diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/env.log b/Conv-Tasnet/results/convtasnet_4-mix/1234/env.log new file mode 100644 index 0000000000000000000000000000000000000000..17db963651a535996a47f23e50b069df42fdd907 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/env.log @@ -0,0 +1,93 @@ +SpeechBrain system description +============================== +Python version: +3.11.13 (main, Jun 5 2025, 13:12:00) [GCC 11.2.0] +============================== +Installed Python packages: +black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 +============================== +Git revision: +c75ab5489 +============================== +CUDA version: +12.6 \ No newline at end of file diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/hyperparams.yaml b/Conv-Tasnet/results/convtasnet_4-mix/1234/hyperparams.yaml new file mode 100644 index 0000000000000000000000000000000000000000..b128014968ca7e9ad6f701b98383b6fa42610db0 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/hyperparams.yaml @@ -0,0 +1,179 @@ +# Generated 2025-06-26 from: +# /work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/hparams/convtasnet_4mix.yaml +# yamllint disable +# ################################ +# Model: SepFormer for source separation +# https://arxiv.org/abs/2010.13154 +# Dataset : WSJ0-2mix and WSJ0-3mix +# ################################ +# Basic parameters +# Seed needs to be set at top of yaml, before objects with parameters are made +# +seed: 1234 +__set_seed: !apply:speechbrain.utils.seed_everything [1234] + +# Data params + +# e.g. '/yourpath/wsj0-mix/2speakers' +# end with 2speakers for wsj0-2mix or 3speakers for wsj0-3mix +data_folder: /work105/youzhenghai/data/wsj0_2mix + +# the path for wsj0/si_tr_s/ folder -- only needed if dynamic mixing is used +# e.g. /yourpath/wsj0-processed/si_tr_s/ +base_folder_dm: /yourpath/wsj0-processed/si_tr_s/ + +experiment_name: convtasnet_4-mix +output_folder: results/convtasnet_4-mix/1234 +train_log: results/convtasnet_4-mix/1234/train_log.txt +save_folder: results/convtasnet_4-mix/1234/save +train_data: results/convtasnet_4-mix/1234/save/record_tr.csv +valid_data: results/convtasnet_4-mix/1234/save/record_val.csv +test_data: results/convtasnet_4-mix/1234/save/test_data.csv +skip_prep: false + + +# Experiment params +precision: fp32 # bf16, fp16 or fp32 +num_spks: 4 # set to 3 for wsj0-3mix +noprogressbar: false +save_audio: false # Save estimated sources on disk +sample_rate: 16000 + +####################### Training Parameters #################################### +N_epochs: 200 +batch_size: 2 +lr: 0.00015 +clip_grad_norm: 5 +loss_upper_lim: 999999 # this is the upper limit for an acceptable loss +# if True, the training sequences are cut to a specified length +limit_training_signal_len: true +# this is the length of sequences if we choose to limit +# the signal length of training sequences +training_signal_len: 64000000 + +# Set it to True to dynamically create mixtures at training time +dynamic_mixing: false + +# Parameters for data augmentation +use_wavedrop: false +use_speedperturb: true +use_rand_shift: false +min_shift: -8000 +max_shift: 8000 + +# Speed perturbation +speed_changes: &id001 [95, 100, 105] + +# Frequency drop: randomly drops a number of frequency bands to zero. +speed_perturb: !new:speechbrain.augment.time_domain.SpeedPerturb + orig_freq: 16000 + speeds: *id001 +drop_freq_low: 0 # Min frequency band dropout probability +drop_freq_high: 1 # Max frequency band dropout probability +drop_freq_count_low: 1 # Min number of frequency bands to drop +drop_freq_count_high: 3 # Max number of frequency bands to drop +drop_freq_width: 0.05 # Width of frequency bands to drop + +drop_freq: !new:speechbrain.augment.time_domain.DropFreq + drop_freq_low: 0 + drop_freq_high: 1 + drop_freq_count_low: 1 + drop_freq_count_high: 3 + drop_freq_width: 0.05 + +# Time drop: randomly drops a number of temporal chunks. +drop_chunk_count_low: 1 # Min number of audio chunks to drop +drop_chunk_count_high: 5 # Max number of audio chunks to drop +drop_chunk_length_low: 1000 # Min length of audio chunks to drop +drop_chunk_length_high: 2000 # Max length of audio chunks to drop + +drop_chunk: !new:speechbrain.augment.time_domain.DropChunk + drop_length_low: 1000 + drop_length_high: 2000 + drop_count_low: 1 + drop_count_high: 5 + +# loss thresholding -- this thresholds the training loss +threshold_byloss: true +threshold: -30 + +# Encoder parameters +N_encoder_out: 256 +# out_channels: 256 +kernel_size: 32 +kernel_stride: 16 + +# Dataloader options +dataloader_opts: + batch_size: 2 + num_workers: 3 + + +# Specifying the network +Encoder: &id002 !new:speechbrain.lobes.models.dual_path.Encoder + kernel_size: 32 + out_channels: 256 + +# intra: !new:speechbrain.lobes.models.dual_path.SBRNNBlock +# num_layers: 1 +# input_size: !ref +# hidden_channels: !ref +# dropout: 0 +# bidirectional: True + +# inter: !new:speechbrain.lobes.models.dual_path.SBRNNBlock +# num_layers: 1 +# input_size: !ref +# hidden_channels: !ref +# dropout: 0 +# bidirectional: True + +MaskNet: &id004 !new:speechbrain.lobes.models.conv_tasnet.MaskNet + + N: 256 + B: 256 + H: 512 + P: 3 + X: 6 + R: 4 + C: 4 + norm_type: gLN + causal: true + mask_nonlinear: relu + +Decoder: &id003 !new:speechbrain.lobes.models.dual_path.Decoder + in_channels: 256 + out_channels: 1 + kernel_size: 32 + stride: 16 + bias: false + +optimizer: !name:torch.optim.Adam + lr: 0.00015 + weight_decay: 0 + +loss: !name:speechbrain.nnet.losses.get_si_snr_with_pitwrapper + +lr_scheduler: &id006 !new:speechbrain.nnet.schedulers.ReduceLROnPlateau + + factor: 0.5 + patience: 2 + dont_halve_until_epoch: 85 + +epoch_counter: &id005 !new:speechbrain.utils.epoch_loop.EpochCounter + limit: 200 + +modules: + encoder: *id002 + decoder: *id003 + masknet: *id004 +checkpointer: !new:speechbrain.utils.checkpoints.Checkpointer + checkpoints_dir: results/convtasnet_4-mix/1234/save + recoverables: + encoder: *id002 + decoder: *id003 + masknet: *id004 + counter: *id005 + lr_scheduler: *id006 +train_logger: !new:speechbrain.utils.train_logger.FileTrainLogger + save_file: results/convtasnet_4-mix/1234/train_log.txt diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/log.txt b/Conv-Tasnet/results/convtasnet_4-mix/1234/log.txt new file mode 100644 index 0000000000000000000000000000000000000000..2c63aa5c82273fc2cf2af1fb7801efdd7b16574a --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/log.txt @@ -0,0 +1,2469 @@ +2025-06-25 15:28:37,926 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [allow_tf32, disable_jit_profiling] +2025-06-25 