +| 4 | C02_fast_7x1_256 | 15.671 | 436 K | 1.70 | 28.15 | 0:11:47 | +| 5 | C05_fast_6x1_192 | 15.713 | 220 K | 0.88 | 33.88 | 0:10:06 | +| 6 | C04_fast_6x1_224 | 15.794 | 297 K | 1.17 | 32.90 | 0:10:08 | +| 7 | C08_mid_7x1_224 | 15.836 | 336 K | 1.32 | 28.75 | 0:11:28 | +| 8 | C06_mid_7x2_256 | 15.966 | 797 K | 3.11 | 19.44 | 0:20:37 | +| 9 | C09_probe_5x1_192 | 15.974 | 191 K | 0.76 | 38.33 | 0:08:53 | +| 10 | C03_fast_6x1_256 | 16.163 | 384 K | 1.50 | 31.95 | 0:10:11 | + +Interpretation: +- Best quality proxy (stage-1 `val_loss`): `C01_anchor_a03`, then `C00_anchor_a02`. +- Best speed/size extreme: `C09_probe_5x1_192` (fastest and smallest, with quality drop vs anchors). +- Balanced efficiency pick before eval: `C07_mid_8x1_256` (much smaller/faster than anchors with moderate quality drop). diff --git a/egs/librimix/ConvTasNet/data_splits/dev/mixture_dev_mix_clean.csv b/egs/librimix/ConvTasNet/data_splits/dev/mixture_dev_mix_clean.csv new file mode 100644 index 000000000..a60c7bd60 --- /dev/null +++ b/egs/librimix/ConvTasNet/data_splits/dev/mixture_dev_mix_clean.csv @@ -0,0 +1,3001 @@ +mixture_ID,mixture_path,source_1_path,source_2_path,length 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+2911-12359-0018_1723-141149-0013,/home/mkeller/data/librimix/Libri2Mix/wav8k/min/train-100/mix_clean/2911-12359-0018_1723-141149-0013.wav,/home/mkeller/data/librimix/Libri2Mix/wav8k/min/train-100/s1/2911-12359-0018_1723-141149-0013.wav,/home/mkeller/data/librimix/Libri2Mix/wav8k/min/train-100/s2/2911-12359-0018_1723-141149-0013.wav,110560 diff --git a/egs/librimix/ConvTasNet/eval.py b/egs/librimix/ConvTasNet/eval.py index e3da7bcee..c1294ce64 100644 --- a/egs/librimix/ConvTasNet/eval.py +++ b/egs/librimix/ConvTasNet/eval.py @@ -1,5 +1,6 @@ import os import random +import shutil import soundfile as sf import torch import yaml @@ -53,6 +54,61 @@ ) +def _find_preferred_csv(metadata_dir: Path, stem: str): + exact = metadata_dir / f"{stem}.csv" + if exact.is_file(): + return exact + matches = sorted(metadata_dir.glob(f"{stem}*.csv")) + return matches[0] if matches else None + + +def resolve_eval_csv_dir(test_dir: str, task: str, exp_dir: str): + """Resolve metadata root to a deterministic csv_dir for LibriMix. + + LibriMix chooses files with os.listdir() substring matching (e.g., "clean"), + which can accidentally select metrics_* files. This function creates a local + directory with only the intended mixture csv (and clean csv for enh_both). + """ + md = Path(test_dir) + if not md.is_dir(): + return test_dir + + # If this already looks like a canonical csv_dir, leave it untouched. + has_mixture_csv = any(md.glob("mixture_*.csv")) + if not has_mixture_csv: + return test_dir + + task_to_stem = { + "sep_clean": "mixture_test_mix_clean", + "sep_noisy": "mixture_test_mix_both", + "enh_single": "mixture_test_mix_single", + "enh_both": "mixture_test_mix_both", + } + preferred_stem = task_to_stem.get(task) + if preferred_stem is None: + return test_dir + + chosen = _find_preferred_csv(md, preferred_stem) + if chosen is None: + # Fall back to original directory behavior if test split is unavailable. + return test_dir + + resolved_dir = Path(exp_dir) / "_resolved_eval_csv" / task + if resolved_dir.exists(): + shutil.rmtree(resolved_dir) + resolved_dir.mkdir(parents=True, exist_ok=True) + shutil.copy2(chosen, resolved_dir / chosen.name) + + # enh_both also needs a clean csv in same directory. + if task == "enh_both": + clean_csv = _find_preferred_csv(md, "mixture_test_mix_clean") + if clean_csv is not None: + shutil.copy2(clean_csv, resolved_dir / clean_csv.name) + + print(f"[eval] resolved csv_dir: {resolved_dir} (from {test_dir})") + return str(resolved_dir) + + def update_compute_metrics(compute_wer, metric_list): if not compute_wer: return metric_list @@ -69,25 +125,25 @@ def update_compute_metrics(compute_wer, metric_list): def main(conf): compute_metrics = update_compute_metrics(conf["compute_wer"], COMPUTE_METRICS) - anno_df = pd.read_csv(Path(conf["test_dir"]).parent.parent.parent / "test_annotations.csv") - wer_tracker = ( - MockWERTracker() - if not conf["compute_wer"] - else WERTracker(ASR_MODEL_PATH, anno_df, use_gpu=conf["use_gpu"]) - ) + if conf["compute_wer"]: + anno_df = pd.read_csv(Path(conf["test_dir"]).parent.parent.parent / "test_annotations.csv") + wer_tracker = WERTracker(ASR_MODEL_PATH, anno_df, use_gpu=conf["use_gpu"]) + else: + wer_tracker = MockWERTracker() model_path = os.path.join(conf["exp_dir"], "best_model.pth") model = ConvTasNet.from_pretrained(model_path) # Handle device placement if conf["use_gpu"]: model.cuda() model_device = next(model.parameters()).device + csv_dir = resolve_eval_csv_dir(conf["test_dir"], conf["task"], conf["exp_dir"]) test_set = LibriMix( - csv_dir=conf["test_dir"], + csv_dir=csv_dir, task=conf["task"], sample_rate=conf["sample_rate"], n_src=conf["train_conf"]["data"]["n_src"], segment=None, - return_id=True, + return_id=bool(conf["compute_wer"]), ) # Uses all segment length # Used to reorder sources only loss_func = PITLossWrapper(pairwise_neg_sisdr, pit_from="pw_mtx") @@ -102,7 +158,11 @@ def main(conf): torch.no_grad().__enter__() for idx in tqdm(range(len(test_set))): # Forward the network on the mixture. - mix, sources, ids = test_set[idx] + if conf["compute_wer"]: + mix, sources, ids = test_set[idx] + else: + mix, sources = test_set[idx] + ids = None mix, sources = tensors_to_device([mix, sources], device=model_device) est_sources = model(mix.unsqueeze(0)) loss, reordered_sources = loss_func(est_sources, sources[None], return_est=True) diff --git a/egs/librimix/ConvTasNet/local/ablation_manifest_feb17.json b/egs/librimix/ConvTasNet/local/ablation_manifest_feb17.json new file mode 100644 index 000000000..95201609e --- /dev/null +++ b/egs/librimix/ConvTasNet/local/ablation_manifest_feb17.json @@ -0,0 +1,136 @@ +{ + "study_name": "ablation_feb17_three_src", + "project": "convtasnet-three-src-ablation", + "defaults": { + "sample_rate": 8000, + "segment": 1.0, + "n_src": 3, + "dataset_type": "online_mix", + "task": "sep_clean", + "min_speakers": 1, + "max_speakers": 3, + "speaker_count_weights": "0.20,0.30,0.50", + "num_examples": 20000, + "val_num_examples": 2000, + "batch_size": 4, + "num_workers": 4, + "epochs_stage1": 40, + "epochs_stage2": 200, + "window_ms": 1000, + "hop_ms": 50 + }, + "candidates": [ + { + "id": "A00_ref_1srf", + "description": "Reference 1s-RF-ish stack", + "masknet": { + "n_blocks": 8, + "n_repeats": 2, + "bn_chan": 128, + "skip_chan": 128, + "hid_chan": 512 + }, + "filterbank": { + "n_filters": 512 + } + }, + { + "id": "A01_width_m", + "description": "Width reduced medium", + "masknet": { + "n_blocks": 8, + "n_repeats": 2, + "bn_chan": 96, + "skip_chan": 96, + "hid_chan": 384 + }, + "filterbank": { + "n_filters": 384 + } + }, + { + "id": "A02_width_s", + "description": "Width reduced small", + "masknet": { + "n_blocks": 8, + "n_repeats": 2, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "A03_depth_m", + "description": "Depth reduced medium", + "masknet": { + "n_blocks": 7, + "n_repeats": 2, + "bn_chan": 96, + "skip_chan": 96, + "hid_chan": 384 + }, + "filterbank": { + "n_filters": 384 + } + }, + { + "id": "A04_depth_s", + "description": "Depth reduced small", + "masknet": { + "n_blocks": 6, + "n_repeats": 2, + "bn_chan": 96, + "skip_chan": 96, + "hid_chan": 384 + }, + "filterbank": { + "n_filters": 384 + } + }, + { + "id": "A05_repeat_cut", + "description": "Repeat count reduced", + "masknet": { + "n_blocks": 8, + "n_repeats": 1, + "bn_chan": 96, + "skip_chan": 96, + "hid_chan": 384 + }, + "filterbank": { + "n_filters": 384 + } + }, + { + "id": "A06_small_balanced", + "description": "Balanced small model", + "masknet": { + "n_blocks": 7, + "n_repeats": 1, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "A07_tiny_probe", + "description": "Tiny probe model", + "masknet": { + "n_blocks": 6, + "n_repeats": 1, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + } + ] +} diff --git a/egs/librimix/ConvTasNet/local/ablation_manifest_feb17_round2.json b/egs/librimix/ConvTasNet/local/ablation_manifest_feb17_round2.json new file mode 100644 index 000000000..777d0761e --- /dev/null +++ b/egs/librimix/ConvTasNet/local/ablation_manifest_feb17_round2.json @@ -0,0 +1,136 @@ +{ + "study_name": "ablation_feb17_three_src_round2", + "project": "convtasnet-three-src-ablation", + "defaults": { + "sample_rate": 8000, + "segment": 1.0, + "n_src": 3, + "dataset_type": "online_mix", + "task": "sep_clean", + "min_speakers": 1, + "max_speakers": 3, + "speaker_count_weights": "0.20,0.30,0.50", + "num_examples": 20000, + "val_num_examples": 2000, + "batch_size": 4, + "num_workers": 4, + "epochs_stage1": 40, + "epochs_stage2": 200, + "window_ms": 1000, + "hop_ms": 50 + }, + "candidates": [ + { + "id": "B00_anchor_a02", + "description": "Anchor from stage-1 winner candidate A02", + "masknet": { + "n_blocks": 8, + "n_repeats": 2, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "B01_depth6_rep2_256", + "description": "Shorter RF, same width", + "masknet": { + "n_blocks": 6, + "n_repeats": 2, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "B02_rep1_256", + "description": "Cut repeats, keep depth", + "masknet": { + "n_blocks": 8, + "n_repeats": 1, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "B03_depth7_rep1_256", + "description": "Balanced fast-mid variant", + "masknet": { + "n_blocks": 7, + "n_repeats": 1, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "B04_tiny_6x1_256", + "description": "Tiny with same channel width", + "masknet": { + "n_blocks": 6, + "n_repeats": 1, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "B05_tiny_6x1_192", + "description": "Tiny with reduced channels", + "masknet": { + "n_blocks": 6, + "n_repeats": 1, + "bn_chan": 48, + "skip_chan": 48, + "hid_chan": 192 + }, + "filterbank": { + "n_filters": 192 + } + }, + { + "id": "B06_mid_7x2_256", + "description": "Depth-middle, full repeats", + "masknet": { + "n_blocks": 7, + "n_repeats": 2, + "bn_chan": 64, + "skip_chan": 64, + "hid_chan": 256 + }, + "filterbank": { + "n_filters": 256 + } + }, + { + "id": "B07_fast_5x1_192", + "description": "Aggressive fast+small probe", + "masknet": { + "n_blocks": 5, + "n_repeats": 1, + "bn_chan": 48, + "skip_chan": 48, + "hid_chan": 192 + }, + "filterbank": { + "n_filters": 192 + } + } + ] +} diff --git a/egs/librimix/ConvTasNet/local/ablation_manifest_feb18_round3.json b/egs/librimix/ConvTasNet/local/ablation_manifest_feb18_round3.json new file mode 100644 index 000000000..7abf30766 --- /dev/null +++ b/egs/librimix/ConvTasNet/local/ablation_manifest_feb18_round3.json @@ -0,0 +1,84 @@ +{ + "study_name": "ablation_feb18_three_src_round3", + "project": "convtasnet-three-src-ablation", + "defaults": { + "sample_rate": 8000, + "segment": 1.0, + "n_src": 3, + "dataset_type": "online_mix", + "task": "sep_clean", + "min_speakers": 1, + "max_speakers": 3, + "speaker_count_weights": "0.20,0.30,0.50", + "num_examples": 20000, + "val_num_examples": 2000, + "batch_size": 4, + "num_workers": 4, + "epochs_stage1": 40, + "epochs_stage2": 200, + "window_ms": 1000, + "hop_ms": 50 + }, + "candidates": [ + { + "id": "C00_anchor_a02", + "description": "Anchor: best quality-size from Feb17", + "masknet": {"n_blocks": 8, "n_repeats": 2, "bn_chan": 64, "skip_chan": 64, "hid_chan": 256}, + "filterbank": {"n_filters": 256} + }, + { + "id": "C01_anchor_a03", + "description": "Anchor: best throughput from Feb17", + "masknet": {"n_blocks": 7, "n_repeats": 2, "bn_chan": 96, "skip_chan": 96, "hid_chan": 384}, + "filterbank": {"n_filters": 384} + }, + { + "id": "C02_fast_7x1_256", + "description": "Drop repeats to 1 from A02-like width", + "masknet": {"n_blocks": 7, "n_repeats": 1, "bn_chan": 64, "skip_chan": 64, "hid_chan": 256}, + "filterbank": {"n_filters": 256} + }, + { + "id": "C03_fast_6x1_256", + "description": "More aggressive depth cut, same width as A02", + "masknet": {"n_blocks": 6, "n_repeats": 1, "bn_chan": 64, "skip_chan": 64, "hid_chan": 256}, + "filterbank": {"n_filters": 256} + }, + { + "id": "C04_fast_6x1_224", + "description": "Channel sweep down from A02-like tiny", + "masknet": {"n_blocks": 6, "n_repeats": 1, "bn_chan": 56, "skip_chan": 56, "hid_chan": 224}, + "filterbank": {"n_filters": 224} + }, + { + "id": "C05_fast_6x1_192", + "description": "Tiny candidate for max speed/size gains", + "masknet": {"n_blocks": 6, "n_repeats": 1, "bn_chan": 48, "skip_chan": 48, "hid_chan": 192}, + "filterbank": {"n_filters": 192} + }, + { + "id": "C06_mid_7x2_256", + "description": "A02 width with A03-like depth", + "masknet": {"n_blocks": 7, "n_repeats": 2, "bn_chan": 64, "skip_chan": 64, "hid_chan": 256}, + "filterbank": {"n_filters": 256} + }, + { + "id": "C07_mid_8x1_256", + "description": "Keep depth, reduce repeats for RF retention", + "masknet": {"n_blocks": 8, "n_repeats": 1, "bn_chan": 64, "skip_chan": 64, "hid_chan": 256}, + "filterbank": {"n_filters": 256} + }, + { + "id": "C08_mid_7x1_224", + "description": "Balanced smaller mid model", + "masknet": {"n_blocks": 7, "n_repeats": 1, "bn_chan": 56, "skip_chan": 56, "hid_chan": 224}, + "filterbank": {"n_filters": 224} + }, + { + "id": "C09_probe_5x1_192", + "description": "Hard floor probe for quality-speed frontier", + "masknet": {"n_blocks": 5, "n_repeats": 1, "bn_chan": 48, "skip_chan": 48, "hid_chan": 192}, + "filterbank": {"n_filters": 192} + } + ] +} diff --git a/egs/librimix/ConvTasNet/local/collect_ablation_metrics_feb17.py b/egs/librimix/ConvTasNet/local/collect_ablation_metrics_feb17.py new file mode 100755 index 000000000..a73211998 --- /dev/null +++ b/egs/librimix/ConvTasNet/local/collect_ablation_metrics_feb17.py @@ -0,0 +1,168 @@ +#!/usr/bin/env python +"""Collect and summarize ConvTasNet Feb 17 ablation metrics.""" + +import argparse +import json +from pathlib import Path + + +def _read_json(path): + p = Path(path) + if not p.is_file(): + return None + try: + return json.loads(p.read_text()) + except Exception: + return None + + +def _fmt(x, nd=3): + if x is None: + return "n/a" + if isinstance(x, (int, float)): + return f"{x:.{nd}f}" + return str(x) + + +def _get_full_metrics(exp_dir, eval_tag): + full = _read_json(Path(exp_dir) / eval_tag / "final_metrics.json") + if not full: + return {} + return { + "full_si_sdr_db": full.get("si_sdr"), + "full_si_sdr_imp_db": full.get("si_sdr_imp"), + "full_stoi": full.get("stoi"), + "full_sdr_db": full.get("sdr"), + } + + +def _get_stream_metrics(compare_json_path, model_key): + payload = _read_json(compare_json_path) + if not payload: + return {} + m = payload.get("models", {}).get(model_key, {}) + streaming = m.get("streaming", {}) + per_active = m.get("per_active", {}) + + out = { + "stream_avg_latency_ms": streaming.get("avg_step_latency_ms"), + "stream_p95_latency_ms": streaming.get("p95_step_latency_ms"), + "stream_rtf": streaming.get("rtf"), + "stream_mean_corr": streaming.get("mean_full_vs_stream_corr"), + "stream_mean_max_abs_diff": streaming.get("mean_full_vs_stream_max_abs_diff"), + } + + for k in ("1spk", "2spk", "3spk"): + row = per_active.get(k, {}) + out[f"{k}_si_sdr_db"] = row.get("mean_si_sdr_db") + out[f"{k}_active_count_mae"] = row.get("active_count_mae") + out[f"{k}_mean_pred_active"] = row.get("mean_predicted_active_channels") + out[f"{k}_p_exact_active_count"] = row.get("p_exact_active_count") + return out + + +def _infer_cfg(conf_path): + if not Path(conf_path).is_file(): + return {} + try: + import yaml + + conf = yaml.safe_load(Path(conf_path).read_text()) + except Exception: + return {} + + m = conf.get("masknet", {}) + f = conf.get("filterbank", {}) + return { + "n_blocks": m.get("n_blocks"), + "n_repeats": m.get("n_repeats"), + "bn_chan": m.get("bn_chan"), + "skip_chan": m.get("skip_chan"), + "hid_chan": m.get("hid_chan"), + "n_filters": f.get("n_filters"), + } + + +def collect(run_root, eval_tag, compare_json_name): + run_root = Path(run_root) + out = {"run_root": str(run_root), "models": {}} + + # Collect any model directory that contains a config, regardless of ID prefix. + for exp_dir in sorted([p for p in run_root.iterdir() if p.is_dir() and (p / "conf.yml").is_file()]): + if not exp_dir.is_dir(): + continue + model_id = exp_dir.name + best_model = exp_dir / "best_model.pth" + model_size_mb = best_model.stat().st_size / (1024 * 1024) if best_model.exists() else None + + full = _get_full_metrics(exp_dir, eval_tag) + compare_path = exp_dir / "reports" / compare_json_name + stream = _get_stream_metrics(compare_path, model_id) + cfg = _infer_cfg(exp_dir / "conf.yml") + + out["models"][model_id] = { + "model_size_mb": model_size_mb, + **cfg, + **full, + **stream, + } + + return out + + +def write_summary_md(payload, out_md): + lines = [] + lines.append("# Ablation Feb 17 Summary") + lines.append("") + lines.append(f"- run_root: `{payload.get('run_root')}`") + lines.append("") + lines.append("| Run ID | SI-SDR Full | SI-SDR Imp | 1spk | 2spk | 3spk | Lat(ms) | P95(ms) | RTF | Size(MB) | n_blocks | n_repeats | n_filters | bn | skip | hid |") + lines.append("|---|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|---:|") + + for run_id, row in sorted(payload.get("models", {}).items()): + lines.append( + "| " + + " | ".join( + [ + run_id, + _fmt(row.get("full_si_sdr_db")), + _fmt(row.get("full_si_sdr_imp_db")), + _fmt(row.get("1spk_si_sdr_db")), + _fmt(row.get("2spk_si_sdr_db")), + _fmt(row.get("3spk_si_sdr_db")), + _fmt(row.get("stream_avg_latency_ms")), + _fmt(row.get("stream_p95_latency_ms")), + _fmt(row.get("stream_rtf")), + _fmt(row.get("model_size_mb")), + _fmt(row.get("n_blocks"), nd=0), + _fmt(row.get("n_repeats"), nd=0), + _fmt(row.get("n_filters"), nd=0), + _fmt(row.get("bn_chan"), nd=0), + _fmt(row.get("skip_chan"), nd=0), + _fmt(row.get("hid_chan"), nd=0), + ] + ) + + " |" + ) + + Path(out_md).write_text("\n".join(lines) + "\n") + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--run_root", required=True) + parser.add_argument("--eval_tag", default="eval_fullclip_feb17") + parser.add_argument("--compare_json_name", default="compare_models_nsrc3.json") + parser.add_argument("--out_json", required=True) + parser.add_argument("--out_md", required=True) + args = parser.parse_args() + + payload = collect(args.run_root, args.eval_tag, args.compare_json_name) + Path(args.out_json).write_text(json.dumps(payload, indent=2)) + write_summary_md(payload, args.out_md) + + print(json.dumps({"out_json": args.out_json, "out_md": args.out_md}, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/egs/librimix/ConvTasNet/local/compare_models_nsrc3.py b/egs/librimix/ConvTasNet/local/compare_models_nsrc3.py new file mode 100755 index 000000000..dbf72af61 --- /dev/null +++ b/egs/librimix/ConvTasNet/local/compare_models_nsrc3.py @@ -0,0 +1,243 @@ +#!/usr/bin/env python +"""Compare n_src=3 ConvTasNet checkpoints on 1/2/3-active online mixtures + streaming metrics.""" + +import argparse +import json +from dataclasses import dataclass + +import numpy as np +import torch + +from asteroid.data import OnlineMixDataset +from asteroid.losses import PITLossWrapper, pairwise_neg_sisdr +from asteroid.models.base_models import BaseModel + +from streaming_eval import evaluate_streaming + + +@dataclass +class ModelSpec: + name: str + path: str + n_src: int + + +def parse_model_spec(text): + parts = text.split("::") + if len(parts) != 3: + raise ValueError(f"Invalid --model spec: {text}. Expected name::path::n_src") + name, path, n_src = parts + return ModelSpec(name=name, path=path, n_src=int(n_src)) + + +def sisdr(est, ref, eps=1e-8): + est = est - np.mean(est) + ref = ref - np.mean(ref) + s_target = (np.sum(est * ref) / (np.sum(ref ** 2) + eps)) * ref + e_noise = est - s_target + return float(10 * np.log10((np.sum(s_target ** 2) + eps) / (np.sum(e_noise ** 2) + eps))) + + +def channel_rms_db(x, eps=1e-12): + rms = np.sqrt(np.mean(np.asarray(x) ** 2) + eps) + return float(20 * np.log10(rms + eps)) + + +def summarize(vals): + if not vals: + return {} + arr = np.asarray(vals, dtype=np.float64) + return { + "mean": float(np.mean(arr)), + "median": float(np.median(arr)), + "p95": float(np.percentile(arr, 95)), + "max": float(np.max(arr)), + } + + +def evaluate_fixed_active_count( + model, + device, + n_src, + n_active, + source_dir, + sample_rate, + segment_s, + num_examples, + seed, + active_rms_db, +): + ds = OnlineMixDataset( + source_dir=source_dir, + n_src=n_src, + sample_rate=sample_rate, + segment=segment_s, + min_speakers=n_active, + max_speakers=n_active, + num_examples=num_examples, + seed=seed, + ) + pit = PITLossWrapper(pairwise_neg_sisdr, pit_from="pw_mtx") + + active_sisdr = [] + silent_rms = [] + pred_counts = [] + + with torch.no_grad(): + for i in range(len(ds)): + mix, src = ds[i] + mix = mix.to(device) + src = src.to(device) + est = model(mix.unsqueeze(0)) + _, reordered = pit(est, src.unsqueeze(0), return_est=True) + re_np = reordered.squeeze(0).cpu().numpy() + src_np = src.cpu().numpy() + + for k in range(n_active): + active_sisdr.append(sisdr(re_np[k], src_np[k])) + for k in range(n_active, n_src): + silent_rms.append(channel_rms_db(re_np[k])) + + pred_counts.append(int(sum(channel_rms_db(re_np[k]) > active_rms_db for k in range(n_src)))) + + pred_arr = np.asarray(pred_counts, dtype=np.float64) + out = { + "n_active": int(n_active), + "num_examples": int(len(ds)), + "mean_si_sdr_db": float(np.mean(active_sisdr)) if active_sisdr else None, + "median_si_sdr_db": float(np.median(active_sisdr)) if active_sisdr else None, + "active_count_mae": float(np.mean(np.abs(pred_arr - n_active))) if pred_counts else None, + "p_exact_active_count": float(np.mean(pred_arr == n_active)) if pred_counts else None, + "mean_predicted_active_channels": float(np.mean(pred_arr)) if pred_counts else None, + "active_sisdr_summary": summarize(active_sisdr), + "silent_rms_summary_db": summarize(silent_rms), + } + return out + + +def build_summary(report, ordered_models): + lines = [] + lines.append("# n_src=3 Baseline Comparison") + lines.append("") + lines.append("## Models") + for name in ordered_models: + spec = report["models"][name]["spec"] + lines.append(f"- `{name}`: n_src={spec['n_src']} path=`{spec['path']}`") + lines.append("") + + for name in ordered_models: + m = report["models"][name] + lines.append(f"## {name}") + for k in sorted(m["per_active"].keys()): + p = m["per_active"][k] + lines.append( + "- " + f"{k}: mean_si_sdr={p['mean_si_sdr_db']:.3f} dB, " + f"mean_pred_active={p['mean_predicted_active_channels']:.3f}, " + f"active_count_mae={p['active_count_mae']:.3f}, " + f"p_exact={p['p_exact_active_count']:.3f}, " + f"silent_rms_mean={p['silent_rms_summary_db'].get('mean', float('nan')):.3f} dB" + ) + s = m["streaming"] + lines.append( + "- " + f"streaming ({s['window_ms']:.0f}ms/{s['hop_ms']:.0f}ms): " + f"lat={s['avg_step_latency_ms']:.3f}ms, p95={s['p95_step_latency_ms']:.3f}ms, rtf={s['rtf']:.3f}" + ) + lines.append("") + return "\n".join(lines) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--model", action="append", required=True, help="name::path_or_hub_id::n_src") + parser.add_argument("--source_dir", default="~/data/librimix/LibriSpeech/test-clean") + parser.add_argument("--sample_rate", type=int, default=8000) + parser.add_argument("--segment_s", type=float, default=3.0) + parser.add_argument("--num_examples_per_n", type=int, default=300) + parser.add_argument("--seed", type=int, default=123) + parser.add_argument("--active_rms_db", type=float, default=-40.0) + parser.add_argument("--window_ms", type=float, default=1000.0) + parser.add_argument("--hop_ms", type=float, default=50.0) + parser.add_argument("--stream_num_examples", type=int, default=30) + parser.add_argument("--stream_warmup_steps", type=int, default=10) + parser.add_argument("--stream_timed_steps", type=int, default=50) + parser.add_argument("--out", default="compare_baseline_models_nsrc3.json") + parser.add_argument("--summary_md", default=None) + args = parser.parse_args() + + specs = [parse_model_spec(x) for x in args.model] + device = "cuda" if torch.cuda.is_available() else "cpu" + + report = { + "device": device, + "settings": { + "sample_rate": args.sample_rate, + "segment_s": args.segment_s, + "num_examples_per_n": args.num_examples_per_n, + "active_rms_db": args.active_rms_db, + "window_ms": args.window_ms, + "hop_ms": args.hop_ms, + }, + "models": {}, + } + + for m in specs: + model = BaseModel.from_pretrained(m.path).eval().to(device) + + per_active = {} + for n_active in (1, 2, 3): + if n_active > m.n_src: + continue + per_active[f"{n_active}spk"] = evaluate_fixed_active_count( + model=model, + device=device, + n_src=m.n_src, + n_active=n_active, + source_dir=args.source_dir, + sample_rate=args.sample_rate, + segment_s=args.segment_s, + num_examples=args.num_examples_per_n, + seed=args.seed + n_active, + active_rms_db=args.active_rms_db, + ) + + stream = evaluate_streaming( + model=model, + sample_rate=args.sample_rate, + source_dir=args.source_dir, + n_src=m.n_src, + n_active=min(3, m.n_src), + segment_s=args.segment_s, + num_examples=args.stream_num_examples, + seed=args.seed + 1000, + window_ms=args.window_ms, + hop_ms=args.hop_ms, + warmup_steps=args.stream_warmup_steps, + timed_steps=args.stream_timed_steps, + device=device, + ) + + report["models"][m.name] = { + "spec": {"path": m.path, "n_src": m.n_src}, + "per_active": per_active, + "streaming": stream, + } + + with open(args.out, "w") as f: + json.dump(report, f, indent=2) + + ordered = [m.name for m in specs] + summary = build_summary(report, ordered) + if args.summary_md: + with open(args.summary_md, "w") as f: + f.write(summary + "\n") + + print(json.dumps(report, indent=2)) + print(f"\nSaved report to {args.out}") + if args.summary_md: + print(f"Saved summary to {args.summary_md}") + + +if __name__ == "__main__": + main() diff --git a/egs/librimix/ConvTasNet/local/conf.yml b/egs/librimix/ConvTasNet/local/conf.yml index 05b2a17dc..8d81a396a 100644 --- a/egs/librimix/ConvTasNet/local/conf.yml +++ b/egs/librimix/ConvTasNet/local/conf.yml @@ -11,6 +11,8 @@ masknet: bn_chan: 128 skip_chan: 128 hid_chan: 512 + causal: true + norm_type: cLN # Training config training: epochs: 200 @@ -18,6 +20,13 @@ training: num_workers: 4 half_lr: yes early_stop: yes + use_wandb: true + wandb_project: convtasnet-vanilla + wandb_entity: null + wandb_group: null + wandb_run_name: null + wandb_tags: [] + wandb_job_type: train # Optim config optim: optimizer: adam @@ -26,8 +35,20 @@ optim: # Data config data: task: sep_clean - train_dir: data/wav8k/min/train-100 - valid_dir: data/wav8k/min/dev + # train_dir: /home/mkeller/data/librimix/Libri2Mix/wav8k/min/train-100 + # valid_dir: /home/mkeller/data/librimix/Libri2Mix/wav8k/min/dev + train_dir: data_splits/train #train-360 + valid_dir: data_splits/dev #dev + dataset_type: librimix # librimix | online_mix + source_dir: ~/data/librimix/LibriSpeech/train-clean-360 + valid_source_dir: ~/data/librimix/LibriSpeech/dev-clean sample_rate: 8000 n_src: 2 - segment: 3 + segment: 1.0 + min_speakers: 1 + max_speakers: 2 + speaker_count_weights: null + train_seed: null + val_seed: 42 + num_examples: 20000 + val_num_examples: 2000 diff --git a/egs/librimix/ConvTasNet/local/streaming_eval.py b/egs/librimix/ConvTasNet/local/streaming_eval.py new file mode 100755 index 000000000..33eafb209 --- /dev/null +++ b/egs/librimix/ConvTasNet/local/streaming_eval.py @@ -0,0 +1,175 @@ +#!/usr/bin/env python +"""Streaming-focused latency and consistency evaluation for ConvTasNet-like models.""" + +import argparse +import json +import time + +import numpy as np +import torch + +from asteroid.data import OnlineMixDataset +from asteroid.models.base_models import BaseModel + + +def evaluate_streaming( + model, + sample_rate=8000, + source_dir="~/data/librimix/LibriSpeech/test-clean", + n_src=3, + n_active=3, + segment_s=3.0, + num_examples=30, + seed=123, + window_ms=1000.0, + hop_ms=50.0, + warmup_steps=10, + timed_steps=50, + device="cpu", +): + ds = OnlineMixDataset( + source_dir=source_dir, + n_src=n_src, + sample_rate=sample_rate, + segment=segment_s, + min_speakers=n_active, + max_speakers=n_active, + num_examples=num_examples, + seed=seed, + ) + + window_samples = int(window_ms * sample_rate / 1000.0) + hop_samples = int(hop_ms * sample_rate / 1000.0) + if window_samples <= 0 or hop_samples <= 0: + raise ValueError("window_ms and hop_ms must resolve to positive sample counts") + + latencies_ms = [] + max_abs_diffs = [] + corr_vals = [] + + with torch.no_grad(): + for i in range(len(ds)): + mixture, _ = ds[i] + mix = mixture.to(device) + total = int(mix.shape[0]) + if total < window_samples: + continue + + full = model(mix.unsqueeze(0)).cpu().squeeze(0).numpy() + + stream_out = np.zeros((n_src, total), dtype=np.float32) + stream_weight = np.zeros(total, dtype=np.float32) + + starts = list(range(0, total - window_samples + 1, hop_samples)) + if not starts: + continue + + # Warmup on one representative window. + warm = mix[:window_samples].unsqueeze(0) + for _ in range(max(0, warmup_steps)): + _ = model(warm) + if device.startswith("cuda"): + torch.cuda.synchronize() + + step_count = 0 + for s in starts: + window = mix[s : s + window_samples].unsqueeze(0) + + if step_count < timed_steps: + if device.startswith("cuda"): + torch.cuda.synchronize() + t0 = time.perf_counter() + est = model(window) + if device.startswith("cuda"): + torch.cuda.synchronize() + t1 = time.perf_counter() + latencies_ms.append((t1 - t0) * 1000.0) + else: + est = model(window) + + est_np = est.cpu().squeeze(0).numpy() + stream_out[:, s : s + window_samples] += est_np + stream_weight[s : s + window_samples] += 1.0 + step_count += 1 + + valid = stream_weight > 0 + if not np.any(valid): + continue + stream_out[:, valid] /= stream_weight[valid][None, :] + + t_len = min(stream_out.shape[1], full.shape[1]) + d = np.max(np.abs(stream_out[:, :t_len] - full[:, :t_len])) + max_abs_diffs.append(float(d)) + + for ch in range(n_src): + a = stream_out[ch, :t_len] + b = full[ch, :t_len] + if np.std(a) > 1e-8 and np.std(b) > 1e-8: + corr_vals.append(float(np.corrcoef(a, b)[0, 1])) + + if not latencies_ms: + raise RuntimeError("No timed streaming steps were collected.") + + avg_latency_ms = float(np.mean(latencies_ms)) + std_latency_ms = float(np.std(latencies_ms)) + p95_latency_ms = float(np.percentile(latencies_ms, 95)) + + return { + "window_ms": float(window_ms), + "hop_ms": float(hop_ms), + "window_samples": int(window_samples), + "hop_samples": int(hop_samples), + "avg_step_latency_ms": avg_latency_ms, + "std_step_latency_ms": std_latency_ms, + "p95_step_latency_ms": p95_latency_ms, + "rtf": float(avg_latency_ms / float(hop_ms)), + "mean_full_vs_stream_corr": float(np.mean(corr_vals)) if corr_vals else None, + "mean_full_vs_stream_max_abs_diff": float(np.mean(max_abs_diffs)) if max_abs_diffs else None, + } + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--model", required=True, help="Path or hub id for BaseModel.from_pretrained") + parser.add_argument("--n_src", type=int, default=3) + parser.add_argument("--n_active", type=int, default=3) + parser.add_argument("--sample_rate", type=int, default=8000) + parser.add_argument("--source_dir", default="~/data/librimix/LibriSpeech/test-clean") + parser.add_argument("--segment_s", type=float, default=3.0) + parser.add_argument("--num_examples", type=int, default=30) + parser.add_argument("--seed", type=int, default=123) + parser.add_argument("--window_ms", type=float, default=1000.0) + parser.add_argument("--hop_ms", type=float, default=50.0) + parser.add_argument("--warmup_steps", type=int, default=10) + parser.add_argument("--timed_steps", type=int, default=50) + parser.add_argument("--out", default=None) + args = parser.parse_args() + + device = "cuda" if torch.cuda.is_available() else "cpu" + model = BaseModel.from_pretrained(args.model).eval().to(device) + + out = evaluate_streaming( + model=model, + sample_rate=args.sample_rate, + source_dir=args.source_dir, + n_src=args.n_src, + n_active=args.n_active, + segment_s=args.segment_s, + num_examples=args.num_examples, + seed=args.seed, + window_ms=args.window_ms, + hop_ms=args.hop_ms, + warmup_steps=args.warmup_steps, + timed_steps=args.timed_steps, + device=device, + ) + + payload = {"device": device, "model": args.model, "metrics": out} + if args.out: + with open(args.out, "w") as f: + json.dump(payload, f, indent=2) + print(json.dumps(payload, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/egs/librimix/ConvTasNet/run_ablation_feb17_three_src.sh b/egs/librimix/ConvTasNet/run_ablation_feb17_three_src.sh new file mode 100755 index 000000000..f1e4ea934 --- /dev/null +++ b/egs/librimix/ConvTasNet/run_ablation_feb17_three_src.sh @@ -0,0 +1,357 @@ +#!