15:28:37,927 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-25 15:28:37,927 - speechbrain.core - INFO - Beginning experiment! +2025-06-25 15:28:37,927 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-25 15:28:38,304 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-25 15:28:38,310 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-25 15:28:39,128 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-25 15:28:39,128 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-25 15:28:39,274 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-25 15:28:39,274 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-25 15:28:39,274 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-25 15:28:39,275 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-25 15:28:40,086 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. +2025-06-25 15:28:40,086 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 +2025-06-25 15:28:40,154 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1404, in _fit_train + for batch in t: + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/tqdm/std.py", line 1181, in __iter__ + for obj in iterable: + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 733, in __next__ + data = self._next_data() + ^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 1515, in _next_data + return self._process_data(data, worker_id) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 1550, in _process_data + data.reraise() + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/_utils.py", line 750, in reraise + raise exception +RuntimeError: Caught RuntimeError in DataLoader worker process 0. +Original Traceback (most recent call last): + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/worker.py", line 349, in _worker_loop + data = fetcher.fetch(index) # type: ignore[possibly-undefined] + ^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/fetch.py", line 52, in fetch + data = [self.dataset[idx] for idx in possibly_batched_index] + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/fetch.py", line 52, in + data = [self.dataset[idx] for idx in possibly_batched_index] + ~~~~~~~~~~~~^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataset.py", line 167, in __getitem__ + return self.pipeline.compute_outputs({"id": data_id, **data_point}) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 507, in compute_outputs + return self._compute(data, self._exec_order, self.output_mapping) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 539, in _compute + values = item(*args) # Call the DynamicItem to produce output + ^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 73, in __call__ + return self.func(*args) + ^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 449, in audio_pipeline_mix + mix_sig = sb.dataio.dataio.read_audio(mix_wav) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataio.py", line 318, in read_audio + audio, _ = torchaudio.load(waveforms_obj, backend=backend) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torchaudio/_backend/utils.py", line 204, in load + backend = dispatcher(uri, format, backend) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torchaudio/_backend/utils.py", line 116, in dispatcher + raise RuntimeError(f"Couldn't find appropriate backend to handle uri {uri} and format {format}.") +RuntimeError: Couldn't find appropriate backend to handle uri /work106/wangth/workspace/speechbrain/recipes/LibriMix/baseline_train_data_6w/sample-000001/mixture.wav and format None. + +2025-06-25 15:35:44,367 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [allow_tf32, disable_jit_profiling] +2025-06-25 15:35:44,367 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-25 15:35:44,367 - speechbrain.core - INFO - Beginning experiment! +2025-06-25 15:35:44,367 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-25 15:35:44,601 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-25 15:35:44,607 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-25 15:35:45,427 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-25 15:35:45,427 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-25 15:35:45,610 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-25 15:35:45,611 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-25 15:35:45,611 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-25 15:35:45,611 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-25 15:35:46,419 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. +2025-06-25 15:35:46,419 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 +2025-06-25 15:35:46,470 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1404, in _fit_train + for batch in t: + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/tqdm/std.py", line 1181, in __iter__ + for obj in iterable: + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 733, in __next__ + data = self._next_data() + ^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 1515, in _next_data + return self._process_data(data, worker_id) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 1550, in _process_data + data.reraise() + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/_utils.py", line 750, in reraise + raise exception +RuntimeError: Caught RuntimeError in DataLoader worker process 0. +Original Traceback (most recent call last): + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/worker.py", line 349, in _worker_loop + data = fetcher.fetch(index) # type: ignore[possibly-undefined] + ^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/fetch.py", line 52, in fetch + data = [self.dataset[idx] for idx in possibly_batched_index] + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/fetch.py", line 52, in + data = [self.dataset[idx] for idx in possibly_batched_index] + ~~~~~~~~~~~~^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataset.py", line 167, in __getitem__ + return self.pipeline.compute_outputs({"id": data_id, **data_point}) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 507, in compute_outputs + return self._compute(data, self._exec_order, self.output_mapping) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 539, in _compute + values = item(*args) # Call the DynamicItem to produce output + ^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 73, in __call__ + return self.func(*args) + ^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 449, in audio_pipeline_mix + mix_sig = sb.dataio.dataio.read_audio(mix_wav) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataio.py", line 318, in read_audio + audio, _ = torchaudio.load(waveforms_obj, backend=backend) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torchaudio/_backend/utils.py", line 204, in load + backend = dispatcher(uri, format, backend) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torchaudio/_backend/utils.py", line 116, in dispatcher + raise RuntimeError(f"Couldn't find appropriate backend to handle uri {uri} and format {format}.") +RuntimeError: Couldn't find appropriate backend to handle uri /work106/wangth/workspace/speechbrain/recipes/LibriMix/baseline_train_data_6w/sample-000001/mixture.wav and format None. + +2025-06-25 15:45:50,116 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-25 15:45:50,117 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-25 15:45:50,117 - speechbrain.core - INFO - Beginning experiment! +2025-06-25 15:45:50,117 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-25 15:45:50,360 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-25 15:45:50,366 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-25 15:45:51,176 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-25 15:45:51,176 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-25 15:45:51,316 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-25 15:45:51,316 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-25 15:45:51,316 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-25 15:45:51,317 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-25 15:45:52,122 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. +2025-06-25 15:45:52,122 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 +2025-06-25 15:45:52,171 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1404, in _fit_train + for batch in t: + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/tqdm/std.py", line 1181, in __iter__ + for obj in iterable: + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 733, in __next__ + data = self._next_data() + ^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 1515, in _next_data + return self._process_data(data, worker_id) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/dataloader.py", line 1550, in _process_data + data.reraise() + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/_utils.py", line 750, in reraise + raise exception +RuntimeError: Caught RuntimeError in DataLoader worker process 0. +Original Traceback (most recent call last): + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/worker.py", line 349, in _worker_loop + data = fetcher.fetch(index) # type: ignore[possibly-undefined] + ^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/fetch.py", line 52, in fetch + data = [self.dataset[idx] for idx in possibly_batched_index] + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/utils/data/_utils/fetch.py", line 52, in + data = [self.dataset[idx] for idx in possibly_batched_index] + ~~~~~~~~~~~~^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataset.py", line 167, in __getitem__ + return self.pipeline.compute_outputs({"id": data_id, **data_point}) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 507, in compute_outputs + return self._compute(data, self._exec_order, self.output_mapping) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 539, in _compute + values = item(*args) # Call the DynamicItem to produce output + ^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/utils/data_pipeline.py", line 73, in __call__ + return self.func(*args) + ^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 449, in audio_pipeline_mix + mix_sig = sb.dataio.dataio.read_audio(mix_wav) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataio.py", line 318, in read_audio + audio, _ = torchaudio.load(waveforms_obj, backend=backend) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torchaudio/_backend/utils.py", line 204, in load + backend = dispatcher(uri, format, backend) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torchaudio/_backend/utils.py", line 116, in dispatcher + raise RuntimeError(f"Couldn't find appropriate backend to handle uri {uri} and format {format}.") +RuntimeError: Couldn't find appropriate backend to handle uri /work106/wangth/workspace/speechbrain/recipes/LibriMix/baseline_train_data_6w/sample-000001/mixture.wav and format None. + +2025-06-25 16:07:38,827 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-25 16:07:38,828 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-25 16:07:38,828 - speechbrain.core - INFO - Beginning experiment! +2025-06-25 16:07:38,828 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-25 16:07:39,068 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-25 16:07:39,073 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-25 16:07:39,883 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-25 16:07:39,884 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-25 16:07:40,031 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-25 16:07:40,031 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-25 16:07:40,031 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-25 16:07:40,032 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-25 16:07:40,838 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. +2025-06-25 16:07:40,839 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 +2025-06-25 16:07:43,948 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1410, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 130, in fit_batch + self.scaler.scale(loss).backward() + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/_tensor.py", line 648, in backward + torch.autograd.backward( + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/autograd/__init__.py", line 353, in backward + _engine_run_backward( + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/autograd/graph.py", line 824, in _engine_run_backward + return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-25 16:08:47,142 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [allow_tf32, disable_jit_profiling] +2025-06-25 16:08:47,142 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-25 16:08:47,142 - speechbrain.core - INFO - Beginning experiment! +2025-06-25 16:08:47,142 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-25 16:08:47,394 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-25 16:08:47,400 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-25 16:08:48,642 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-25 16:08:48,642 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-25 16:08:48,661 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-25 16:08:48,661 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-25 