/usr/bin/env bash + +set -euo pipefail + +PYTHON_BIN="${PYTHON_BIN:-python}" +USE_WANDB="${USE_WANDB:-true}" +WANDB_PROJECT="${WANDB_PROJECT:-convtasnet-three-src-ablation}" +WANDB_ENTITY="${WANDB_ENTITY:-}" +WANDB_GROUP="${WANDB_GROUP:-ablation_feb17_three_src}" +WANDB_TAGS="${WANDB_TAGS:-ablation,feb17,convtasnet,3src,rt,1000ms,50ms}" +DATE_TAG="$(date +%Y%m%d_%H%M%S)" + +GPU_SLOTS="${GPU_SLOTS:-0;1;2;3}" +INFER_CUDA_DEVICES="${INFER_CUDA_DEVICES:-3}" +MAX_PARALLEL="${MAX_PARALLEL:-4}" +TRAIN_FAIL_POLICY="${TRAIN_FAIL_POLICY:-continue}" # continue|abort + +# Common training +EPOCHS_STAGE1="${EPOCHS_STAGE1:-40}" +EPOCHS_STAGE2="${EPOCHS_STAGE2:-200}" +BATCH_SIZE="${BATCH_SIZE:-4}" +NUM_WORKERS="${NUM_WORKERS:-4}" +SAMPLE_RATE="${SAMPLE_RATE:-8000}" +SEGMENT="${SEGMENT:-1.0}" +NUM_EXAMPLES="${NUM_EXAMPLES:-20000}" +VAL_NUM_EXAMPLES="${VAL_NUM_EXAMPLES:-2000}" + +SRC_TRAIN="${SRC_TRAIN:-/home/mkeller/data/librimix/LibriSpeech/train-clean-360}" +SRC_DEV="${SRC_DEV:-/home/mkeller/data/librimix/LibriSpeech/dev-clean}" +SRC_TEST="${SRC_TEST:-/home/mkeller/data/librimix/LibriSpeech/test-clean}" +FULL_TEST_DIR="${FULL_TEST_DIR:-/home/mkeller/data/librimix/Libri3Mix/wav8k/min/metadata}" + +WINDOW_MS="${WINDOW_MS:-1000}" +HOP_MS="${HOP_MS:-50}" +ACTIVE_RMS_DB="${ACTIVE_RMS_DB:--40.0}" + +PROMOTE_TOPK="${PROMOTE_TOPK:-3}" +MANIFEST="${MANIFEST:-local/ablation_manifest_feb17.json}" + +RUN_ROOT="exp/ablation_feb17_three_src_${DATE_TAG}" +LOG_ROOT="${RUN_ROOT}/logs" +REPORT_ROOT="${RUN_ROOT}/reports" +mkdir -p "${LOG_ROOT}" "${REPORT_ROOT}" +MASTER_LOG="${LOG_ROOT}/master.log" + +log() { + echo "$*" | tee -a "${MASTER_LOG}" +} + +run_cmd() { + local name="$1" + shift + log "" + log "===== ${name} =====" + log "CMD: $*" + "$@" 2>&1 | tee "${LOG_ROOT}/${name}.log" +} + +ensure_wandb() { + if [[ "${USE_WANDB}" != "true" ]]; then + return 0 + fi + if ! command -v wandb >/dev/null 2>&1; then + log "W&B enabled but 'wandb' CLI not found. Install with: pip install wandb" + exit 1 + fi + if ! "${PYTHON_BIN}" - <<'PY' >/dev/null 2>&1 +import wandb +wandb.Api().viewer.username +PY + then + log "W&B enabled but authentication check failed. Run: wandb login" + exit 1 + fi +} + +read_manifest_ids() { + "${PYTHON_BIN}" - <<'PY' "${MANIFEST}" +import json, sys +p=sys.argv[1] +d=json.load(open(p)) +for c in d.get("candidates", []): + print(c["id"]) +PY +} + +load_cfg_args() { + local run_id="$1" + "${PYTHON_BIN}" - <<'PY' "${MANIFEST}" "${run_id}" +import json, sys +mf, rid = sys.argv[1], sys.argv[2] +d = json.load(open(mf)) +cand = None +for c in d.get("candidates", []): + if c["id"] == rid: + cand = c + break +if cand is None: + raise SystemExit(f"run id not in manifest: {rid}") +mask = cand.get("masknet", {}) +fb = cand.get("filterbank", {}) +args = [] +for k in ["n_blocks", "n_repeats", "bn_chan", "skip_chan", "hid_chan"]: + if k in mask: + args += [f"--{k}", str(mask[k])] +for k in ["n_filters"]: + if k in fb: + args += [f"--{k}", str(fb[k])] +print("\n".join(args)) +PY +} + +wait_for_jobs() { + local running="$1" + while (( running > 0 )); do + if wait -n; then + running=$((running - 1)) + else + running=$((running - 1)) + if [[ "${TRAIN_FAIL_POLICY}" == "abort" ]]; then + log "At least one background job failed. Aborting (TRAIN_FAIL_POLICY=abort)." + exit 1 + fi + log "A background job failed. Continuing (TRAIN_FAIL_POLICY=continue)." + fi + done +} + +launch_train() { + local run_id="$1" + local stage="$2" + local epochs="$3" + local slot_devices="$4" + + local exp_dir="${RUN_ROOT}/${run_id}" + mkdir -p "${exp_dir}" + + mapfile -t cfg_args < <(load_cfg_args "${run_id}") + + local -a wandb_args=( + --use_wandb "${USE_WANDB}" + --wandb_project "${WANDB_PROJECT}" + --wandb_group "${WANDB_GROUP}_${DATE_TAG}_${stage}" + --wandb_run_name "${run_id}_${stage}" + --wandb_tags "${WANDB_TAGS},${run_id},${stage}" + --wandb_job_type train + ) + if [[ -n "${WANDB_ENTITY}" ]]; then + wandb_args+=(--wandb_entity "${WANDB_ENTITY}") + fi + + local -a cmd=( + env CUDA_VISIBLE_DEVICES="${slot_devices}" "${PYTHON_BIN}" train.py + --exp_dir "${exp_dir}" + --dataset_type online_mix + --source_dir "${SRC_TRAIN}" + --valid_source_dir "${SRC_DEV}" + --task sep_clean + --sample_rate "${SAMPLE_RATE}" + --segment "${SEGMENT}" + --n_src 3 + --min_speakers 1 + --max_speakers 3 + --speaker_count_weights 0.20,0.30,0.50 + --num_examples "${NUM_EXAMPLES}" + --val_num_examples "${VAL_NUM_EXAMPLES}" + --epochs "${epochs}" + --batch_size "${BATCH_SIZE}" + --num_workers "${NUM_WORKERS}" + "${cfg_args[@]}" + "${wandb_args[@]}" + ) + + log "" + log "===== train_${run_id}_${stage} =====" + log "CUDA_VISIBLE_DEVICES=${slot_devices}" + log "CMD: ${cmd[*]}" + + "${cmd[@]}" >"${LOG_ROOT}/train_${run_id}_${stage}.log" 2>&1 & +} + +run_validations_for_model() { + local run_id="$1" + local exp_dir="${RUN_ROOT}/${run_id}" + + if [[ ! -f "${exp_dir}/best_model.pth" ]]; then + log "[skip] missing best_model.pth for ${run_id}" + return + fi + + run_cmd "fullctx_${run_id}" env CUDA_VISIBLE_DEVICES="${INFER_CUDA_DEVICES}" \ + "${PYTHON_BIN}" eval.py \ + --exp_dir "${exp_dir}" \ + --test_dir "${FULL_TEST_DIR}" \ + --task sep_clean \ + --use_gpu 1 \ + --compute_wer 0 \ + --n_save_ex 10 \ + --out_dir eval_fullclip_feb17 + + run_cmd "streamviz_${run_id}" env CUDA_VISIBLE_DEVICES="${INFER_CUDA_DEVICES}" \ + "${PYTHON_BIN}" validate.py \ + --exp_dir "${exp_dir}" \ + --source_dir "${SRC_TEST}" \ + --speaker_range 1,2,3 \ + --stream_window_ms "${WINDOW_MS}" \ + --stream_hop_ms "${HOP_MS}" \ + --active_rms_db "${ACTIVE_RMS_DB}" \ + --out_dir "${exp_dir}/validation_rt1s_hop50ms" + + run_cmd "compare_${run_id}" env CUDA_VISIBLE_DEVICES="${INFER_CUDA_DEVICES}" \ + "${PYTHON_BIN}" local/compare_models_nsrc3.py \ + --model "${run_id}::${exp_dir}/best_model.pth::3" \ + --source_dir "${SRC_TEST}" \ + --sample_rate "${SAMPLE_RATE}" \ + --num_examples_per_n 300 \ + --window_ms "${WINDOW_MS}" \ + --hop_ms "${HOP_MS}" \ + --out "${exp_dir}/reports/compare_models_nsrc3.json" \ + --summary_md "${exp_dir}/reports/compare_models_nsrc3.md" +} + +select_promotions() { + local stage1_ids=("$@") + local tmp_json="${REPORT_ROOT}/stage1_collect.json" + local tmp_md="${REPORT_ROOT}/stage1_collect.md" + run_cmd "collect_stage1" "${PYTHON_BIN}" local/collect_ablation_metrics_feb17.py \ + --run_root "${RUN_ROOT}" \ + --eval_tag eval_fullclip_feb17 \ + --compare_json_name compare_models_nsrc3.json \ + --out_json "${tmp_json}" \ + --out_md "${tmp_md}" + + "${PYTHON_BIN}" - <<'PY' "${tmp_json}" "${PROMOTE_TOPK}" "${REPORT_ROOT}/promoted_ids.txt" +import json, sys +payload=json.load(open(sys.argv[1])) +topk=int(sys.argv[2]) +outf=sys.argv[3] +models=payload.get("models", {}) +if not models: + open(outf, "w").close() + raise SystemExit(0) +best_full=max((v.get("full_si_sdr_db") for v in models.values() if v.get("full_si_sdr_db") is not None), default=None) +rows=[] +for rid, m in models.items(): + fs=m.get("full_si_sdr_db") + lat=m.get("stream_avg_latency_ms") + size=m.get("model_size_mb") + if fs is None or lat is None or size is None: + continue + drop=(best_full-fs) if best_full is not None else 0.0 + if drop <= 1.0: + rows.append((lat, size, -fs, rid)) +rows.sort() +p=[r[-1] for r in rows[:topk]] +with open(outf, "w") as f: + for x in p: + f.write(x+"\n") +print("promoted:", p) +PY +} + +main() { + ensure_wandb + + if [[ ! -f "${MANIFEST}" ]]; then + log "Manifest not found: ${MANIFEST}" + exit 1 + fi + + if [[ ! -d "${FULL_TEST_DIR}" ]]; then + log "Missing full-context test dir: ${FULL_TEST_DIR}" + exit 1 + fi + + IFS=';' read -r -a SLOT_ARR <<< "${GPU_SLOTS}" + if (( ${#SLOT_ARR[@]} == 0 )); then + log "GPU_SLOTS resolved to empty" + exit 1 + fi + + mapfile -t run_ids < <(read_manifest_ids) + if (( ${#run_ids[@]} == 0 )); then + log "No candidates in manifest" + exit 1 + fi + + log "Starting ablation run root: ${RUN_ROOT}" + log "Candidates: ${run_ids[*]}" + + # Stage 1: launch all candidates in waves with MAX_PARALLEL. + running=0 + idx=0 + for rid in "${run_ids[@]}"; do + slot="${SLOT_ARR[$((idx % ${#SLOT_ARR[@]}))]}" + launch_train "${rid}" "s1" "${EPOCHS_STAGE1}" "${slot}" + running=$((running + 1)) + idx=$((idx + 1)) + if (( running >= MAX_PARALLEL )); then + wait_for_jobs "${running}" + running=0 + fi + done + if (( running > 0 )); then + wait_for_jobs "${running}" + fi + + # Stage 1 validations + for rid in "${run_ids[@]}"; do + run_validations_for_model "${rid}" + done + + # Promotion selection + select_promotions "${run_ids[@]}" + mapfile -t promoted < "${REPORT_ROOT}/promoted_ids.txt" + if (( ${#promoted[@]} == 0 )); then + log "No promoted candidates after stage 1 filter. Stopping." + exit 0 + fi + log "Promoted candidates: ${promoted[*]}" + + # Stage 2: continue promoted to 200 epochs (fresh run with same exp_dir and larger epochs). + running=0 + idx=0 + for rid in "${promoted[@]}"; do + slot="${SLOT_ARR[$((idx % ${#SLOT_ARR[@]}))]}" + launch_train "${rid}" "s2" "${EPOCHS_STAGE2}" "${slot}" + running=$((running + 1)) + idx=$((idx + 1)) + if (( running >= MAX_PARALLEL )); then + wait_for_jobs "${running}" + running=0 + fi + done + if (( running > 0 )); then + wait_for_jobs "${running}" + fi + + # Stage 2 validations + for rid in "${promoted[@]}"; do + run_validations_for_model "${rid}" + done + + run_cmd "collect_final" "${PYTHON_BIN}" local/collect_ablation_metrics_feb17.py \ + --run_root "${RUN_ROOT}" \ + --eval_tag eval_fullclip_feb17 \ + --compare_json_name compare_models_nsrc3.json \ + --out_json "${REPORT_ROOT}/ablation_feb17_summary.json" \ + --out_md "${REPORT_ROOT}/ablation_feb17_summary.md" + + log "Ablation complete." + log "Run root: ${RUN_ROOT}" + log "Summary JSON: ${REPORT_ROOT}/ablation_feb17_summary.json" + log "Summary MD: ${REPORT_ROOT}/ablation_feb17_summary.md" +} + +main "$@" diff --git a/egs/librimix/ConvTasNet/train.py b/egs/librimix/ConvTasNet/train.py index f7dba6be4..6ab81509a 100644 --- a/egs/librimix/ConvTasNet/train.py +++ b/egs/librimix/ConvTasNet/train.py @@ -100,7 +100,7 @@ def main(conf): callbacks=callbacks, default_root_dir=exp_dir, accelerator="gpu" if torch.cuda.is_available() else "cpu", - strategy="ddp", + strategy="ddp_find_unused_parameters_true", devices="auto", limit_train_batches=1.0, # Useful for fast experiment gradient_clip_val=5.0, diff --git a/egs/librimix/ConvTasNet_5src/data/wav8k/min/dev/mixture_mix_clean.csv b/egs/librimix/ConvTasNet_5src/data/wav8k/min/dev/mixture_mix_clean.csv new file mode 100644 index 000000000..a531417e9 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/data/wav8k/min/dev/mixture_mix_clean.csv @@ -0,0 +1,6001 @@ 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argparse + +import numpy as np +import soundfile as sf +import torch + +from asteroid import ConvTasNet +from asteroid.dsp.normalization import normalize_estimates + + +DEFAULT_RMS_DB_THRESHOLD = -40.0 + + +def rms_db(signal): + """Compute RMS energy in dB.""" + rms = np.sqrt(np.mean(signal ** 2)) + if rms < 1e-10: + return -100.0 + return 20 * np.log10(rms) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--model_path", type=str, required=True, help="Path to best_model.pth") + parser.add_argument("--wav_path", type=str, required=True, help="Path to input mixture wav") + parser.add_argument("--out_dir", type=str, default="demo_output", help="Output directory") + parser.add_argument( + "--threshold_db", type=float, default=DEFAULT_RMS_DB_THRESHOLD, + help="RMS dB threshold for active/silent classification", + ) + parser.add_argument("--use_gpu", type=int, default=0, help="Use GPU") + args = parser.parse_args() + + print(f"Loading model from {args.model_path}") + model = ConvTasNet.from_pretrained(args.model_path) + model.eval() + + if args.use_gpu and torch.cuda.is_available(): + model.cuda() + device = next(model.parameters()).device + + print(f"Loading mixture from {args.wav_path}") + mixture, sr = sf.read(args.wav_path, dtype="float32") + mix_tensor = torch.from_numpy(mixture).unsqueeze(0).to(device) + + with torch.no_grad(): + est_sources = model(mix_tensor) + + est_sources_np = est_sources.squeeze(0).cpu().numpy() + est_sources_np = normalize_estimates(est_sources_np, mixture) + + os.makedirs(args.out_dir, exist_ok=True) + + print(f"\nResults (threshold: {args.threshold_db} dB):") + print(f"{'Channel':<10} {'RMS (dB)':<12} {'Status':<10}") + print("-" * 32) + + for i in range(est_sources_np.shape[0]): + channel = est_sources_np[i] + db = rms_db(channel) + status = "ACTIVE" if db > args.threshold_db else "silent" + print(f" {i+1:<8} {db:<12.2f} {status:<10}") + + out_path = os.path.join(args.out_dir, f"speaker_{i+1}.wav") + sf.write(out_path, channel, sr) + + # Also save the input mixture + sf.write(os.path.join(args.out_dir, "mixture.wav"), mixture, sr) + print(f"\nSaved {est_sources_np.shape[0]} speaker files + mixture to {args.out_dir}/") + + +if __name__ == "__main__": + main() diff --git a/egs/librimix/ConvTasNet_5src/eval.py b/egs/librimix/ConvTasNet_5src/eval.py new file mode 100644 index 000000000..b3cca6915 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/eval.py @@ -0,0 +1,269 @@ +import os +import random +import soundfile as sf +import torch +import yaml +import json +import argparse +import numpy as np +import pandas as pd +from tqdm import tqdm +from pprint import pprint +from pathlib import Path +from collections import defaultdict +from scipy.optimize import linear_sum_assignment + +from asteroid.metrics import get_metrics +from asteroid.data import VariableLibriMix +from asteroid.losses import PairwiseNegSDR +from asteroid import ConvTasNet +from asteroid.models import save_publishable +from asteroid.utils import tensors_to_device +from asteroid.dsp.normalization import normalize_estimates + + +parser = argparse.ArgumentParser() +parser.add_argument( + "--test_dir", type=str, required=True, help="Test directory including the csv files" +) +parser.add_argument( + "--task", type=str, required=True, + help="One of `sep_clean` or `sep_noisy`", +) +parser.add_argument( + "--out_dir", type=str, required=True, + help="Directory in exp_dir where the eval results will be stored", +) +parser.add_argument( + "--use_gpu", type=int, default=0, help="Whether to use the GPU for model execution" +) +parser.add_argument("--exp_dir", default="exp/tmp", help="Experiment root") +parser.add_argument( + "--n_save_ex", type=int, default=10, help="Number of audio examples to save, -1 means all" +) + +COMPUTE_METRICS = ["si_sdr", "sdr", "sir", "sar", "stoi"] +SILENCE_THRESHOLD = 1e-5 # Energy threshold to classify a target as silent +PAIRWISE_REORDER_LOSS = PairwiseNegSDR("sisdr") + + +def reorder_active_first(est_sources, sources, silence_threshold): + """Reorder estimates to align active target channels first. + + Args: + est_sources: [1, n_src, time] + sources: [1, n_src, time] + Returns: + reordered estimates with shape [1, n_src, time] + """ + pairwise = PAIRWISE_REORDER_LOSS(est_sources, sources)[0] # [n_est, n_tgt] + n_src = pairwise.shape[0] + tgt_energy = torch.sum(sources[0] ** 2, dim=-1) + active_tgt_idx = torch.where(tgt_energy > silence_threshold)[0] + + est_used = set() + tgt_to_est = {} + if active_tgt_idx.numel() > 0: + cost = pairwise[:, active_tgt_idx].detach().cpu().numpy() + est_rows, tgt_cols_local = linear_sum_assignment(cost) + for est_idx, local_col in zip(est_rows.tolist(), tgt_cols_local.tolist()): + tgt_idx = int(active_tgt_idx[local_col].item()) + tgt_to_est[tgt_idx] = est_idx + est_used.add(est_idx) + + remaining_est = [i for i in range(n_src) if i not in est_used] + est_energy = torch.sum(est_sources[0] ** 2, dim=-1).detach().cpu().numpy() + remaining_est.sort(key=lambda i: est_energy[i]) + + silent_tgt_idx = [i for i in range(n_src) if i not in tgt_to_est] + for tgt_idx, est_idx in zip(silent_tgt_idx, remaining_est): + tgt_to_est[tgt_idx] = est_idx + + reordered = torch.zeros_like(est_sources) + for tgt_idx in range(n_src): + reordered[0, tgt_idx] = est_sources[0, tgt_to_est[tgt_idx]] + return reordered + + +def count_active_sources(sources_np, threshold=SILENCE_THRESHOLD): + """Count the number of active (non-silent) sources.""" + n_active = 0 + for i in range(sources_np.shape[0]): + energy = np.sum(sources_np[i] ** 2) + if energy > threshold: + n_active += 1 + return n_active + + +def main(conf): + model_path = os.path.join(conf["exp_dir"], "best_model.pth") + model = ConvTasNet.from_pretrained(model_path) + if conf["use_gpu"]: + model.cuda() + model_device = next(model.parameters()).device + + n_src = conf["train_conf"]["data"]["n_src"] + silence_threshold = conf["train_conf"].get("loss", {}).get("silence_threshold", SILENCE_THRESHOLD) + + test_set = VariableLibriMix( + csv_dirs=conf["test_dir"], + task=conf["task"], + sample_rate=conf["sample_rate"], + n_src=n_src, + segment=None, + return_id=True, + ) + + eval_save_dir = os.path.join(conf["exp_dir"], conf["out_dir"]) + ex_save_dir = os.path.join(eval_save_dir, "examples/") + os.makedirs(eval_save_dir, exist_ok=True) + + if conf["n_save_ex"] == -1: + conf["n_save_ex"] = len(test_set) + save_idx = random.sample(range(len(test_set)), min(conf["n_save_ex"], len(test_set))) + + series_list = [] + # Metrics broken down by number of active sources + per_nsrc_metrics = defaultdict(list) + + torch.no_grad().