16:08:48,661 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-25 16:08:48,661 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-25 16:08:49,674 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. +2025-06-25 16:08:49,674 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 +2025-06-25 16:12:56,186 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1410, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 130, in fit_batch + self.scaler.scale(loss).backward() + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/_tensor.py", line 648, in backward + torch.autograd.backward( + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/autograd/__init__.py", line 353, in backward + _engine_run_backward( + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/autograd/graph.py", line 824, in _engine_run_backward + return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-25 16:14:28,717 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-25 16:14:28,717 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-25 16:14:28,717 - speechbrain.core - INFO - Beginning experiment! +2025-06-25 16:14:28,717 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-25 16:14:28,967 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-25 16:14:28,972 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-25 16:14:29,415 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 596, in + train_data, valid_data, test_data = dataio_prep(hparams) + ^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 429, in dataio_prep + replacements={"data_root": hparams["data_folder"]}, + ~~~~~~~^^^^^^^^^^^^^^^ +KeyError: 'data_folder' +2025-06-25 16:14:59,025 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [allow_tf32, disable_jit_profiling] +2025-06-25 16:14:59,026 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-25 16:14:59,026 - speechbrain.core - INFO - Beginning experiment! +2025-06-25 16:14:59,026 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-25 16:14:59,273 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-25 16:14:59,279 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-25 16:15:00,520 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-25 16:15:00,521 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-25 16:15:00,540 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-25 16:15:00,540 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-25 16:15:00,540 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-25 16:15:00,541 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-25 16:15:01,540 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. +2025-06-25 16:15:01,540 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 +2025-06-25 16:48:53,596 - speechbrain.utils.train_logger - INFO - epoch: 1, lr: 1.50e-04 - train si-snr: 2.76 - valid si-snr: 12.09 +2025-06-25 16:48:53,732 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+16-48-53+00 +2025-06-25 16:49:00,914 - speechbrain.utils.epoch_loop - INFO - Going into epoch 2 +2025-06-25 17:22:51,260 - speechbrain.utils.train_logger - INFO - epoch: 2, lr: 1.50e-04 - train si-snr: 2.15 - valid si-snr: 11.84 +2025-06-25 17:22:51,401 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+17-22-51+00 +2025-06-25 17:23:04,007 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+16-48-53+00 +2025-06-25 17:23:04,009 - speechbrain.utils.epoch_loop - INFO - Going into epoch 3 +2025-06-25 17:56:58,660 - speechbrain.utils.train_logger - INFO - epoch: 3, lr: 1.50e-04 - train si-snr: 1.96 - valid si-snr: 11.70 +2025-06-25 17:56:58,804 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+17-56-58+00 +2025-06-25 17:57:07,060 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+17-22-51+00 +2025-06-25 17:57:07,062 - speechbrain.utils.epoch_loop - INFO - Going into epoch 4 +2025-06-25 18:30:58,875 - speechbrain.utils.train_logger - INFO - epoch: 4, lr: 1.50e-04 - train si-snr: 1.70 - valid si-snr: 11.63 +2025-06-25 18:30:59,013 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+18-30-58+00 +2025-06-25 18:31:03,661 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+17-56-58+00 +2025-06-25 18:31:03,663 - speechbrain.utils.epoch_loop - INFO - Going into epoch 5 +2025-06-25 19:04:55,426 - speechbrain.utils.train_logger - INFO - epoch: 5, lr: 1.50e-04 - train si-snr: 1.58 - valid si-snr: 11.57 +2025-06-25 19:04:55,570 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+19-04-55+00 +2025-06-25 19:05:01,539 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+18-30-58+00 +2025-06-25 19:05:01,542 - speechbrain.utils.epoch_loop - INFO - Going into epoch 6 +2025-06-25 19:38:54,833 - speechbrain.utils.train_logger - INFO - epoch: 6, lr: 1.50e-04 - train si-snr: 1.45 - valid si-snr: 11.55 +2025-06-25 19:38:54,974 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+19-38-54+00 +2025-06-25 19:38:59,550 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+19-04-55+00 +2025-06-25 19:38:59,551 - speechbrain.utils.epoch_loop - INFO - Going into epoch 7 +2025-06-25 20:12:54,567 - speechbrain.utils.train_logger - INFO - epoch: 7, lr: 1.50e-04 - train si-snr: 1.33 - valid si-snr: 11.45 +2025-06-25 20:12:54,709 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+20-12-54+00 +2025-06-25 20:12:56,956 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+19-38-54+00 +2025-06-25 20:12:56,957 - speechbrain.utils.epoch_loop - INFO - Going into epoch 8 +2025-06-25 20:46:49,903 - speechbrain.utils.train_logger - INFO - epoch: 8, lr: 1.50e-04 - train si-snr: 1.20 - valid si-snr: 11.33 +2025-06-25 20:46:50,045 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+20-46-49+00 +2025-06-25 20:46:55,168 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+20-12-54+00 +2025-06-25 20:46:55,171 - speechbrain.utils.epoch_loop - INFO - Going into epoch 9 +2025-06-25 21:20:47,894 - speechbrain.utils.train_logger - INFO - epoch: 9, lr: 1.50e-04 - train si-snr: 1.10 - valid si-snr: 11.35 +2025-06-25 21:20:48,035 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+21-20-47+00 +2025-06-25 21:20:52,169 - speechbrain.utils.epoch_loop - INFO - Going into epoch 10 +2025-06-25 21:54:44,181 - speechbrain.utils.train_logger - INFO - epoch: 10, lr: 1.50e-04 - train si-snr: 1.01 - valid si-snr: 11.30 +2025-06-25 21:54:44,325 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+21-54-44+00 +2025-06-25 21:54:49,285 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+21-20-47+00 +2025-06-25 21:54:49,295 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+20-46-49+00 +2025-06-25 21:54:49,296 - speechbrain.utils.epoch_loop - INFO - Going into epoch 11 +2025-06-25 22:28:40,987 - speechbrain.utils.train_logger - INFO - epoch: 11, lr: 1.50e-04 - train si-snr: 9.25e-01 - valid si-snr: 11.33 +2025-06-25 22:28:41,126 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+22-28-40+00 +2025-06-25 22:28:47,991 - speechbrain.utils.epoch_loop - INFO - Going into epoch 12 +2025-06-25 23:02:39,411 - speechbrain.utils.train_logger - INFO - epoch: 12, lr: 1.50e-04 - train si-snr: 7.83e-01 - valid si-snr: 11.16 +2025-06-25 23:02:39,554 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+23-02-39+00 +2025-06-25 23:02:43,676 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+21-54-44+00 +2025-06-25 23:02:43,685 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+22-28-40+00 +2025-06-25 23:02:43,686 - speechbrain.utils.epoch_loop - INFO - Going into epoch 13 +2025-06-25 23:36:38,020 - speechbrain.utils.train_logger - INFO - epoch: 13, lr: 1.50e-04 - train si-snr: 7.61e-01 - valid si-snr: 11.19 +2025-06-25 23:36:38,163 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+23-36-38+00 +2025-06-25 23:36:40,371 - speechbrain.utils.epoch_loop - INFO - Going into epoch 14 +2025-06-26 00:10:31,399 - speechbrain.utils.train_logger - INFO - epoch: 14, lr: 1.50e-04 - train si-snr: 6.87e-01 - valid si-snr: 11.13 +2025-06-26 00:10:31,542 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+00-10-31+00 +2025-06-26 00:10:37,408 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+23-36-38+00 +2025-06-26 00:10:37,417 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-25+23-02-39+00 +2025-06-26 00:10:37,419 - speechbrain.utils.epoch_loop - INFO - Going into epoch 15 +2025-06-26 00:44:29,982 - speechbrain.utils.train_logger - INFO - epoch: 15, lr: 1.50e-04 - train si-snr: 6.31e-01 - valid si-snr: 11.13 +2025-06-26 00:44:30,124 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+00-44-29+00 +2025-06-26 00:44:36,269 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+00-10-31+00 +2025-06-26 00:44:36,271 - speechbrain.utils.epoch_loop - INFO - Going into epoch 16 +2025-06-26 01:18:28,692 - speechbrain.utils.train_logger - INFO - epoch: 16, lr: 1.50e-04 - train si-snr: 5.54e-01 - valid si-snr: 11.10 +2025-06-26 01:18:28,833 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+01-18-28+00 +2025-06-26 01:18:31,853 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+00-44-29+00 +2025-06-26 01:18:31,854 - speechbrain.utils.epoch_loop - INFO - Going into epoch 17 +2025-06-26 01:52:25,479 - speechbrain.utils.train_logger - INFO - epoch: 17, lr: 1.50e-04 - train si-snr: 4.47e-01 - valid si-snr: 11.02 +2025-06-26 01:52:25,620 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+01-52-25+00 +2025-06-26 01:52:33,067 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+01-18-28+00 +2025-06-26 01:52:33,069 - speechbrain.utils.epoch_loop - INFO - Going into epoch 18 +2025-06-26 02:26:23,745 - speechbrain.utils.train_logger - INFO - epoch: 18, lr: 1.50e-04 - train si-snr: 4.65e-01 - valid si-snr: 11.04 +2025-06-26 02:26:23,888 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+02-26-23+00 +2025-06-26 02:26:30,131 - speechbrain.utils.epoch_loop - INFO - Going into epoch 19 +2025-06-26 03:00:20,754 - speechbrain.utils.train_logger - INFO - epoch: 19, lr: 1.50e-04 - train si-snr: 3.32e-01 - valid si-snr: 11.01 +2025-06-26 03:00:20,894 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+03-00-20+00 +2025-06-26 03:00:28,434 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+01-52-25+00 +2025-06-26 03:00:28,443 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+02-26-23+00 +2025-06-26 03:00:28,445 - speechbrain.utils.epoch_loop - INFO - Going into epoch 20 +2025-06-26 03:34:23,952 - speechbrain.utils.train_logger - INFO - epoch: 20, lr: 1.50e-04 - train si-snr: 3.27e-01 - valid si-snr: 10.95 +2025-06-26 03:34:24,093 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+03-34-23+00 +2025-06-26 03:34:27,619 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+03-00-20+00 +2025-06-26 03:34:27,622 - speechbrain.utils.epoch_loop - INFO - Going into epoch 21 +2025-06-26 04:08:18,697 - speechbrain.utils.train_logger - INFO - epoch: 21, lr: 1.50e-04 - train si-snr: 2.78e-01 - valid si-snr: 10.97 +2025-06-26 04:08:18,841 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+04-08-18+00 +2025-06-26 04:08:25,620 - speechbrain.utils.epoch_loop - INFO - Going into epoch 22 +2025-06-26 04:42:19,954 - speechbrain.utils.train_logger - INFO - epoch: 22, lr: 1.50e-04 - train si-snr: 2.18e-01 - valid si-snr: 10.88 +2025-06-26 04:42:20,097 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+04-42-19+00 +2025-06-26 04:42:22,392 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+03-34-23+00 +2025-06-26 04:42:22,402 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+04-08-18+00 +2025-06-26 04:42:22,403 - speechbrain.utils.epoch_loop - INFO - Going into epoch 23 +2025-06-26 05:16:13,508 - speechbrain.utils.train_logger - INFO - epoch: 23, lr: 1.50e-04 - train si-snr: 1.74e-01 - valid si-snr: 10.87 +2025-06-26 05:16:13,650 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+05-16-13+00 +2025-06-26 05:16:20,028 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+04-42-19+00 +2025-06-26 05:16:20,030 - speechbrain.utils.epoch_loop - INFO - Going into epoch 24 +2025-06-26 05:50:11,718 - speechbrain.utils.train_logger - INFO - epoch: 24, lr: 1.50e-04 - train si-snr: 1.03e-01 - valid si-snr: 10.95 +2025-06-26 05:50:11,859 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+05-50-11+00 +2025-06-26 05:50:16,661 - speechbrain.utils.epoch_loop - INFO - Going into epoch 25 +2025-06-26 06:24:11,206 - speechbrain.utils.train_logger - INFO - epoch: 25, lr: 1.50e-04 - train si-snr: 6.04e-02 - valid si-snr: 10.84 +2025-06-26 06:24:11,346 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+06-24-11+00 +2025-06-26 06:24:13,611 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+05-50-11+00 +2025-06-26 06:24:13,619 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+05-16-13+00 +2025-06-26 06:24:13,622 - speechbrain.utils.epoch_loop - INFO - Going into epoch 26 +2025-06-26 06:58:04,995 - speechbrain.utils.train_logger - INFO - epoch: 26, lr: 1.50e-04 - train si-snr: -2.94e-02 - valid si-snr: 10.79 +2025-06-26 06:58:05,136 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+06-58-04+00 +2025-06-26 06:58:12,869 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+06-24-11+00 +2025-06-26 06:58:12,871 - speechbrain.utils.epoch_loop - INFO - Going into epoch 27 +2025-06-26 07:32:04,110 - speechbrain.utils.train_logger - INFO - epoch: 27, lr: 1.50e-04 - train