__enter__() + for idx in tqdm(range(len(test_set))): + mix, sources, ids = test_set[idx] + mix, sources = tensors_to_device([mix, sources], device=model_device) + est_sources = model(mix.unsqueeze(0)) + reordered_sources = reorder_active_first( + est_sources, sources[None], silence_threshold=silence_threshold + ) + + mix_np = mix.cpu().data.numpy() + sources_np = sources.cpu().data.numpy() + est_sources_np = reordered_sources.squeeze(0).cpu().data.numpy() + + n_active = count_active_sources(sources_np, threshold=silence_threshold) + + # Compute metrics only on active source channels + active_sources = [] + active_estimates = [] + for i in range(n_src): + energy = np.sum(sources_np[i] ** 2) + if energy > silence_threshold: + active_sources.append(sources_np[i]) + active_estimates.append(est_sources_np[i]) + + utt_metrics = {} + if active_sources: + active_sources_np = np.stack(active_sources) + active_estimates_np = np.stack(active_estimates) + utt_metrics = get_metrics( + mix_np, + active_sources_np, + active_estimates_np, + sample_rate=conf["sample_rate"], + metrics_list=COMPUTE_METRICS, + ) + + # Log residual energy in silent output channels + silent_channel_energies = [] + for i in range(n_src): + energy = np.sum(sources_np[i] ** 2) + if energy <= silence_threshold: + est_energy = np.sum(est_sources_np[i] ** 2) + silent_channel_energies.append(float(est_energy)) + + utt_metrics["n_active_sources"] = n_active + utt_metrics["mix_path"] = test_set.mixture_path + if silent_channel_energies: + utt_metrics["mean_silent_channel_energy"] = np.mean(silent_channel_energies) + utt_metrics["max_silent_channel_energy"] = np.max(silent_channel_energies) + else: + utt_metrics["mean_silent_channel_energy"] = 0.0 + utt_metrics["max_silent_channel_energy"] = 0.0 + + series_list.append(pd.Series(utt_metrics)) + per_nsrc_metrics[n_active].append(utt_metrics) + + # Save some examples + if idx in save_idx: + local_save_dir = os.path.join(ex_save_dir, f"ex_{idx}/") + os.makedirs(local_save_dir, exist_ok=True) + sf.write(os.path.join(local_save_dir, "mixture.wav"), mix_np, conf["sample_rate"]) + est_sources_np_normalized = normalize_estimates(est_sources_np, mix_np) + for src_idx in range(n_src): + src_energy = np.sum(sources_np[src_idx] ** 2) + if src_energy > silence_threshold: + sf.write( + os.path.join(local_save_dir, f"s{src_idx}.wav"), + sources_np[src_idx], + conf["sample_rate"], + ) + sf.write( + os.path.join(local_save_dir, f"s{src_idx}_estimate.wav"), + est_sources_np_normalized[src_idx], + conf["sample_rate"], + ) + with open(os.path.join(local_save_dir, "metrics.json"), "w") as f: + json.dump(utt_metrics, f, indent=0) + + # Save all metrics + all_metrics_df = pd.DataFrame(series_list) + all_metrics_df.to_csv(os.path.join(eval_save_dir, "all_metrics.csv")) + + # Print overall metrics + final_results = {} + for metric_name in COMPUTE_METRICS: + if metric_name in all_metrics_df.columns: + final_results[metric_name] = all_metrics_df[metric_name].mean() + input_name = f"input_{metric_name}" + if input_name in all_metrics_df.columns: + ldf = all_metrics_df[metric_name] - all_metrics_df[input_name] + final_results[f"{metric_name}_imp"] = ldf.mean() + + final_results["mean_silent_channel_energy"] = all_metrics_df["mean_silent_channel_energy"].mean() + final_results["max_silent_channel_energy"] = all_metrics_df["max_silent_channel_energy"].max() + + print("\nOverall metrics:") + pprint(final_results) + + # Print per-source-count breakdown + print("\nMetrics by number of active sources:") + for n_active in sorted(per_nsrc_metrics.keys()): + entries = per_nsrc_metrics[n_active] + print(f"\n {n_active}-speaker ({len(entries)} utterances):") + for metric_name in COMPUTE_METRICS: + vals = [e[metric_name] for e in entries if metric_name in e] + if vals: + print(f" {metric_name}: {np.mean(vals):.4f}") + silent_energies = [e["mean_silent_channel_energy"] for e in entries] + print(f" mean_silent_channel_energy: {np.mean(silent_energies):.6f}") + + with open(os.path.join(eval_save_dir, "final_metrics.json"), "w") as f: + json.dump(final_results, f, indent=0) + + # PyTorch 2.6+ defaults weights_only=True; use False for trusted checkpoints. + model_dict = torch.load(model_path, map_location="cpu", weights_only=False) + os.makedirs(os.path.join(conf["exp_dir"], "publish_dir"), exist_ok=True) + save_publishable( + os.path.join(conf["exp_dir"], "publish_dir"), + model_dict, + metrics=final_results, + train_conf=conf["train_conf"], + ) + + +if __name__ == "__main__": + args = parser.parse_args() + arg_dic = dict(vars(args)) + # Load training config + conf_path = os.path.join(args.exp_dir, "conf.yml") + with open(conf_path) as f: + train_conf = yaml.safe_load(f) + arg_dic["sample_rate"] = train_conf["data"]["sample_rate"] + arg_dic["train_conf"] = train_conf + + if args.task != arg_dic["train_conf"]["data"]["task"]: + print( + "Warning : the task used to test is different than " + "the one from training, be sure this is what you want." + ) + + main(arg_dic) diff --git a/egs/librimix/ConvTasNet_5src/export_onnx.py b/egs/librimix/ConvTasNet_5src/export_onnx.py new file mode 100644 index 000000000..4f5decec5 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/export_onnx.py @@ -0,0 +1,62 @@ +"""Export trained ConvTasNet 5-source model to ONNX format. + +Exports with dynamic batch and time axes for flexible inference. +Validates the exported model with onnx.checker. + +Next steps for Hailo-8 deployment: + 1. Install HailoRT and Hailo Dataflow Compiler (DFC) + 2. Parse ONNX: hailo parser onnx convtasnet_5src.onnx + 3. Optimize: hailo optimize --hw-arch hailo8 + 4. Compile: hailo compiler --hw-arch hailo8 +""" +import os +import argparse + +import torch +import onnx + +from asteroid import ConvTasNet + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--exp_dir", default="exp/tmp", help="Experiment directory") + parser.add_argument("--out_name", default="convtasnet_5src.onnx", help="Output ONNX filename") + parser.add_argument("--opset", type=int, default=17, help="ONNX opset version") + args = parser.parse_args() + + model_path = os.path.join(args.exp_dir, "best_model.pth") + print(f"Loading model from {model_path}") + model = ConvTasNet.from_pretrained(model_path) + model.eval() + model.cpu() + + # Create dummy input: batch=1, time=24000 (3 seconds at 8kHz) + dummy_input = torch.randn(1, 24000) + + out_path = os.path.join(args.exp_dir, args.out_name) + print(f"Exporting to {out_path} (opset {args.opset})") + + torch.onnx.export( + model, + dummy_input, + out_path, + opset_version=args.opset, + input_names=["mixture"], + output_names=["sources"], + dynamic_axes={ + "mixture": {0: "batch", 1: "time"}, + "sources": {0: "batch", 2: "time"}, + }, + ) + + # Validate + onnx_model = onnx.load(out_path) + onnx.checker.check_model(onnx_model) + print(f"ONNX model saved and validated: {out_path}") + print(f" Input: {[inp.name for inp in onnx_model.graph.input]}") + print(f" Output: {[out.name for out in onnx_model.graph.output]}") + + +if __name__ == "__main__": + main() diff --git a/egs/librimix/ConvTasNet_5src/local/compare_models.py b/egs/librimix/ConvTasNet_5src/local/compare_models.py new file mode 100644 index 000000000..0aab31a33 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/local/compare_models.py @@ -0,0 +1,408 @@ +#!/usr/bin/env python +"""Compare separation checkpoints on standardized debug benchmarks. + +Example: +python local/compare_models.py \ + --model "new12::exp/debug_2in5_e12/best_model.pth::5" \ + --model "legacy::exp/train_convtasnet_5src_online_5src/best_model.pth::5" \ + --model "hub2::Cosentino/ConvTasNet_LibriMix_sep_clean::2" \ + --out compare_report.json +""" + +import argparse +import json +import os +import sys +from dataclasses import dataclass + +import numpy as np +import torch + +from asteroid.data import OnlineMixDataset, VariableLibriMix +from asteroid.losses import PITLossWrapper, pairwise_neg_sisdr +from asteroid.models.base_models import BaseModel + +SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__)) +RECIPE_DIR = os.path.dirname(SCRIPT_DIR) +if RECIPE_DIR not in sys.path: + sys.path.insert(0, RECIPE_DIR) + +from eval import reorder_active_first + + +@dataclass +class ModelSpec: + name: str + path: str + n_src: int + + +def parse_model_spec(text): + parts = text.split("::") + if len(parts) != 3: + raise ValueError(f"Invalid --model spec: {text}. Expected name::path::n_src") + name, path, n_src = parts + return ModelSpec(name=name, path=path, n_src=int(n_src)) + + +def sisdr(est, ref, eps=1e-8): + est = est - np.mean(est) + ref = ref - np.mean(ref) + s_target = (np.sum(est * ref) / (np.sum(ref**2) + eps)) * ref + e_noise = est - s_target + return 10 * np.log10((np.sum(s_target**2) + eps) / (np.sum(e_noise**2) + eps)) + + +def channel_rms_db(signal, eps=1e-12): + rms = np.sqrt(np.mean(signal**2) + eps) + return float(20 * np.log10(rms + eps)) + + +def magnitude_spectrogram(signal_np, n_fft=256, hop_length=64): + sig_t = torch.from_numpy(np.asarray(signal_np)).float() + window = torch.hann_window(n_fft) + stft = torch.stft( + sig_t, + n_fft=n_fft, + hop_length=hop_length, + window=window, + return_complex=True, + ) + return torch.abs(stft).numpy() + + +def log_spectral_distance_db(estimate, reference, eps=1e-8, n_fft=256, hop_length=64): + est_mag = magnitude_spectrogram(estimate, n_fft=n_fft, hop_length=hop_length) + ref_mag = magnitude_spectrogram(reference, n_fft=n_fft, hop_length=hop_length) + est_log = 20.0 * np.log10(est_mag + eps) + ref_log = 20.0 * np.log10(ref_mag + eps) + return float(np.mean(np.sqrt((est_log - ref_log) ** 2))) + + +def spectral_convergence(estimate, reference, eps=1e-8, n_fft=256, hop_length=64): + est_mag = magnitude_spectrogram(estimate, n_fft=n_fft, hop_length=hop_length) + ref_mag = magnitude_spectrogram(reference, n_fft=n_fft, hop_length=hop_length) + num = np.linalg.norm(ref_mag - est_mag, ord="fro") + den = np.linalg.norm(ref_mag, ord="fro") + eps + return float(num / den) + + +def summarize_silent_rms(silent_rms_db): + if not silent_rms_db: + return {} + values = np.asarray(silent_rms_db, dtype=np.float64) + return { + "mean_silent_rms_db": float(np.mean(values)), + "max_silent_rms_db": float(np.max(values)), + "p50_silent_rms_db": float(np.percentile(values, 50)), + "p95_silent_rms_db": float(np.percentile(values, 95)), + "p99_silent_rms_db": float(np.percentile(values, 99)), + } + + +def summarize_spectral_metrics(lsd_values_db, sc_values): + if not lsd_values_db or not sc_values: + return {} + lsd = np.asarray(lsd_values_db, dtype=np.float64) + sc = np.asarray(sc_values, dtype=np.float64) + return { + "mean_log_spectral_distance_db": float(np.mean(lsd)), + "p95_log_spectral_distance_db": float(np.percentile(lsd, 95)), + "mean_spectral_convergence": float(np.mean(sc)), + "p95_spectral_convergence": float(np.percentile(sc, 95)), + } + + +def benchmark_online_2spk(model, n_src, device, root, num_examples, seed): + ds = OnlineMixDataset( + source_dir=os.path.expanduser(root), + n_src=5, + sample_rate=8000, + segment=3.0, + min_speakers=2, + max_speakers=2, + num_examples=num_examples, + seed=seed, + ) + pit2 = PITLossWrapper(pairwise_neg_sisdr, pit_from="pw_mtx") + active_scores = [] + active_lsd_db = [] + active_sc = [] + silent_rms_db = [] + predicted_active = [] + expected_active = 2 + with torch.no_grad(): + for i in range(len(ds)): + mix, src5 = ds[i] + est = model(mix.unsqueeze(0).to(device)) + if n_src == 5: + src = src5.to(device) + re = reorder_active_first(est, src.unsqueeze(0), 1e-5).squeeze(0).cpu().numpy() + ref = src.cpu().numpy() + for k in (0, 1): + active_scores.append(sisdr(re[k], ref[k])) + active_lsd_db.append(log_spectral_distance_db(re[k], ref[k])) + active_sc.append(spectral_convergence(re[k], ref[k])) + for k in (2, 3, 4): + silent_rms_db.append(channel_rms_db(re[k])) + predicted_active.append( + int( + sum(channel_rms_db(re[k]) > -40 for k in range(5)) + ) + ) + elif n_src == 2: + src2 = src5[:2].to(device) + _, re = pit2(est, src2.unsqueeze(0), return_est=True) + re = re.squeeze(0).cpu().numpy() + ref = src2.cpu().numpy() + for k in (0, 1): + active_scores.append(sisdr(re[k], ref[k])) + active_lsd_db.append(log_spectral_distance_db(re[k], ref[k])) + active_sc.append(spectral_convergence(re[k], ref[k])) + predicted_active.append( + int( + sum(channel_rms_db(re[k]) > -40 for k in range(2)) + ) + ) + else: + raise ValueError(f"Unsupported n_src={n_src}. Only 2 or 5 are supported.") + + predicted_arr = np.asarray(predicted_active, dtype=np.float64) + out = { + "mean_active_sisdr_db": float(np.mean(active_scores)), + "median_active_sisdr_db": float(np.median(active_scores)), + "mean_predicted_active_channels": float(np.mean(predicted_arr)), + "active_count_mae": float(np.mean(np.abs(predicted_arr - expected_active))), + "p_active_2_correct": float(np.mean(predicted_arr == expected_active)), + } + out.update(summarize_silent_rms(silent_rms_db)) + out.update(summarize_spectral_metrics(active_lsd_db, active_sc)) + return out + + +def benchmark_variable_test(model, n_src, device, test_dir, per_n_count=300): + ds = VariableLibriMix( + csv_dirs=test_dir, + task="sep_clean", + sample_rate=8000, + n_src=5, + segment=None, + ) + idx_by_n = {2: [], 3: []} + for i in range(len(ds)): + _, src = ds[i] + n_active = int(((src.numpy() ** 2).sum(axis=1) > 1e-5).sum()) + if n_active in idx_by_n and len(idx_by_n[n_active]) < per_n_count: + idx_by_n[n_active].append(i) + if all(len(v) >= per_n_count for v in idx_by_n.values()): + break + + pit2 = PITLossWrapper(pairwise_neg_sisdr, pit_from="pw_mtx") + results = {} + with torch.no_grad(): + for n_active in (2, 3): + if n_src == 2 and n_active != 2: + results[f"{n_active}spk"] = {"status": "skipped_for_2src_model"} + continue + idxs = idx_by_n[n_active] + sisdr_vals = [] + silent_vals = [] + for idx in idxs: + mix, src5 = ds[idx] + est = model(mix.unsqueeze(0).to(device)) + if n_src == 5: + src = src5.to(device) + re = reorder_active_first(est, src.unsqueeze(0), 1e-5).squeeze(0).cpu().numpy() + ref = src.cpu().numpy() + for k in range(n_active): + sisdr_vals.append(sisdr(re[k], ref[k])) + for k in range(n_active, 5): + silent_vals.append(channel_rms_db(re[k])) + else: + src2 = src5[:2].to(device) + _, re = pit2(est, src2.unsqueeze(0), return_est=True) + re = re.squeeze(0).cpu().numpy() + ref = src2.cpu().numpy() + for k in (0, 1): + sisdr_vals.append(sisdr(re[k], ref[k])) + entry = { + "num_examples": len(idxs), + "mean_si_sdr_db": float(np.mean(sisdr_vals)), + "median_si_sdr_db": float(np.median(sisdr_vals)), + } + entry.update(summarize_silent_rms(silent_vals)) + results[f"{n_active}spk"] = entry + return results + + +def evaluate_online_gate(candidate_metrics, baseline_metrics, args): + gate = { + "status": "not_evaluated", + "reasons": [], + } + if baseline_metrics is None: + gate["status"] = "skipped_no_baseline" + gate["reasons"].append("baseline metrics not available") + return gate + + if "max_silent_rms_db" not in candidate_metrics: + gate["status"] = "skipped_no_silent_metrics" + gate["reasons"].append("silent RMS metrics missing") + return gate + if ( + "mean_log_spectral_distance_db" not in candidate_metrics + or "p95_log_spectral_distance_db" not in candidate_metrics + or "mean_spectral_convergence" not in candidate_metrics + or "p95_spectral_convergence" not in candidate_metrics + ): + gate["status"] = "skipped_no_spectral_metrics" + gate["reasons"].append("spectral