si-snr: -5.32e-02 - valid si-snr: 10.77 +2025-06-26 07:32:04,247 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+07-32-04+00 +2025-06-26 07:32:10,918 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+06-58-04+00 +2025-06-26 07:32:10,920 - speechbrain.utils.epoch_loop - INFO - Going into epoch 28 +2025-06-26 08:06:01,644 - speechbrain.utils.train_logger - INFO - epoch: 28, lr: 1.50e-04 - train si-snr: -5.68e-02 - valid si-snr: 10.74 +2025-06-26 08:06:01,786 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+08-06-01+00 +2025-06-26 08:06:09,748 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+07-32-04+00 +2025-06-26 08:06:09,750 - speechbrain.utils.epoch_loop - INFO - Going into epoch 29 +2025-06-26 08:40:01,055 - speechbrain.utils.train_logger - INFO - epoch: 29, lr: 1.50e-04 - train si-snr: -1.04e-01 - valid si-snr: 10.79 +2025-06-26 08:40:01,196 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+08-40-01+00 +2025-06-26 08:40:10,612 - speechbrain.utils.epoch_loop - INFO - Going into epoch 30 +2025-06-26 09:14:04,047 - speechbrain.utils.train_logger - INFO - epoch: 30, lr: 1.50e-04 - train si-snr: -1.57e-01 - valid si-snr: 10.73 +2025-06-26 09:14:04,187 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+09-14-04+00 +2025-06-26 09:14:12,417 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+08-06-01+00 +2025-06-26 09:14:12,426 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+08-40-01+00 +2025-06-26 09:14:12,428 - speechbrain.utils.epoch_loop - INFO - Going into epoch 31 +2025-06-26 09:48:02,925 - speechbrain.utils.train_logger - INFO - epoch: 31, lr: 1.50e-04 - train si-snr: -1.64e-01 - valid si-snr: 10.67 +2025-06-26 09:48:03,067 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+09-48-02+00 +2025-06-26 09:48:15,278 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+09-14-04+00 +2025-06-26 09:48:15,280 - speechbrain.utils.epoch_loop - INFO - Going into epoch 32 +2025-06-26 10:22:05,240 - speechbrain.utils.train_logger - INFO - epoch: 32, lr: 1.50e-04 - train si-snr: -2.11e-01 - valid si-snr: 10.71 +2025-06-26 10:22:05,382 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+10-22-05+00 +2025-06-26 10:22:15,288 - speechbrain.utils.epoch_loop - INFO - Going into epoch 33 +2025-06-26 10:56:06,499 - speechbrain.utils.train_logger - INFO - epoch: 33, lr: 1.50e-04 - train si-snr: -2.48e-01 - valid si-snr: 10.73 +2025-06-26 10:56:06,640 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+10-56-06+00 +2025-06-26 10:56:13,006 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+10-22-05+00 +2025-06-26 10:56:13,007 - speechbrain.utils.epoch_loop - INFO - Going into epoch 34 +2025-06-26 11:30:04,780 - speechbrain.utils.train_logger - INFO - epoch: 34, lr: 1.50e-04 - train si-snr: -2.79e-01 - valid si-snr: 10.69 +2025-06-26 11:30:04,925 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+11-30-04+00 +2025-06-26 11:30:10,963 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+10-56-06+00 +2025-06-26 11:30:10,965 - speechbrain.utils.epoch_loop - INFO - Going into epoch 35 +2025-06-26 12:04:03,397 - speechbrain.utils.train_logger - INFO - epoch: 35, lr: 1.50e-04 - train si-snr: -3.55e-01 - valid si-snr: 10.69 +2025-06-26 12:04:03,538 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+12-04-03+00 +2025-06-26 12:04:08,545 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+11-30-04+00 +2025-06-26 12:04:08,547 - speechbrain.utils.epoch_loop - INFO - Going into epoch 36 +2025-06-26 12:38:02,184 - speechbrain.utils.train_logger - INFO - epoch: 36, lr: 1.50e-04 - train si-snr: -3.32e-01 - valid si-snr: 10.64 +2025-06-26 12:38:02,326 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+12-38-02+00 +2025-06-26 12:38:06,647 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+12-04-03+00 +2025-06-26 12:38:06,656 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+09-48-02+00 +2025-06-26 12:38:06,658 - speechbrain.utils.epoch_loop - INFO - Going into epoch 37 +2025-06-26 13:11:59,484 - speechbrain.utils.train_logger - INFO - epoch: 37, lr: 1.50e-04 - train si-snr: -3.97e-01 - valid si-snr: 10.63 +2025-06-26 13:11:59,619 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+13-11-59+00 +2025-06-26 13:12:05,859 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+12-38-02+00 +2025-06-26 13:12:05,862 - speechbrain.utils.epoch_loop - INFO - Going into epoch 38 +2025-06-26 13:45:59,176 - speechbrain.utils.train_logger - INFO - epoch: 38, lr: 1.50e-04 - train si-snr: -4.11e-01 - valid si-snr: 10.71 +2025-06-26 13:45:59,316 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+13-45-59+00 +2025-06-26 13:46:02,799 - speechbrain.utils.epoch_loop - INFO - Going into epoch 39 +2025-06-26 14:19:55,085 - speechbrain.utils.train_logger - INFO - epoch: 39, lr: 1.50e-04 - train si-snr: -4.18e-01 - valid si-snr: 10.56 +2025-06-26 14:19:55,225 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+14-19-55+00 +2025-06-26 14:20:01,482 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+13-11-59+00 +2025-06-26 14:20:01,491 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+13-45-59+00 +2025-06-26 14:20:01,493 - speechbrain.utils.epoch_loop - INFO - Going into epoch 40 +2025-06-26 14:27:11,722 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-26 14:27:11,723 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-26 14:27:11,723 - speechbrain.core - INFO - Beginning experiment! +2025-06-26 14:27:11,723 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-26 14:27:11,967 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-26 14:27:11,970 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-26 14:27:12,312 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-26 14:27:12,313 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-26 14:27:12,701 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-26 14:27:12,702 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-26 14:27:12,702 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-26 14:27:12,703 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-26 14:27:12,765 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+14-19-55+00 +2025-06-26 14:27:20,417 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/test.py", line 627, in + separator.evaluate(test_data, min_key="si-snr") + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1765, in evaluate + loss = self.evaluate_batch(batch, stage=Stage.TEST) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/test.py", line 165, in evaluate_batch + loss = self.compute_objectives(predictions, targets) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/test.py", line 98, in compute_objectives + return self.hparams.loss(targets, predictions) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/nnet/losses.py", line 1016, in get_si_snr_with_pitwrapper + loss, perms = pit_si_snr(source, estimate_source) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/nnet/losses.py", line 236, in forward + loss, p = self._opt_perm_loss(pred, label) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/nnet/losses.py", line 188, in _opt_perm_loss + return self._fast_pit(loss_mat) + ^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/nnet/losses.py", line 147, in _fast_pit + c_loss = loss_mat[range(loss_mat.shape[0]), p].mean() + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-26 14:53:56,548 - speechbrain.utils.train_logger - INFO - epoch: 40, lr: 1.50e-04 - train si-snr: -4.74e-01 - valid si-snr: 10.55 +2025-06-26 14:53:56,691 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+14-53-56+00 +2025-06-26 14:53:58,303 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+14-19-55+00 +2025-06-26 14:53:58,306 - speechbrain.utils.epoch_loop - INFO - Going into epoch 41 +2025-06-26 15:27:55,185 - speechbrain.utils.train_logger - INFO - epoch: 41, lr: 1.50e-04 - train si-snr: -4.71e-01 - valid si-snr: 10.52 +2025-06-26 15:27:55,329 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+15-27-55+00 +2025-06-26 15:27:57,819 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+14-53-56+00 +2025-06-26 15:27:57,821 - speechbrain.utils.epoch_loop - INFO - Going into epoch 42 +2025-06-26 15:42:11,709 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1410, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 149, in fit_batch + return loss.detach().cpu() + ^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-26 15:42:18,812 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-26 15:42:18,812 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-26 15:42:18,812 - speechbrain.core - INFO - Beginning experiment! +2025-06-26 15:42:18,812 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-26 15:42:19,069 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-26 15:42:19,074 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-26 15:42:20,216 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-26 15:42:20,216 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-26 15:42:20,255 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-26 15:42:20,255 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-26 15:42:20,255 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-26 15:42:20,256 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-26 15:42:21,197 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+15-27-55+00 +2025-06-26 15:42:21,330 - speechbrain.utils.epoch_loop - INFO - Going into epoch 42 +2025-06-26 15:59:42,643 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1410, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 130, in fit_batch + self.scaler.scale(loss).backward() + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/_tensor.py", line 648, in backward + torch.autograd.backward( + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/autograd/__init__.py", line 353, in backward + _engine_run_backward( + File "/work106/youzhenghai/software/anaconda/envs/speechbrain/lib/python3.11/site-packages/torch/autograd/graph.py", line 824, in _engine_run_backward + return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-26 16:03:27,757 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-26 16:03:27,758 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-26 16:03:27,758 - speechbrain.core - INFO - Beginning experiment! +2025-06-26 16:03:27,758 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-26 16:03:28,007 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-26 16:03:28,012 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-26 16:03:28,509 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 596, in + train_data, valid_data, test_data = dataio_prep(hparams) + ^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 427, in dataio_prep + train_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataset.py", line 417, in from_csv + data = load_data_csv(csv_path, replacements) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/speechbrain/dataio/dataio.py", line 138, in load_data_csv + with open(csv_path, newline="", encoding="utf-8") as csvfile: + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +FileNotFoundError: [Errno 2] No such file or directory: 'results/convtasnet_4-mix/1234/save/record_tr.csv' +2025-06-26 16:04:53,266 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-26 16:04:53,267 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-26 16:04:53,267 - speechbrain.core - INFO - Beginning experiment! +2025-06-26 16:04:53,267 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-26 16:04:53,520 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-26 16:04:53,525 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-26 16:04:54,168 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-26 16:04:54,169 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-26 16:04:54,187 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-26 16:04:54,187 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-26 16:04:54,188 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-26 16:04:54,188 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-26 16:04:55,114 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+15-27-55+00_archieve +2025-06-26 16:04:55,247 - speechbrain.utils.epoch_loop - INFO - Going into epoch 42 +2025-06-26 16:05:05,811 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 618, in + separator.fit( + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1585, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work106/youzhenghai/project/speechbrain/speechbrain/core.py", line 1410, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 149, in fit_batch + return loss.detach().cpu() + ^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-26 16:08:57,714 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-26 16:08:57,714 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-26 16:08:57,714 - speechbrain.core - INFO - Beginning experiment! +2025-06-26 16:08:57,714 - speechbrain.core - INFO - Experiment folder: results/convtasnet_4-mix/1234 +2025-06-26 16:08:57,970 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cffi==1.17.1 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pycparser==2.22 +pydoclint==0.4.1 +pyflakes==3.2.