metrics missing") + return gate + + delta_active = candidate_metrics["mean_active_sisdr_db"] - baseline_metrics["mean_active_sisdr_db"] + cond_active = delta_active >= args.gate_min_active_sisdr_delta_db + cond_silent = candidate_metrics["max_silent_rms_db"] <= args.gate_max_silent_rms_db + mean_active = candidate_metrics["mean_predicted_active_channels"] + cond_count = args.gate_active_count_min <= mean_active <= args.gate_active_count_max + cond_lsd_mean = ( + candidate_metrics["mean_log_spectral_distance_db"] <= args.gate_max_mean_lsd_db + ) + cond_lsd_p95 = ( + candidate_metrics["p95_log_spectral_distance_db"] <= args.gate_max_p95_lsd_db + ) + cond_sc_mean = ( + candidate_metrics["mean_spectral_convergence"] <= args.gate_max_mean_sc + ) + cond_sc_p95 = ( + candidate_metrics["p95_spectral_convergence"] <= args.gate_max_p95_sc + ) + all_ok = ( + cond_active + and cond_silent + and cond_count + and cond_lsd_mean + and cond_lsd_p95 + and cond_sc_mean + and cond_sc_p95 + ) + + gate.update( + { + "status": "pass" if all_ok else "fail", + "delta_active_sisdr_db": float(delta_active), + "conditions": { + "active_sisdr_non_regression": bool(cond_active), + "max_silent_rms": bool(cond_silent), + "mean_predicted_active_range": bool(cond_count), + "mean_log_spectral_distance_db": bool(cond_lsd_mean), + "p95_log_spectral_distance_db": bool(cond_lsd_p95), + "mean_spectral_convergence": bool(cond_sc_mean), + "p95_spectral_convergence": bool(cond_sc_p95), + }, + "thresholds": { + "min_active_sisdr_delta_db": args.gate_min_active_sisdr_delta_db, + "max_silent_rms_db": args.gate_max_silent_rms_db, + "mean_predicted_active_min": args.gate_active_count_min, + "mean_predicted_active_max": args.gate_active_count_max, + "max_mean_lsd_db": args.gate_max_mean_lsd_db, + "max_p95_lsd_db": args.gate_max_p95_lsd_db, + "max_mean_sc": args.gate_max_mean_sc, + "max_p95_sc": args.gate_max_p95_sc, + }, + } + ) + if not cond_active: + gate["reasons"].append("active SI-SDR regressed beyond threshold") + if not cond_silent: + gate["reasons"].append("silent-channel leakage above threshold") + if not cond_count: + gate["reasons"].append("mean predicted active channel count out of range") + if not cond_lsd_mean: + gate["reasons"].append("mean log spectral distance above threshold") + if not cond_lsd_p95: + gate["reasons"].append("p95 log spectral distance above threshold") + if not cond_sc_mean: + gate["reasons"].append("mean spectral convergence above threshold") + if not cond_sc_p95: + gate["reasons"].append("p95 spectral convergence above threshold") + return gate + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--model", + action="append", + required=True, + help="Model spec: name::path_or_hub_id::n_src", + ) + parser.add_argument("--online_source_dir", default="~/data/librimix/LibriSpeech/test-clean") + parser.add_argument("--online_num_examples", type=int, default=200) + parser.add_argument("--online_seed", type=int, default=123) + parser.add_argument("--test_dir", default="data/wav8k/min/test") + parser.add_argument("--test_per_n", type=int, default=300) + parser.add_argument("--gate_baseline", type=str, default="opt3") + parser.add_argument("--gate_min_active_sisdr_delta_db", type=float, default=-0.5) + parser.add_argument("--gate_max_silent_rms_db", type=float, default=-22.0) + parser.add_argument("--gate_active_count_min", type=float, default=1.8) + parser.add_argument("--gate_active_count_max", type=float, default=2.6) + parser.add_argument("--gate_max_mean_lsd_db", type=float, default=15.0) + parser.add_argument("--gate_max_p95_lsd_db", type=float, default=20.0) + parser.add_argument("--gate_max_mean_sc", type=float, default=0.82) + parser.add_argument("--gate_max_p95_sc", type=float, default=0.90) + parser.add_argument("--out", default="compare_models_report.json") + args = parser.parse_args() + + specs = [parse_model_spec(m) for m in args.model] + device = "cuda" if torch.cuda.is_available() else "cpu" + report = {"device": device, "models": {}} + + for spec in specs: + model = BaseModel.from_pretrained(spec.path).eval().to(device) + online = benchmark_online_2spk( + model=model, + n_src=spec.n_src, + device=device, + root=args.online_source_dir, + num_examples=args.online_num_examples, + seed=args.online_seed, + ) + variable = benchmark_variable_test( + model=model, + n_src=spec.n_src, + device=device, + test_dir=args.test_dir, + per_n_count=args.test_per_n, + ) + report["models"][spec.name] = { + "spec": {"path": spec.path, "n_src": spec.n_src}, + "online_2spk": online, + "variable_test": variable, + } + + baseline_metrics = None + if args.gate_baseline in report["models"]: + baseline_metrics = report["models"][args.gate_baseline]["online_2spk"] + + gate_summary = {} + for name, model_report in report["models"].items(): + gate_summary[name] = evaluate_online_gate( + candidate_metrics=model_report["online_2spk"], + baseline_metrics=baseline_metrics, + args=args, + ) + + report["gate_summary"] = { + "baseline_name": args.gate_baseline, + "online_2spk": gate_summary, + } + + with open(args.out, "w") as f: + json.dump(report, f, indent=2) + + print(json.dumps(report, indent=2)) + print(f"\nSaved report to {args.out}") + + +if __name__ == "__main__": + main() diff --git a/egs/librimix/ConvTasNet_5src/local/conf.yml b/egs/librimix/ConvTasNet_5src/local/conf.yml new file mode 100644 index 000000000..32b70348e --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/local/conf.yml @@ -0,0 +1,84 @@ +# filterbank config +filterbank: + n_filters: 512 + stride: 8 +# Network config +masknet: + n_blocks: 8 + n_repeats: 3 + mask_act: relu + bn_chan: 128 + skip_chan: 128 + hid_chan: 512 + causal: true + norm_type: cLN + kernel_size: 3 + +# Training config +training: + epochs: 200 + batch_size: 4 + num_workers: 4 + half_lr: yes + early_stop: yes + early_stop_monitor: val_loss + early_stop_mode: min + early_stop_patience: 30 + early_stop_min_delta: 0.0 + seed: 1337 + deterministic_debug: false + debug_manifest_dir: "" + debug_manifest_batches: 0 + debug_hash_audio: false + plot_metrics: true + plot_metric_prefixes: val_,test_ + use_wandb: true + wandb_project: librimix-convtasnet-5src + wandb_entity: null + wandb_group: null + wandb_run_name: null + wandb_tags: [] + wandb_job_type: train + wandb_watch_model: false +# Optim config +optim: + optimizer: adam + lr: 0.001 + weight_decay: 0. +# Data config +data: + task: sep_clean + train_dir: data/wav8k/min/train-360 + valid_dir: data/wav8k/min/dev + dataset_type: online_mix + source_dir: ~/data/librimix/LibriSpeech/train-clean-360 + valid_source_dir: ~/data/librimix/LibriSpeech/dev-clean + sample_rate: 8000 + n_src: 5 + segment: 3 + min_speakers: 2 + max_speakers: 5 + speaker_count_weights: [0.10, 0.15, 0.35, 0.40] + train_seed: null + val_seed: 42 + num_examples: 20000 + val_num_examples: 2000 +# Loss config +loss: + mode: active_only_pit + silence_threshold: 1.0e-5 + silence_metric: rms_db + active_threshold_mode: rms + debug_log_components: false + active_weight: 1.0 + active_metric: sisdr + active_l1_weight: 10.0 + active_l2_weight: 0.0 + active_rms_floor_db: -35.0 + active_rms_penalty_weight: 2.0 + active_diversity_weight: 0.0 + active_activity_bce_weight: 0.0 + activity_threshold_db: -40.0 + activity_temp_db: 3.0 + silence_weight: 0.2 + silence_margin_db: -45.0 diff --git a/egs/librimix/ConvTasNet_5src/local/prepare_variable_data.py b/egs/librimix/ConvTasNet_5src/local/prepare_variable_data.py new file mode 100644 index 000000000..11db771b4 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/local/prepare_variable_data.py @@ -0,0 +1,88 @@ +"""Merge Libri2Mix and Libri3Mix metadata CSVs into unified 5-source CSVs. + +Creates merged CSVs with columns: + mixture_ID, mixture_path, source_1_path, ..., source_5_path, length + +Missing sources (e.g. source_3..5 for 2-mix rows) are NaN, +which VariableLibriMix handles by filling with silence. +""" +import os +import argparse +import pandas as pd + + +LIBRIMIX_ROOT = "/home/mkeller/data/librimix" +SUBSETS = ["train-360", "dev", "test"] +TASKS = { + "sep_clean": "mix_clean", + "sep_noisy": "mix_both", +} +MAX_SOURCES = 5 + + +def merge_subset(subset, task_suffix, out_dir): + """Merge Libri2Mix and Libri3Mix CSVs for one subset.""" + dfs = [] + for n_src in [2, 3]: + csv_path = os.path.join( + LIBRIMIX_ROOT, + f"Libri{n_src}Mix", + "wav8k", + "min", + "metadata", + f"mixture_{subset}_{task_suffix}.csv", + ) + if not os.path.exists(csv_path): + print(f"Warning: {csv_path} not found, skipping") + continue + df = pd.read_csv(csv_path) + print(f" Loaded {len(df)} rows from {csv_path}") + dfs.append(df) + + if not dfs: + print(f"No data found for subset {subset}, skipping") + return + + merged = pd.concat(dfs, ignore_index=True) + + # Ensure all source columns exist up to MAX_SOURCES + for i in range(1, MAX_SOURCES + 1): + col = f"source_{i}_path" + if col not in merged.columns: + merged[col] = float("nan") + + # Reorder columns + cols = ["mixture_ID", "mixture_path"] + cols += [f"source_{i}_path" for i in range(1, MAX_SOURCES + 1)] + cols += ["length"] + merged = merged[cols] + + os.makedirs(out_dir, exist_ok=True) + out_path = os.path.join(out_dir, f"mixture_{task_suffix}.csv") + merged.to_csv(out_path, index=False) + print(f" Wrote {len(merged)} rows to {out_path}") + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--task", type=str, default="sep_clean", + choices=list(TASKS.keys()), + help="Task type", + ) + parser.add_argument( + "--out_root", type=str, default="data/wav8k/min", + help="Output root directory for merged CSVs", + ) + args = parser.parse_args() + + task_suffix = TASKS[args.task] + + for subset in SUBSETS: + print(f"Processing subset: {subset}") + out_dir = os.path.join(args.out_root, subset) + merge_subset(subset, task_suffix, out_dir) + + +if __name__ == "__main__": + main() diff --git a/egs/librimix/ConvTasNet_5src/run.sh b/egs/librimix/ConvTasNet_5src/run.sh new file mode 100755 index 000000000..7bb28ba84 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/run.sh @@ -0,0 +1,144 @@ +#!/bin/bash + +# Exit on error +set -e +set -o pipefail + +# Path to the python you'll use for the experiment. +python_path=python + +# Example usage +# ./run.sh --stage 1 --tag my_tag --id 0,1 + +# General +stage=1 # Controls from which stage to start +tag=$TAG # Controls the directory name associated to the experiment +id=$CUDA_VISIBLE_DEVICES +out_dir=librimix +debug_profile= + +# Data config +task=sep_clean +dataset_type=online_mix +min_speakers=2 +max_speakers=5 +speaker_count_weights=0.10,0.15,0.35,0.40 + +# Training overrides (optional, defaults come from local/conf.yml) +epochs=200 +batch_size=4 +num_examples= +val_num_examples= + +# Loss config overrides +loss_mode=active_only_pit +silence_weight=0.2 +silence_margin_db=-45.0 +silence_metric=rms_db +active_threshold_mode=rms +debug_log_components=false +early_stop_patience=30 +early_stop_min_delta=0.0 +plot_metrics=true +plot_metric_prefixes=val_,test_ +use_wandb=true +wandb_project=librimix-convtasnet-5src +wandb_entity= +wandb_group= +wandb_run_name= +wandb_tags= +wandb_job_type=train +wandb_watch_model=false + +eval_use_gpu=1 + +. utils/parse_options.sh + +if [[ $debug_profile == "two_spk_in_5ch" ]]; then + dataset_type=online_mix + min_speakers=2 + max_speakers=2 + speaker_count_weights=1.0 + epochs=10 + batch_size=4 + num_examples=2000 + val_num_examples=400 +fi + +# Stage 1: Prepare merged CSV data +if [[ $stage -le 1 ]]; then + if [[ $dataset_type == "variable_librimix" ]]; then + echo "Stage 1: Preparing merged variable-source CSV files" + $python_path local/prepare_variable_data.py --task $task + else + echo "Stage 1: Skipping CSV preparation for online_mix" + fi +fi + +# Generate a random ID for the run if no tag is specified +uuid=$($python_path -c 'import uuid, sys; print(str(uuid.uuid4())[:8])') +if [[ -z ${tag} ]]; then + tag=${uuid} +fi + +expdir=exp/train_convtasnet_5src_${tag} +mkdir -p $expdir && echo $uuid >> $expdir/run_uuid.txt +echo "Results from the following experiment will be stored in $expdir" + +# Stage 2: Training +if [[ $stage -le 2 ]]; then + echo "Stage 2: Training" + mkdir -p logs + CUDA_VISIBLE_DEVICES=$id $python_path train.py \ + --exp_dir $expdir \ + --epochs $epochs \ + --batch_size $batch_size \ + --dataset_type $dataset_type \ + --task $task \ + --min_speakers $min_speakers \ + --max_speakers $max_speakers \ + --speaker_count_weights "$speaker_count_weights" \ + --mode $loss_mode \ + --silence_weight $silence_weight \ + --silence_margin_db $silence_margin_db \ + --silence_metric $silence_metric \ + --active_threshold_mode $active_threshold_mode \ + --debug_log_components $debug_log_components \ + --early_stop_patience $early_stop_patience \ + --early_stop_min_delta $early_stop_min_delta \ + --plot_metrics $plot_metrics \ + --plot_metric_prefixes "$plot_metric_prefixes" \ + --use_wandb $use_wandb \ + --wandb_project "$wandb_project" \ + --wandb_job_type "$wandb_job_type" \ + --wandb_watch_model $wandb_watch_model \ + ${wandb_entity:+--wandb_entity "$wandb_entity"} \ + ${wandb_group:+--wandb_group "$wandb_group"} \ + ${wandb_run_name:+--wandb_run_name "$wandb_run_name"} \ + ${wandb_tags:+--wandb_tags "$wandb_tags"} \ + ${num_examples:+--num_examples $num_examples} \ + ${val_num_examples:+--val_num_examples $val_num_examples} | tee logs/train_${tag}.log + cp logs/train_${tag}.log $expdir/train.log + + mkdir -p $expdir/publish_dir + echo "librimix/ConvTasNet_5src" > $expdir/publish_dir/recipe_name.txt +fi + +# Stage 3: Evaluation +if [[ $stage -le 3 ]]; then + echo "Stage 3: Evaluation" + $python_path eval.py \ + --exp_dir $expdir \ + --test_dir data/wav8k/min/test \ + --out_dir $out_dir \ + --use_gpu $eval_use_gpu \ + --task $task | tee logs/eval_${tag}.log + cp logs/eval_${tag}.log $expdir/eval.log +fi + +# Stage 4: ONNX export +if [[ $stage -le 4 ]]; then + echo "Stage 4: ONNX export" + $python_path export_onnx.py \ + --exp_dir $expdir +fi diff --git a/egs/librimix/ConvTasNet_5src/train.py b/egs/librimix/ConvTasNet_5src/train.py new file mode 100644 index 000000000..45b4bb156 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/train.py @@ -0,0 +1,566 @@ +import os +import argparse +import json +import ast +import random +import math +import csv + +import torch +import numpy as np +from torch.optim.lr_scheduler import ReduceLROnPlateau +from torch.utils.data import DataLoader +import pytorch_lightning as pl +from pytorch_lightning.callbacks import ModelCheckpoint, EarlyStopping +from pytorch_lightning.loggers import WandbLogger, CSVLogger + +from asteroid.models import ConvTasNet +from asteroid.models.base_models import BaseModel +from asteroid.data import VariableLibriMix, OnlineMixDataset +from asteroid.engine.optimizers import make_optimizer +from asteroid.engine.system import System +from asteroid.losses import ( + PITLossWrapper, + SilenceRobustPairwiseNegSDR, + ActiveOnlyPITSilencePenalty, + pairwise_neg_sisdr, +) + +parser = argparse.ArgumentParser() +parser.add_argument("--exp_dir", default="exp/tmp", help="Full path to save best validation model") +parser.add_argument( + "--finetune_from", + default="", + help="Optional path to a serialized Asteroid model (.pth) used to initialize model weights.", +) + + +def _parse_speaker_count_weights(weights): + if weights is None: + return None + if isinstance(weights, list): + if not weights: + return None + if all(isinstance(x, str) and len(x) == 1 for x in weights): + return _parse_speaker_count_weights("".join(weights)) + return [float(x) for x in weights] + if isinstance(weights, str): + text = weights.strip() + if not text: + return None + if text.startswith("["): + parsed = ast.literal_eval(text) + return [float(x) for x in parsed] + return [float(x) for x in text.split(",")] + return None + + +def _seed_worker(worker_id): + worker_seed = torch.initial_seed() % (2**32) + np.random.seed(worker_seed) + random.seed(worker_seed) + + +def _estimate_steps_per_epoch(dataset_len, batch_size, num_devices): + samples_per_rank = int(math.ceil(dataset_len / max(num_devices, 1))) + return int(samples_per_rank // batch_size) + + +def _as_bool(value): + if isinstance(value, bool): + return value + if isinstance(value, (int, float)): + return bool(value) + if value is None: + return False + text = str(value).strip().lower() + if text in {"1", "true", "yes", "y", "on"}: + return True + if text in {"0", "false", "no", "n", "off", ""}: + return False + raise ValueError(f"Cannot parse boolean value from: {value!r}") + + +def _parse_tags(tags): + if tags is None: + return [] + if isinstance(tags, list): + # `prepare_parser_from_dict` can parse comma-separated CLI strings + # as a list of single characters for list-typed config fields. + if tags and all(isinstance(tag, str) and len(tag) == 1 for tag in tags): + tags = "".join(tags) + else: + return [str(tag).strip() for tag in tags if str(tag).strip()] + if isinstance(tags, str): + text = tags.strip() + else: + text = str(tags).strip() + if not text: + return [] + if text.startswith("["): + parsed = ast.literal_eval(text) + return [str(tag).strip() for tag in parsed if str(tag).strip()] + return [tag.strip() for tag in text.split(",") if tag.strip()] + + +def _build_wandb_logger(training_conf, conf, exp_dir): + use_wandb = _as_bool(training_conf.get("use_wandb", True)) + if not use_wandb: + return True + + try: + __import__("wandb") + except ModuleNotFoundError as exc: + raise RuntimeError( + "W&B logging is enabled (`training.use_wandb=true`) but `wandb` is not installed. " + "Install with `pip install wandb` and authenticate with `wandb login` " + "(or set `WANDB_API_KEY`)." + ) from exc + + run_name = training_conf.get("wandb_run_name") or os.path.basename(os.path.normpath(exp_dir)) + run_group = training_conf.get("wandb_group") + if not run_group: + run_group = os.environ.get("WANDB_GROUP") + if not run_group: + run_group = os.path.basename(os.path.dirname(os.path.normpath(exp_dir))) or "manual" + + project = training_conf.get("wandb_project", "librimix-convtasnet-5src") + entity = training_conf.get("wandb_entity", None) + tags = _parse_tags(training_conf.get("wandb_tags", [])) + job_type = training_conf.get("wandb_job_type", "train") + + try: + logger = WandbLogger( + project=project, + entity=entity, + name=run_name, + group=run_group, + tags=tags, + job_type=job_type, + save_dir=exp_dir, + log_model=False, + ) + # Force backend initialization/auth check now so failures happen before training. + _ = logger.experiment + except Exception as exc: + raise RuntimeError( + "W&B logging is enabled but initialization failed. " + "Run `wandb login` (or set `WANDB_API_KEY`) and verify project/entity settings." + ) from exc + + # W&B/Lightning versions differ on how run config is exposed. + # Try common update paths, but never crash training on config-sync only. + try: + run = logger.experiment + run_config = getattr(run, "config", None) + if hasattr(run_config, "update"): + run_config.update(conf, allow_val_change=True) + else: + import wandb + + if hasattr(wandb, "config") and hasattr(wandb.config, "update"): + wandb.config.update(conf, allow_val_change=True) + except Exception as exc: + print(f"W&B config sync warning: {exc}") + return logger + + +def _build_loggers(training_conf, conf, exp_dir): + loggers = [] + use_wandb = _as_bool(training_conf.get("use_wandb", True)) + if use_wandb: + loggers.append(_build_wandb_logger(training_conf, conf, exp_dir)) + # Always keep a local CSV logger so metric plotting is available. + loggers.append(CSVLogger(save_dir=exp_dir, name="lightning_csv")) + if len(loggers) == 1: + return loggers[0] + return loggers + + +def _read_metric_series(metrics_csv_path): + if not os.path.isfile(metrics_csv_path): + return {} + series = {} + with open(metrics_csv_path, "r", encoding="utf-8") as handle: + reader = csv.DictReader(handle) + for row in reader: + step_text = row.get("step", "") + epoch_text = row.get("epoch", "") + step = int(float(step_text)) if step_text not in ("", None) else None + epoch = int(float(epoch_text)) if epoch_text not in ("", None) else None + for key, value in row.items(): + if key in ("step", "epoch") or value in ("", None): + continue + try: + metric_value = float(value) + except ValueError: + continue + if key not in series: + series[key] = {"step": [], "epoch": [], "value": []} + series[key]["step"].append(step) + series[key]["epoch"].append(epoch) + series[key]["value"].append(metric_value) + return series + + +def _save_metric_plots(training_conf, metrics_csv_path, plot_dir): + if not _as_bool(training_conf.get("plot_metrics", True)): + return + series = _read_metric_series(metrics_csv_path) + if not series: + print(f"No plottable metrics found in {metrics_csv_path}") + return + prefixes = training_conf.get("plot_metric_prefixes", ["val_", "test_"]) + if isinstance(prefixes, str): + prefixes = [item.strip() for item in prefixes.split(",") if item.strip()] + if not prefixes: + prefixes = ["val_", "test_"] + + selected_keys = [] + for key in sorted(series.keys()): + if any(key.startswith(prefix) for prefix in prefixes): + selected_keys.append(key) + if not selected_keys: + print( + "No metrics matched configured plotting prefixes " + f"{prefixes}; skipping metric plots." + ) + return + + try: + import matplotlib.pyplot as plt + except Exception as exc: + print(f"Skipping metric plotting because matplotlib is unavailable: {exc}") + return + + os.makedirs(plot_dir, exist_ok=True) + + for key in selected_keys: + values = series[key]["value"] + steps = series[key]["step"] + epochs = series[key]["epoch"] + x_values = steps if all(step is not None for step in steps) else list(range(len(values))) + x_label = "Global Step" if all(step is not None for step in steps) else "Index" + if all(epoch is not None for epoch in epochs): + x_values = epochs + x_label = "Epoch" + + fig = plt.figure(figsize=(8, 4.5)) + plt.plot(x_values, values, marker="o", linewidth=1.8) + plt.title(key) + plt.xlabel(x_label) + plt.ylabel(key) + plt.grid(alpha=0.3) + plt.tight_layout() + out_path = os.path.join(plot_dir, f"{key}.png") + fig.savefig(out_path, dpi=150) + plt.close(fig) + + # Combined summary figure for quick overview + fig = plt.figure(figsize=(10, 5.5)) + for key in selected_keys: + values = series[key]["value"] + epochs = series[key]["epoch"] + steps = series[key]["step"] + x_values = epochs if all(epoch is not None for epoch in epochs) else steps + if not all(v is not None for v in x_values): + x_values = list(range(len(values))) + plt.plot(x_values, values, linewidth=1.4, label=key) + plt.title("Validation/Test Metrics Over Time") + plt.xlabel("Epoch/Step") + plt.ylabel("Metric Value") + plt.grid(alpha=0.3) + plt.legend(loc="best", fontsize=8) + plt.tight_layout() + combined_path = os.path.join(plot_dir, "validation_test_metrics_over_time.png") + fig.savefig(combined_path, dpi=160) + plt.close(fig) + print(f"Saved metric plots to {plot_dir}") + + +def _latest_metrics_csv(exp_dir): + base_dir = os.path.join(exp_dir, "lightning_csv") + if not os.path.isdir(base_dir): + return None + version_dirs = [] + for name in os.listdir(base_dir): + if not name.startswith("version_"): + continue + suffix = name.split("_", 1)[-1] + if suffix.isdigit(): + version_dirs.append((int(suffix), os.path.join(base_dir, name))) + if not version_dirs: + return None + version_dirs.sort(key=lambda item: item[0], reverse=True) + for _, version_dir in version_dirs: + candidate = os.path.join(version_dir, "metrics.csv") + if os.path.isfile(candidate): + return candidate + return None + + +def main(conf): + training_conf = conf.get("training", {}) + data_conf = conf.get("data", {}) + # Normalize tags early and store as CSV string so Asteroid hparams tensor + # conversion doesn't crash on list[str]. + normalized_tags = _parse_tags(training_conf.get("wandb_tags", [])) + training_conf["wandb_tags"] = ",".join(normalized_tags) + seed = int(training_conf.get("seed", 1337)) + pl.seed_everything(seed, workers=True) + + speaker_count_weights = _parse_speaker_count_weights( + data_conf.get("speaker_count_weights", None) + ) + conf["data"]["speaker_count_weights"] = speaker_count_weights + min_speakers = data_conf.get("min_speakers", 1) + max_speakers = data_conf.get("max_speakers", 5) + debug_manifest_batches = int(training_conf.get("debug_manifest_batches", 0) or 0) + debug_manifest_dir = training_conf.get("debug_manifest_dir", "") + debug_hash_audio = _as_bool(training_conf.get("debug_hash_audio", False)) + return_metadata = debug_manifest_batches > 0 and bool(debug_manifest_dir) + + if speaker_count_weights is not None: + expected = max_speakers - min_speakers + 1 + if len(speaker_count_weights) != expected: + raise ValueError( + "speaker_count_weights length mismatch: " + f"expected {expected} values for counts [{min_speakers}..{max_speakers}], " + f"got {len(speaker_count_weights)}" + ) + if data_conf.get("dataset_type", "variable_librimix") == "online_mix": + train_set = OnlineMixDataset( + source_dir=data_conf["source_dir"], + n_src=data_conf["n_src"], + sample_rate=data_conf["sample_rate"], + segment=data_conf["segment"], + num_examples=data_conf.get("num_examples", 20000), + min_speakers=min_speakers, + max_speakers=max_speakers, + speaker_count_weights=speaker_count_weights, + seed=data_conf.get("train_seed", None), + return_metadata=return_metadata, + hash_audio=debug_hash_audio, + ) + val_set = OnlineMixDataset( + source_dir=data_conf["valid_source_dir"], + n_src=data_conf["n_src"], + sample_rate=data_conf["sample_rate"], + segment=data_conf["segment"], + num_examples=data_conf.get("val_num_examples", 2000), + min_speakers=min_speakers, + max_speakers=max_speakers, + speaker_count_weights=speaker_count_weights, + seed=data_conf.get("val_seed", 42), + return_metadata=return_metadata, + hash_audio=debug_hash_audio, + ) + else: + train_set = VariableLibriMix( + csv_dirs=conf["data"]["train_dir"], + task=conf["data"]["task"], + sample_rate=conf["data"]["sample_rate"], + n_src=conf["data"]["n_src"], + segment=conf["data"]["segment"], + ) + + val_set = VariableLibriMix( + csv_dirs=conf["data"]["valid_dir"], + task=conf["data"]["task"], + sample_rate=conf["data"]["sample_rate"], + n_src=conf["data"]["n_src"], + segment=conf["data"]["segment"], + ) + + train_generator = torch.Generator() + train_generator.manual_seed(seed) + val_generator = torch.Generator() + val_generator.manual_seed(seed + 1) + + train_loader = DataLoader( + train_set, + shuffle=True, + batch_size=training_conf["batch_size"], + num_workers=training_conf["num_workers"], + drop_last=True, + worker_init_fn=_seed_worker, + generator=train_generator, + ) + + val_loader = DataLoader( + val_set, + shuffle=False, + batch_size=training_conf["batch_size"], + num_workers=training_conf["num_workers"], + drop_last=True, + worker_init_fn=_seed_worker, + generator=val_generator, + ) + conf["masknet"].update({"n_src": data_conf["n_src"]}) + + finetune_from = conf.get("main_args", {}).get("finetune_from", "") + if finetune_from: + model = BaseModel.from_pretrained(finetune_from) + print(f"Initialized model weights from finetune checkpoint: {finetune_from}") + else: + model = ConvTasNet( + **conf["filterbank"], **conf["masknet"], sample_rate=data_conf["sample_rate"] + ) + optimizer = make_optimizer(model.parameters(), **conf["optim"]) + # Define scheduler + scheduler = None + if training_conf["half_lr"]: + scheduler = ReduceLROnPlateau(optimizer=optimizer, factor=0.5, patience=5) + # Just after instantiating, save the args. Easy loading in the future. + exp_dir = conf["main_args"]["exp_dir"] + os.makedirs(exp_dir, exist_ok=True) + conf_path = os.path.join(exp_dir, "conf.yml") + with open(conf_path, "w") as outfile: + yaml.safe_dump(conf, outfile) + + # Define Loss function. + loss_conf = conf.get("loss", {}) + silence_threshold = loss_conf.get("silence_threshold", 1e-5) + loss_mode = loss_conf.get("mode", "active_only_pit") + if loss_mode == "legacy_silence_robust": + loss_func = PITLossWrapper( + SilenceRobustPairwiseNegSDR("sisdr", threshold=silence_threshold), + pit_from="pw_mtx", + ) + elif loss_mode == "standard_pit_sisdr": + loss_func = PITLossWrapper(pairwise_neg_sisdr, pit_from="pw_mtx") + elif loss_mode == "active_only_pit": + loss_func = ActiveOnlyPITSilencePenalty( + threshold=silence_threshold, + silence_margin_db=loss_conf.get("silence_margin_db", -45.0), + silence_metric=loss_conf.get("silence_metric", "rms_db"), + active_weight=loss_conf.get("active_weight", 1.0), + silence_weight=loss_conf.get("silence_weight", 0.2), + active_metric=loss_conf.get("active_metric", "sisdr"), + active_threshold_mode=loss_conf.get("active_threshold_mode", "rms"), + active_l1_weight=loss_conf.get("active_l1_weight", 0.0), + active_l2_weight=loss_conf.get("active_l2_weight", 0.0), + active_rms_floor_db=loss_conf.get("active_rms_floor_db", None), + active_rms_penalty_weight=loss_conf.get("active_rms_penalty_weight", 0.0), + active_diversity_weight=loss_conf.get("active_diversity_weight", 0.0), + active_activity_bce_weight=loss_conf.get("active_activity_bce_weight", 0.0), + activity_threshold_db=loss_conf.get("activity_threshold_db", -40.0), + activity_temp_db=loss_conf.get("activity_temp_db", 3.0), + ) + else: + raise ValueError( + f"Unknown loss.mode={loss_mode}. " + "Supported: active_only_pit, legacy_silence_robust, standard_pit_sisdr." + ) + system = System( + model=model, + loss_func=loss_func, + optimizer=optimizer, + train_loader=train_loader, + val_loader=val_loader, + scheduler=scheduler, + config=conf, + ) + + # Define callbacks + callbacks = [] + checkpoint_dir = os.path.join(exp_dir, "checkpoints/") + checkpoint = ModelCheckpoint( + checkpoint_dir, monitor="val_loss", mode="min", save_top_k=5, verbose=True + ) + callbacks.append(checkpoint) + if training_conf["early_stop"]: + callbacks.append( + EarlyStopping( + monitor=training_conf.get("early_stop_monitor", "val_loss"), + mode=training_conf.get("early_stop_mode", "min"), + patience=int(training_conf.get("early_stop_patience", 30)), + min_delta=float(training_conf.get("early_stop_min_delta", 0.0)), + verbose=True, + ) + ) + + use_gpu = torch.cuda.is_available() + n_devices = torch.cuda.device_count() if use_gpu else 1 + trainer_strategy = "ddp_find_unused_parameters_true" if n_devices > 1 else "auto" + deterministic_debug = _as_bool(training_conf.get("deterministic_debug", False)) + if deterministic_debug: + torch.use_deterministic_algorithms(True) + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False + train_steps = _estimate_steps_per_epoch( + len(train_set), training_conf["batch_size"], n_devices if use_gpu else 1 + ) + val_steps = _estimate_steps_per_epoch( + len(val_set), training_conf["batch_size"], n_devices if use_gpu else 1 + ) + print( + "Effective loader stats: " + f"train_examples={len(train_set)}, val_examples={len(val_set)}, " + f"batch_size={training_conf['batch_size']}, devices={(n_devices if use_gpu else 1)}, " + f"train_steps_per_epoch~{train_steps}, val_steps_per_epoch~{val_steps}" + ) + trainer_logger = _build_loggers(training_conf, conf, exp_dir) + if isinstance(trainer_logger, WandbLogger) and _as_bool( + training_conf.get("wandb_watch_model", False) + ): + trainer_logger.watch(model, log="all", log_freq=100) + elif isinstance(trainer_logger, list): + for logger in trainer_logger: + if isinstance(logger, WandbLogger) and _as_bool( + training_conf.get("wandb_watch_model", False) + ): + logger.watch(model, log="all", log_freq=100) + + trainer = pl.Trainer( + max_epochs=training_conf["epochs"], + callbacks=callbacks, + logger=trainer_logger, + default_root_dir=exp_dir, + accelerator="gpu" if use_gpu else "cpu", + strategy=trainer_strategy, + devices=n_devices if use_gpu else 1, + limit_train_batches=1.0, + gradient_clip_val=5.0, + deterministic=deterministic_debug, + ) + trainer.fit(system) + + best_k = {k: v.item() for k, v in checkpoint.best_k_models.items()} + with open(os.path.join(exp_dir, "best_k_models.json"), "w") as f: + json.dump(best_k, f, indent=0) + + state_dict = torch.load(checkpoint.best_model_path) + system.load_state_dict(state_dict=state_dict["state_dict"]) + system.cpu() + + to_save = system.model.serialize() + to_save.update(train_set.get_infos()) + torch.save(to_save, os.path.join(exp_dir, "best_model.pth")) + if getattr(trainer, "is_global_zero", True): + csv_metrics_path = _latest_metrics_csv(exp_dir) + plot_dir = os.path.join(exp_dir, "metric_plots") + if csv_metrics_path is None: + print("No CSV metrics file found; skipping metric plotting.") + else: + _save_metric_plots(training_conf, csv_metrics_path, plot_dir) + + if isinstance(trainer_logger, WandbLogger) and getattr(trainer, "is_global_zero", True): + trainer_logger.experiment.finish() + elif isinstance(trainer_logger, list) and getattr(trainer, "is_global_zero", True): + for logger in trainer_logger: + if isinstance(logger, WandbLogger): + logger.experiment.finish() + + +if __name__ == "__main__": + import yaml + from pprint import pprint + from asteroid.utils import prepare_parser_from_dict, parse_args_as_dict + + with open("local/conf.yml") as f: + def_conf = yaml.safe_load(f) + parser = prepare_parser_from_dict(def_conf, parser=parser) + arg_dic, plain_args = parse_args_as_dict(parser, return_plain_args=True) + pprint(arg_dic) + main(arg_dic) diff --git a/egs/librimix/ConvTasNet_5src/utils b/egs/librimix/ConvTasNet_5src/utils new file mode 120000 index 000000000..6542efa9b --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/utils @@ -0,0 +1 @@ +../ConvTasNet/utils \ No newline at end of file diff --git a/egs/librimix/ConvTasNet_5src/validate.py b/egs/librimix/ConvTasNet_5src/validate.py new file mode 100644 index 000000000..c0a9b72c3 --- /dev/null +++ b/egs/librimix/ConvTasNet_5src/validate.py @@ -0,0 +1,836 @@ +#!/usr/bin/env python +"""Validation / sanity-check script for the 5-speaker causal ConvTasNet. + +Three validation sections: + 1. N-Speaker separation test (1-5 speakers) with PIT-based reordering + 2. Visualizations (waveforms + spectrograms saved as PNG, per-source comparisons) + 3. Causal streaming test (causality, LambdaOverlapAdd, latency) + +Usage: + python validate.py --exp_dir exp/smoke_test/ + python validate.py --model_path exp/smoke_test/best_model.pth + python validate.py --exp_dir exp/smoke_test/ --sample_rate 16000 + + # Dryrun: use a known-good pretrained 2-source model to verify the pipeline + python validate.py --dryrun --out_dir validate_output_dryrun/ +""" + +import argparse +import os +import sys +import time +import json + +import yaml +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np +import soundfile as sf +import torch + +# Ensure asteroid is importable from the repo root +_repo_root = os.path.abspath(os.path.join(os.path.dirname(__file__), "..", "..", "..")) +if _repo_root not in sys.path: + sys.path.insert(0, _repo_root) + +from asteroid.models.base_models import BaseModel +from asteroid.data.online_mix_dataset import OnlineMixDataset +from asteroid.dsp.overlap_add import LambdaOverlapAdd +from asteroid.losses import PITLossWrapper, pairwise_neg_sisdr + + +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- + +def si_sdr(estimate, reference, eps=1e-8): + """Compute Scale-Invariant Signal-to-Distortion Ratio (SI-SDR) in dB. + + Args: + estimate (np.ndarray): 1-D estimated signal. + reference (np.ndarray): 1-D reference signal. + + Returns: + float: SI-SDR in dB. + """ + estimate = estimate - np.mean(estimate) + reference = reference - np.mean(reference) + dot = np.sum(estimate * reference) + s_target = dot * reference / (np.sum(reference ** 2) + eps) + e_noise = estimate - s_target + val = np.sum(s_target ** 2) / (np.sum(e_noise ** 2) + eps) + return 10 * np.log10(val + eps) + + +def rms_db(x, eps=1e-10): + """RMS energy in dB.""" + return 20 * np.log10(np.sqrt(np.mean(x ** 2)) + eps) + + +def classify_active(channel_rms_db, threshold_db=-40.0): + """Return True if the channel is considered active.""" + return channel_rms_db > threshold_db + + +def magnitude_spectrogram(signal_np, n_fft=256, hop_length=64): + """Compute linear-magnitude STFT spectrogram.""" + sig_t = torch.from_numpy(signal_np).float() + window = torch.hann_window(n_fft) + stft = torch.stft( + sig_t, + n_fft=n_fft, + hop_length=hop_length, + window=window, + return_complex=True, + ) + return torch.abs(stft).numpy() + + +def log_spectral_distance_db(estimate, reference, eps=1e-8, n_fft=256, hop_length=64): + """Mean log-spectral distance in dB.""" + est_mag = magnitude_spectrogram(estimate, n_fft=n_fft, hop_length=hop_length) + ref_mag = magnitude_spectrogram(reference, n_fft=n_fft, hop_length=hop_length) + est_log = 20.0 * np.log10(est_mag + eps) + ref_log = 20.0 * np.log10(ref_mag + eps) + return float(np.mean(np.sqrt((est_log - ref_log) ** 2))) + + +def spectral_convergence(estimate, reference, eps=1e-8, n_fft=256, hop_length=64): + """Spectral convergence: ||S_ref - S_est||_F / ||S_ref||_F.""" + est_mag = magnitude_spectrogram(estimate, n_fft=n_fft, hop_length=hop_length) + ref_mag = magnitude_spectrogram(reference, n_fft=n_fft, hop_length=hop_length) + num = np.linalg.norm(ref_mag - est_mag, ord="fro") + den = np.linalg.norm(ref_mag, ord="fro") + eps + return float(num / den) + + +# --------------------------------------------------------------------------- +# Section 1: N-Speaker Separation Test +# --------------------------------------------------------------------------- + +def run_n_speaker_test( + model, + source_dir, + sample_rate, + device, + n_src=5, + speaker_range=None, + active_rms_db=-40.0, +): + """Run separation on synthetic mixtures with varying speaker counts. + + Uses PIT (Permutation Invariant Training) loss to find the optimal + source permutation before computing metrics. + + Args: + model: Trained separation model. + source_dir: Path to directory with speaker sub-directories. + sample_rate: Audio sample rate in Hz. + device: torch device. + n_src: Number of output sources the model produces. + speaker_range: Iterable of speaker counts to test. Defaults to + range(1, n_src+1). + + Returns: + dict: {n_speakers: {mixture, sources, estimates, reordered, stats}} + """ + if speaker_range is None: + speaker_range = range(1, n_src + 1) + loss_func = PITLossWrapper(pairwise_neg_sisdr, pit_from="pw_mtx") + results = {} + for n_spk in speaker_range: + print(f"\n--- {n_spk}-speaker test ---") + ds = OnlineMixDataset( + source_dir=source_dir, + n_src=n_src, + sample_rate=sample_rate, + segment=3.0, + min_speakers=n_spk, + max_speakers=n_spk, + num_examples=1, + seed=42, + ) + mixture, sources = ds[0] # (seg_len,), (n_src, seg_len) + + # Run model + with torch.no_grad(): + mix_in = mixture.unsqueeze(0).to(device) # (1, seg_len) + estimates = model(mix_in) # (1, n_src, seg_len) + estimates = estimates.cpu().squeeze(0) # (n_src, seg_len) + + # PIT reordering: find optimal permutation to match GT + with torch.no_grad(): + _, reordered = loss_func( + estimates.unsqueeze(0), sources.unsqueeze(0), return_est=True + ) + reordered = reordered.squeeze(0) # (n_src, seg_len) + + # Per-channel stats (computed on reordered estimates) + stats = [] + for ch in range(n_src): + est_np = reordered[ch].numpy() + src_np = sources[ch].numpy() + ch_rms = rms_db(est_np) + active = classify_active(ch_rms, threshold_db=active_rms_db) + est_zm = est_np - np.mean(est_np) + src_zm = src_np - np.mean(src_np) + if np.std(est_zm) > 1e-8 and np.std(src_zm) > 1e-8: + corr = float(np.corrcoef(est_zm, src_zm)[0, 1]) + else: + corr = float("nan") + entry = { + "channel": ch, + "rms_db": ch_rms, + "active": active, + "expected_active": ch < n_spk, + "mean_est": float(np.mean(est_np)), + "mean_ref": float(np.mean(src_np)), + "corr_zm": corr, + } + # SI-SDR only for channels with actual source energy + if ch < n_spk: + entry["si_sdr"] = si_sdr(est_np, src_np) + entry["log_spectral_distance_db"] = log_spectral_distance_db(est_np, src_np) + entry["spectral_convergence"] = spectral_convergence(est_np, src_np) + else: + entry["si_sdr"] = None + entry["log_spectral_distance_db"] = None + entry["spectral_convergence"] = None + stats.append(entry) + + # Report + for s in stats: + marker = "OK" if s["active"] == s["expected_active"] else "MISMATCH" + si_str = f"{s['si_sdr']:.1f} dB" if s['si_sdr'] is not None else "n/a" + lsd_str = ( + f"{s['log_spectral_distance_db']:.2f} dB" + if s["log_spectral_distance_db"] is not None + else "n/a" + ) + sc_str = ( + f"{s['spectral_convergence']:.3f}" + if s["spectral_convergence"] is not None + else "n/a" + ) + corr_str = f"{s['corr_zm']:+.2f}" if not np.isnan(s["corr_zm"]) else "n/a" + print( + f" ch{s['channel']}: RMS={s['rms_db']:.1f} dB " + f"active={s['active']} expected={s['expected_active']} " + f"SI-SDR={si_str} LSD={lsd_str} SC={sc_str} corr(zm)={corr_str} " + f"mean(est/ref)=({s['mean_est']:+.3e}/{s['mean_ref']:+.3e}) [{marker}]" + ) + + results[n_spk] = { + "mixture": mixture, + "sources": sources, + "estimates": estimates, + "reordered": reordered, + "stats": stats, + } + return results + + +def summarize_artifact_metrics(results): + """Aggregate artifact-focused metrics from validation results.""" + summary = {"per_case": {}, "overall": {}} + all_sisdr = [] + all_lsd = [] + all_sc = [] + all_corr = [] + + for n_spk, data in results.items(): + active_rows = [row for row in data["stats"] if row["expected_active"]] + if not active_rows: + continue + sisdr_vals = [row["si_sdr"] for row in active_rows if row["si_sdr"] is not None] + lsd_vals = [ + row["log_spectral_distance_db"] + for row in active_rows + if row["log_spectral_distance_db"] is not None + ] + sc_vals = [ + row["spectral_convergence"] + for row in active_rows + if row["spectral_convergence"] is not None + ] + corr_vals = [ + row["corr_zm"] + for row in active_rows + if row["corr_zm"] is not None and not np.isnan(row["corr_zm"]) + ] + + all_sisdr.extend(sisdr_vals) + all_lsd.extend(lsd_vals) + all_sc.extend(sc_vals) + all_corr.extend(corr_vals) + + summary["per_case"][str(n_spk)] = { + "n_active_channels": len(active_rows), + "mean_si_sdr_db": float(np.mean(sisdr_vals)) if sisdr_vals else None, + "mean_log_spectral_distance_db": float(np.mean(lsd_vals)) if lsd_vals else None, + "mean_spectral_convergence": float(np.mean(sc_vals)) if sc_vals else None, + "mean_corr_zm": float(np.mean(corr_vals)) if corr_vals else None, + } + + summary["overall"] = { + "mean_si_sdr_db": float(np.mean(all_sisdr)) if all_sisdr else None, + "mean_log_spectral_distance_db": float(np.mean(all_lsd)) if all_lsd else None, + "mean_spectral_convergence": float(np.mean(all_sc)) if all_sc else None, + "mean_corr_zm": float(np.mean(all_corr)) if all_corr else None, + } + return summary + + +# --------------------------------------------------------------------------- +# Section 2: Visualizations +# --------------------------------------------------------------------------- + +def make_spectrogram(signal_np, sample_rate, n_fft=256, hop_length=64): + """Compute magnitude spectrogram using torch.stft, return as numpy.""" + sig_t = torch.from_numpy(signal_np).float() + window = torch.hann_window(n_fft) + stft = torch.stft(sig_t, n_fft=n_fft, hop_length=hop_length, + window=window, return_complex=True) + mag = torch.abs(stft).numpy() + # Convert to dB + mag_db = 20 * np.log10(mag + 1e-10) + return mag_db + + +def align_estimate_for_display(estimate_np, reference_np, eps=1e-8): + """Affine-align estimate to reference for display: scale + bias. + + This does not change SI-SDR metrics; it is only for making waveform plots + easier to compare when the model output has arbitrary polarity/offset. + """ + est = np.asarray(estimate_np) + ref = np.asarray(reference_np) + est_zm = est - np.mean(est) + ref_zm = ref - np.mean(ref) + scale = np.sum(est_zm * ref_zm) / (np.sum(est_zm ** 2) + eps) + bias = np.mean(ref) - scale * np.mean(est) + return scale * est + bias + + +def save_visualizations(results, out_dir, sample_rate, n_src=5, align_for_display=True): + """Generate and save PNG figures for each N-speaker test case. + + For each N-speaker case, saves: + - {n}spk_separation.png: overview (mixture, stacked GT, stacked estimates) + - {n}spk_per_source.png: per-source GT vs estimate comparison + """ + os.makedirs(out_dir, exist_ok=True) + audio_dir = os.path.join(out_dir, "audio") + os.makedirs(audio_dir, exist_ok=True) + + for n_spk, data in results.items(): + mixture = data["mixture"].numpy() + sources = data["sources"].numpy() # (n_src, T) + estimates = data["reordered"].numpy() # (n_src, T) — PIT-reordered + stats = data["stats"] + T = mixture.shape[0] + t_axis = np.arange(T) / sample_rate + n_active = sum(1 for s in stats if s["expected_active"]) + + # Optional display-only alignment to handle polarity/DC ambiguity. + estimates_disp = estimates.copy() + if align_for_display: + for ch in range(min(n_active, n_src)): + estimates_disp[ch] = align_estimate_for_display(estimates[ch], sources[ch]) + + # --- Save audio files (using reordered estimates) --- + sf.write(os.path.join(audio_dir, f"{n_spk}spk_mixture.wav"), mixture, sample_rate) + for ch in range(n_src): + sf.write(os.path.join(audio_dir, f"{n_spk}spk_src{ch}.wav"), sources[ch], sample_rate) + sf.write(os.path.join(audio_dir, f"{n_spk}spk_est{ch}.wav"), estimates[ch], sample_rate) + + # --- Overview figure (3x2 grid) --- + fig, axes = plt.subplots(3, 2, figsize=(16, 12)) + fig.suptitle(f"{n_spk}-Speaker Separation", fontsize=14, fontweight="bold") + + # Row 1: Mixture waveform + spectrogram + axes[0, 0].plot(t_axis, mixture, linewidth=0.3, color="steelblue") + axes[0, 0].set_title("Mixture Waveform") + axes[0, 0].set_xlabel("Time (s)") + axes[0, 0].set_ylabel("Amplitude") + axes[0, 0].set_xlim(0, T / sample_rate) + + spec = make_spectrogram(mixture, sample_rate) + axes[0, 1].imshow( + spec, aspect="auto", origin="lower", + extent=[0, T / sample_rate, 0, sample_rate / 2], + cmap="magma", + ) + axes[0, 1].set_title("Mixture Spectrogram") + axes[0, 1].set_xlabel("Time (s)") + axes[0, 1].set_ylabel("Frequency (Hz)") + + # Row 2: Ground-truth sources (stacked) + ax_src = axes[1, 0] + ax_src.set_title(f"Ground-Truth Sources ({n_spk} active)") + for ch in range(n_src): + offset = ch * 2.0 + label = f"src{ch}" if ch < n_spk else f"src{ch} (silent)" + color = f"C{ch}" if ch < n_spk else "lightgray" + ax_src.plot(t_axis, sources[ch] + offset, linewidth=0.3, color=color, label=label) + ax_src.set_xlabel("Time (s)") + ax_src.set_ylabel("Channel (offset)") + ax_src.legend(fontsize=7, loc="upper right") + ax_src.set_xlim(0, T / sample_rate) + + # Row 2 right: source spectrograms montage for active sources + if n_spk > 0: + src_spec = make_spectrogram(sources[0], sample_rate) + axes[1, 1].imshow( + src_spec, aspect="auto", origin="lower", + extent=[0, T / sample_rate, 0, sample_rate / 2], + cmap="magma", + ) + axes[1, 1].set_title("Source 0 Spectrogram (GT)") + axes[1, 1].set_xlabel("Time (s)") + axes[1, 1].set_ylabel("Frequency (Hz)") + + # Row 3: Model estimates (stacked, reordered) + ax_est = axes[2, 0] + est_title = "Model Estimates" + if align_for_display: + est_title += " (display-aligned)" + est_title += f" ({n_src} channels, PIT-reordered)" + ax_est.set_title(est_title) + for ch in range(n_src): + offset = ch * 2.0 + s = stats[ch] + tag = "active" if s["active"] else "silent" + match = "OK" if s["active"] == s["expected_active"] else "MISMATCH" + label = f"est{ch} ({tag}, {match})" + color = f"C{ch}" if s["active"] else "lightgray" + ax_est.plot(t_axis, estimates_disp[ch] + offset, linewidth=0.3, color=color, label=label) + ax_est.set_xlabel("Time (s)") + ax_est.set_ylabel("Channel (offset)") + ax_est.legend(fontsize=7, loc="upper right") + ax_est.set_xlim(0, T / sample_rate) + + # Row 3 right: estimate channel 0 spectrogram + est_spec = make_spectrogram(estimates_disp[0], sample_rate) + axes[2, 1].imshow( + est_spec, aspect="auto", origin="lower", + extent=[0, T / sample_rate, 0, sample_rate / 2], + cmap="magma", + ) + spec_title = "Estimate 0 Spectrogram" + if align_for_display: + spec_title += " (display-aligned)" + spec_title += " (PIT-reordered)" + axes[2, 1].set_title(spec_title) + axes[2, 1].set_xlabel("Time (s)") + axes[2, 1].set_ylabel("Frequency (Hz)") + + plt.tight_layout() + fig_path = os.path.join(out_dir, f"{n_spk}spk_separation.png") + fig.savefig(fig_path, dpi=150) + plt.close(fig) + print(f" Saved {fig_path}") + + # --- Per-source comparison figure --- + n_active = max(n_spk, 1) + fig_ps, axes_ps = plt.subplots(n_active, 4, figsize=(20, 3.5 * n_active)) + fig_ps.suptitle( + f"{n_spk}-Speaker: Per-Source Comparison (PIT-reordered)", + fontsize=14, fontweight="bold", + ) + # Handle n_active == 1: subplots returns 1D array instead of 2D + if n_active == 1: + axes_ps = axes_ps[np.newaxis, :] + + for src_i in range(n_active): + gt = sources[src_i] + est = estimates_disp[src_i] + s = stats[src_i] + si_str = f"{s['si_sdr']:.1f} dB" if s["si_sdr"] is not None else "n/a" + + # Col 0: GT waveform + axes_ps[src_i, 0].plot(t_axis, gt, linewidth=0.3, color=f"C{src_i}") + axes_ps[src_i, 0].set_title(f"GT src{src_i}") + axes_ps[src_i, 0].set_xlim(0, T / sample_rate) + axes_ps[src_i, 0].set_ylabel("Amplitude") + + # Col 1: GT spectrogram + gt_spec = make_spectrogram(gt, sample_rate) + axes_ps[src_i, 1].imshow( + gt_spec, aspect="auto", origin="lower", + extent=[0, T / sample_rate, 0, sample_rate / 2], + cmap="magma", + ) + axes_ps[src_i, 1].set_title(f"GT src{src_i} spec") + axes_ps[src_i, 1].set_ylabel("Freq (Hz)") + + # Col 2: Estimate waveform + axes_ps[src_i, 2].plot(t_axis, est, linewidth=0.3, color=f"C{src_i}") + title = f"Est src{src_i} SI-SDR={si_str}" + if align_for_display: + title += " [display-aligned]" + axes_ps[src_i, 2].set_title(title) + axes_ps[src_i, 2].set_xlim(0, T / sample_rate) + axes_ps[src_i, 2].set_ylabel("Amplitude") + + # Col 3: Estimate spectrogram + est_spec_i = make_spectrogram(est, sample_rate) + axes_ps[src_i, 3].imshow( + est_spec_i, aspect="auto", origin="lower", + extent=[0, T / sample_rate, 0, sample_rate / 2], + cmap="magma", + ) + axes_ps[src_i, 3].set_title(f"Est src{src_i} spec SI-SDR={si_str}") + axes_ps[src_i, 3].set_ylabel("Freq (Hz)") + + # Add x-labels to bottom row only + for col in range(4): + axes_ps[n_active - 1, col].set_xlabel("Time (s)") + + plt.tight_layout() + fig_ps_path = os.path.join(out_dir, f"{n_spk}spk_per_source.png") + fig_ps.savefig(fig_ps_path, dpi=150) + plt.close(fig_ps) + print(f" Saved {fig_ps_path}") + + +# --------------------------------------------------------------------------- +# Section 3: Causal Streaming Test +# --------------------------------------------------------------------------- + +def run_streaming_test( + model, + source_dir, + sample_rate, + block_ms, + device, + n_src=5, + stream_window_ms=None, + stream_hop_ms=None, +): + """Run causality, LambdaOverlapAdd, and latency tests.""" + window_ms = block_ms if stream_window_ms is None else stream_window_ms + hop_ms = (window_ms / 2.0) if stream_hop_ms is None else stream_hop_ms + block_samples = int(window_ms / 1000.0 * sample_rate) + hop_samples = int(hop_ms / 1000.0 * sample_rate) + # Make sure sizes are even (required by LambdaOverlapAdd) + if block_samples % 2 != 0: + block_samples += 1 + if hop_samples % 2 != 0: + hop_samples += 1 + + # Get a 3-second test mixture + n_mix_spk = min(3, n_src) + ds = OnlineMixDataset( + source_dir=source_dir, + n_src=n_src, + sample_rate=sample_rate, + segment=3.0, + min_speakers=n_mix_spk, + max_speakers=n_mix_spk, + num_examples=1, + seed=123, + ) + mixture, _ = ds[0] # (seg_len,) + total_samples = mixture.shape[0] + + print("\n" + "=" * 60) + print("SECTION 3: Causal Streaming Test") + print("=" * 60) + + # ------------------------------------------------------------------ + # Test A: Causality verification + # ------------------------------------------------------------------ + print( + f"\n--- Test A: Causality verification (window={window_ms}ms = {block_samples} samples," + f" hop={hop_ms}ms = {hop_samples} samples) ---" + ) + + with torch.no_grad(): + mix_full = mixture.unsqueeze(0).to(device) # (1, total_samples) + full_output = model(mix_full) # (1, 5, total_samples) + + mix_short = mixture[:block_samples].unsqueeze(0).to(device) + short_output = model(mix_short) # (1, 5, block_samples) + + mix_medium = mixture[:2 * block_samples].unsqueeze(0).to(device) + medium_output = model(mix_medium) # (1, 5, 2*block_samples) + + # Compare first block + # Note: ConvTasNet uses cumulative layer norm (cLN) which computes stats + # over the full input length, so different-length inputs will have small + # numeric differences even for causal convolutions. Tolerance of 0.05 is + # appropriate — truly non-causal models would show differences of ~1.0+. + causality_tol = 0.05 + full_first_block = full_output[:, :, :block_samples].cpu() + short_first_block = short_output[:, :, :block_samples].cpu() + diff_short = torch.max(torch.abs(full_first_block - short_first_block)).item() + pass_short = diff_short < causality_tol + + # Compare first 2 blocks + n_medium = min(2 * block_samples, full_output.shape[2], medium_output.shape[2]) + full_medium_slice = full_output[:, :, :n_medium].cpu() + medium_slice = medium_output[:, :, :n_medium].cpu() + diff_medium = torch.max(torch.abs(full_medium_slice - medium_slice)).item() + pass_medium = diff_medium < causality_tol + + status_short = "PASS" if pass_short else "FAIL" + status_medium = "PASS" if pass_medium else "FAIL" + print(f" full[:, :, :{block_samples}] vs short_output: max_diff={diff_short:.2e} [{status_short}]") + print(f" full[:, :, :{n_medium}] vs medium_output: max_diff={diff_medium:.2e} [{status_medium}]") + + if pass_short and pass_medium: + print(" => Causality CONFIRMED: future samples do not affect past outputs.") + else: + print(" => Causality check FAILED: outputs differ beyond tolerance.") + + # ------------------------------------------------------------------ + # Test B: LambdaOverlapAdd streaming + # ------------------------------------------------------------------ + print(f"\n--- Test B: LambdaOverlapAdd streaming ---") + print(f" window_size={block_samples}, hop_size={hop_samples}") + + ola_model = LambdaOverlapAdd( + nnet=model, + n_src=n_src, + window_size=block_samples, + hop_size=hop_samples, + window="hann", + reorder_chunks=True, + ) + ola_model = ola_model.to(device) + + with torch.no_grad(): + # LambdaOverlapAdd expects (batch, 1, time) + mix_ola = mixture.unsqueeze(0).unsqueeze(0).to(device) # (1, 1, total_samples) + ola_output = ola_model(mix_ola) # (1, 5, total_samples) + + # Compare against full-sequence output + full_np = full_output.cpu().squeeze(0).numpy() # (5, T) + ola_np = ola_output.cpu().squeeze(0).numpy() # (5, T) + T_compare = min(full_np.shape[1], ola_np.shape[1]) + full_np = full_np[:, :T_compare] + ola_np = ola_np[:, :T_compare] + + max_abs_diff = np.max(np.abs(full_np - ola_np)) + print(f" Max absolute difference (full vs OLA): {max_abs_diff:.4f}") + + for ch in range(n_src): + f_ch = full_np[ch] + o_ch = ola_np[ch] + if np.std(f_ch) > 1e-8 and np.std(o_ch) > 1e-8: + corr = np.corrcoef(f_ch, o_ch)[0, 1] + else: + corr = float("nan") + print(f" ch{ch}: correlation={corr:.4f}") + + # ------------------------------------------------------------------ + # Test C: Latency measurement + # ------------------------------------------------------------------ + print(f"\n--- Test C: Latency measurement ---") + + # Single-block input + single_block = torch.randn(1, block_samples, device=device) + n_warmup = 10 + n_runs = 50 + + # Warmup + with torch.no_grad(): + for _ in range(n_warmup): + _ = model(single_block) + + if device.type == "cuda": + torch.cuda.synchronize() + + # Timed runs + times = [] + with torch.no_grad(): + for _ in range(n_runs): + if device.type == "cuda": + torch.cuda.synchronize() + t0 = time.perf_counter() + _ = model(single_block) + if device.type == "cuda": + torch.cuda.synchronize() + t1 = time.perf_counter() + times.append((t1 - t0) * 1000) # ms + + avg_ms = np.mean(times) + std_ms = np.std(times) + rt_factor = avg_ms / hop_ms + print( + f" Step latency: {avg_ms:.2f} +/- {std_ms:.2f} ms " + f"(window={window_ms}ms, hop={hop_ms}ms)" + ) + print(f" Real-time factor vs hop: {rt_factor:.3f}x ({'faster' if rt_factor < 1 else 'slower'} than real-time)") + + +# --------------------------------------------------------------------------- +# Main +# --------------------------------------------------------------------------- + +def _resolve_speaker_range_arg(parser, speaker_range_arg, n_src, profile): + if speaker_range_arg: + try: + speaker_range = [int(x.strip()) for x in speaker_range_arg.split(",") if x.strip()] + except ValueError: + parser.error( + f"Invalid --speaker_range value: {speaker_range_arg!r}. Expected comma-separated ints." + ) + bad = [x for x in speaker_range if x < 1 or x > n_src] + if bad: + parser.error(f"Invalid --speaker_range values {bad}. Valid range is [1..{n_src}].") + return speaker_range + return [2] if profile == "two_spk_in_5ch" else list(range(1, n_src + 1)) + + +def main(): + parser = argparse.ArgumentParser(description="Validation script for 5-speaker ConvTasNet") + parser.add_argument("--model_path", type=str, default=None, + help="Path to best_model.pth checkpoint") + parser.add_argument("--exp_dir", type=str, default=None, + help="Experiment directory (auto-finds best_model.pth and conf.yml)") + parser.add_argument("--source_dir", type=str, + default="/home/mkeller/data/librimix/LibriSpeech/test-clean", + help="Directory with speaker sub-directories of clean audio") + parser.add_argument("--out_dir", type=str, default=None, + help="Output directory for figures/audio. Default: /validation") + parser.add_argument("--block_ms", type=float, default=200, + help="Block size in ms for streaming test") + parser.add_argument( + "--stream_window_ms", + type=float, + default=None, + help="Streaming window size in ms (overrides block_ms if set).", + ) + parser.add_argument( + "--stream_hop_ms", + type=float, + default=None, + help="Streaming hop size in ms (default is window/2 when omitted).", + ) + parser.add_argument("--sample_rate", type=int, default=None, + help="Sample rate (Hz); auto-detected from conf.yml if available") + parser.add_argument("--dryrun", action="store_true", + help="Use a pretrained 2-source ConvTasNet from the asteroid hub " + "to verify the validation pipeline independently of your model") + parser.add_argument( + "--profile", + type=str, + default="full", + choices=["full", "two_spk_in_5ch"], + help="Validation profile: full (1..n_src) or focused 2-speaker-in-5ch.", + ) + parser.add_argument( + "--align_for_display", + action=argparse.BooleanOptionalAction, + default=True, + help=( + "Apply per-source affine alignment (sign/scale/DC) to estimates for " + "plots only. Raw exported estimates and SI-SDR metrics remain unchanged." + ), + ) + parser.add_argument( + "--speaker_range", + type=str, + default=None, + help="Comma-separated active speaker counts to test, e.g. 1,2,3.", + ) + parser.add_argument( + "--active_rms_db", + type=float, + default=-40.0, + help="RMS threshold (dB) used to classify estimated channels as active.", + ) + args = parser.parse_args() + + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + print(f"Device: {device}") + + if args.dryrun: + # --- Dryrun mode: load known-good pretrained 2-source model --- + print("=" * 60) + print("DRYRUN MODE: using pretrained 2-source ConvTasNet") + print("=" * 60) + model = BaseModel.from_pretrained("Cosentino/ConvTasNet_LibriMix_sep_clean") + n_src = model.masker.n_src # 2 + sample_rate = 8000 + speaker_range = _resolve_speaker_range_arg(parser, args.speaker_range, n_src, args.profile) + if args.out_dir is None: + args.out_dir = "validate_output" + print(f" Model type: {type(model).__name__}") + print(f" n_src: {n_src}") + print(f" Sample rate: {sample_rate}") + else: + # --- Resolve model path --- + model_path = args.model_path + if model_path is None: + if args.exp_dir is None: + parser.error("Either --model_path or --exp_dir must be provided") + model_path = os.path.join(args.exp_dir, "best_model.pth") + if not os.path.isfile(model_path): + parser.error(f"Could not find best_model.pth in {args.exp_dir}") + if args.out_dir is None: + args.out_dir = os.path.join(os.path.dirname(model_path), "validation") + + # --- Resolve sample rate: CLI > conf.yml > default 8000 --- + sample_rate = args.sample_rate + if sample_rate is None: + # Try to load from conf.yml in exp_dir (or model_path's parent) + exp_dir = args.exp_dir or os.path.dirname(model_path) + conf_path = os.path.join(exp_dir, "conf.yml") + if os.path.isfile(conf_path): + with open(conf_path) as f: + train_conf = yaml.safe_load(f) + sample_rate = train_conf.get("data", {}).get("sample_rate", None) + if sample_rate is not None: + print(f"Auto-detected sample_rate={sample_rate} from {conf_path}") + if sample_rate is None: + sample_rate = 8000 + print(f"Using default sample_rate={sample_rate}") + + # Load model + print(f"Loading model from {model_path} ...") + model = BaseModel.from_pretrained(model_path) + n_src = int(model.masker.n_src) + speaker_range = _resolve_speaker_range_arg(parser, args.speaker_range, n_src, args.profile) + print(f" Model type: {type(model).__name__}") + print(f" Sample rate: {model.sample_rate}") + + model = model.eval().to(device) + + # Section 1 & 2 + print("\n" + "=" * 60) + print("SECTION 1: N-Speaker Separation Test") + print("=" * 60) + results = run_n_speaker_test( + model, args.source_dir, sample_rate, device, + n_src=n_src, speaker_range=speaker_range, + active_rms_db=args.active_rms_db, + ) + + print("\n" + "=" * 60) + print("SECTION 2: Visualizations") + print("=" * 60) + save_visualizations( + results, args.out_dir, sample_rate, n_src=n_src, align_for_display=args.align_for_display + ) + print(f" Audio saved to {os.path.join(args.out_dir, 'audio')}/") + + # Section 3 + run_streaming_test( + model, args.source_dir, sample_rate, args.block_ms, device, + n_src=n_src, + stream_window_ms=args.stream_window_ms, + stream_hop_ms=args.stream_hop_ms, + ) + + print("\n" + "=" * 60) + print("DONE. Check output in:", args.out_dir) + print("=" * 60) + + +if __name__ == "__main__": + main() diff --git a/tests/losses/active_only_pit_test.py b/tests/losses/active_only_pit_test.py new file mode 100644 index 000000000..8cabeabdd --- /dev/null +++ b/tests/losses/active_only_pit_test.py @@ -0,0 +1,103 @@ +import torch + +from asteroid.losses import ActiveOnlyPITSilencePenalty + + +def test_active_only_pit_returns_scalar_by_default(): + loss_func = ActiveOnlyPITSilencePenalty() + est = torch.randn(2, 3, 256) + tgt = torch.randn(2, 3, 256) + + loss = loss_func(est, tgt) + + assert torch.is_tensor(loss) + assert loss.ndim == 0 + + +def test_active_only_pit_return_components_schema(): + loss_func = ActiveOnlyPITSilencePenalty() + est = torch.randn(2, 3, 256) + tgt = torch.randn(2, 3, 256) + + loss, components = loss_func(est, tgt, return_components=True) + + assert torch.is_tensor(loss) + assert isinstance(components, dict) + assert set(components.keys()) == { + "active_pair", + "active_l1", + "active_l2", + "active_rms_floor", + "active_diversity", + "active_activity_bce", + "silent_rms_penalty", + "n_active_targets", + } + for value in components.values(): + assert torch.is_tensor(value) + assert value.ndim == 0 + + +def test_silence_penalty_length_invariant_rms_db(): + loss_func = ActiveOnlyPITSilencePenalty(silence_metric="rms_db", silence_margin_db=-45.0) + amp = 1e-2 + # Same RMS, different durations should produce the same dB penalty. + est_short = torch.full((1, 2, 1000), amp) + est_long = torch.full((1, 2, 4000), amp) + tgt_short = torch.zeros_like(est_short) + tgt_long = torch.zeros_like(est_long) + + _, comp_short = loss_func(est_short, tgt_short, return_components=True) + _, comp_long = loss_func(est_long, tgt_long, return_components=True) + + assert torch.allclose(comp_short["silent_rms_penalty"], comp_long["silent_rms_penalty"], atol=1e-5) + + +def test_active_threshold_mode_rms_vs_sum_energy(): + amp = 2e-4 + threshold = 1e-5 + tgt = torch.zeros(1, 2, 1000) + tgt[0, 0] = amp + est = torch.zeros_like(tgt) + + loss_rms = ActiveOnlyPITSilencePenalty( + threshold=threshold, + active_threshold_mode="rms", + ) + _, comp_rms = loss_rms(est, tgt, return_components=True) + assert comp_rms["n_active_targets"].item() == 0.0 + + loss_energy = ActiveOnlyPITSilencePenalty( + threshold=threshold, + active_threshold_mode="sum_energy", + ) + _, comp_energy = loss_energy(est, tgt, return_components=True) + assert comp_energy["n_active_targets"].item() == 1.0 + + +def test_active_diversity_penalty_nonzero_for_duplicate_active_channels(): + tgt = torch.randn(1, 2, 256) + est = torch.zeros_like(tgt) + est[0, 0] = tgt[0, 0] + est[0, 1] = tgt[0, 0] + + loss_func = ActiveOnlyPITSilencePenalty( + active_diversity_weight=1.0, + threshold=1e-8, + ) + _, comps = loss_func(est, tgt, return_components=True) + assert comps["active_diversity"].item() > 0.0 + + +def test_active_activity_bce_is_finite_when_enabled(): + tgt = torch.zeros(1, 3, 256) + tgt[0, 0] = torch.randn(256) + est = torch.randn(1, 3, 256) + + loss_func = ActiveOnlyPITSilencePenalty( + active_activity_bce_weight=0.5, + threshold=1e-8, + ) + loss, comps = loss_func(est, tgt, return_components=True) + assert torch.isfinite(loss) + assert torch.isfinite(comps["active_activity_bce"])