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +soundfile==0.13.1 +sox==1.5.0 +-e git+ssh://git@github.com/speechbrain/speechbrain.git@c75ab5489431fd0a2a7d21160bc37677801cb506#egg=speechbrain +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-26 16:08:57,975 - speechbrain.utils.superpowers - DEBUG - c75ab5489 + + +2025-06-26 16:08:58,565 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-26 16:08:58,566 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-26 16:08:58,583 - speechbrain.core - INFO - Gradscaler enabled: `False` +2025-06-26 16:08:58,583 - speechbrain.core - INFO - Using training precision: `--precision=fp32` +2025-06-26 16:08:58,584 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-26 16:08:58,584 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 6.7M +* Total Number of Parameters: 6.7M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-26 16:08:59,535 - speechbrain.utils.checkpoints - INFO - Would load a checkpoint here, but none found yet. +2025-06-26 16:08:59,536 - speechbrain.utils.epoch_loop - INFO - Going into epoch 1 +2025-06-26 16:14:44,348 - speechbrain.utils.train_logger - INFO - epoch: 1, lr: 1.50e-04 - train si-snr: 6.31 - valid si-snr: 23.11 +2025-06-26 16:14:44,484 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-14-44+00 +2025-06-26 16:14:45,092 - speechbrain.utils.epoch_loop - INFO - Going into epoch 2 +2025-06-26 16:20:26,840 - speechbrain.utils.train_logger - INFO - epoch: 2, lr: 1.50e-04 - train si-snr: 4.85 - valid si-snr: 23.05 +2025-06-26 16:20:26,977 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-20-26+00 +2025-06-26 16:20:28,863 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-14-44+00 +2025-06-26 16:20:28,864 - speechbrain.utils.epoch_loop - INFO - Going into epoch 3 +2025-06-26 16:26:11,618 - speechbrain.utils.train_logger - INFO - epoch: 3, lr: 1.50e-04 - train si-snr: 4.79 - valid si-snr: 22.98 +2025-06-26 16:26:11,760 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-26-11+00 +2025-06-26 16:26:14,428 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-20-26+00 +2025-06-26 16:26:14,430 - speechbrain.utils.epoch_loop - INFO - Going into epoch 4 +2025-06-26 16:31:57,641 - speechbrain.utils.train_logger - INFO - epoch: 4, lr: 1.50e-04 - train si-snr: 4.56 - valid si-snr: 22.79 +2025-06-26 16:31:57,782 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-31-57+00 +2025-06-26 16:31:57,797 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-26-11+00 +2025-06-26 16:31:57,798 - speechbrain.utils.epoch_loop - INFO - Going into epoch 5 +2025-06-26 16:37:39,388 - speechbrain.utils.train_logger - INFO - epoch: 5, lr: 1.50e-04 - train si-snr: 4.28 - valid si-snr: 23.05 +2025-06-26 16:37:39,531 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-37-39+00 +2025-06-26 16:37:42,283 - speechbrain.utils.epoch_loop - INFO - Going into epoch 6 +2025-06-26 16:43:24,456 - speechbrain.utils.train_logger - INFO - epoch: 6, lr: 1.50e-04 - train si-snr: 4.27 - valid si-snr: 22.88 +2025-06-26 16:43:24,598 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-43-24+00 +2025-06-26 16:43:25,290 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-37-39+00 +2025-06-26 16:43:25,291 - speechbrain.utils.epoch_loop - INFO - Going into epoch 7 +2025-06-26 16:49:06,730 - speechbrain.utils.train_logger - INFO - epoch: 7, lr: 1.50e-04 - train si-snr: 4.11 - valid si-snr: 22.86 +2025-06-26 16:49:06,870 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-49-06+00 +2025-06-26 16:49:09,003 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-43-24+00 +2025-06-26 16:49:09,004 - speechbrain.utils.epoch_loop - INFO - Going into epoch 8 +2025-06-26 16:54:51,820 - speechbrain.utils.train_logger - INFO - epoch: 8, lr: 1.50e-04 - train si-snr: 4.11 - valid si-snr: 22.80 +2025-06-26 16:54:51,958 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-54-51+00 +2025-06-26 16:54:51,982 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-49-06+00 +2025-06-26 16:54:51,983 - speechbrain.utils.epoch_loop - INFO - Going into epoch 9 +2025-06-26 17:00:32,561 - speechbrain.utils.train_logger - INFO - epoch: 9, lr: 1.50e-04 - train si-snr: 3.96 - valid si-snr: 22.80 +2025-06-26 17:00:32,704 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-00-32+00 +2025-06-26 17:00:35,804 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-54-51+00 +2025-06-26 17:00:35,806 - speechbrain.utils.epoch_loop - INFO - Going into epoch 10 +2025-06-26 17:06:19,573 - speechbrain.utils.train_logger - INFO - epoch: 10, lr: 1.50e-04 - train si-snr: 3.91 - valid si-snr: 22.75 +2025-06-26 17:06:19,715 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-06-19+00 +2025-06-26 17:06:20,444 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+16-31-57+00 +2025-06-26 17:06:20,453 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-00-32+00 +2025-06-26 17:06:20,454 - speechbrain.utils.epoch_loop - INFO - Going into epoch 11 +2025-06-26 17:12:01,896 - speechbrain.utils.train_logger - INFO - epoch: 11, lr: 1.50e-04 - train si-snr: 3.76 - valid si-snr: 22.72 +2025-06-26 17:12:02,037 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-12-01+00 +2025-06-26 17:12:04,717 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-06-19+00 +2025-06-26 17:12:04,718 - speechbrain.utils.epoch_loop - INFO - Going into epoch 12 +2025-06-26 17:17:48,907 - speechbrain.utils.train_logger - INFO - epoch: 12, lr: 1.50e-04 - train si-snr: 3.82 - valid si-snr: 22.69 +2025-06-26 17:17:49,045 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-17-48+00 +2025-06-26 17:17:49,069 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-12-01+00 +2025-06-26 17:17:49,070 - speechbrain.utils.epoch_loop - INFO - Going into epoch 13 +2025-06-26 17:23:29,442 - speechbrain.utils.train_logger - INFO - epoch: 13, lr: 1.50e-04 - train si-snr: 3.71 - valid si-snr: 22.86 +2025-06-26 17:23:29,585 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-23-29+00 +2025-06-26 17:23:34,328 - speechbrain.utils.epoch_loop - INFO - Going into epoch 14 +2025-06-26 17:29:15,314 - speechbrain.utils.train_logger - INFO - epoch: 14, lr: 1.50e-04 - train si-snr: 3.64 - valid si-snr: 22.71 +2025-06-26 17:29:15,457 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-29-15+00 +2025-06-26 17:29:19,054 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-23-29+00 +2025-06-26 17:29:19,055 - speechbrain.utils.epoch_loop - INFO - Going into epoch 15 +2025-06-26 17:35:01,679 - speechbrain.utils.train_logger - INFO - epoch: 15, lr: 1.50e-04 - train si-snr: 3.59 - valid si-snr: 22.89 +2025-06-26 17:35:01,818 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-35-01+00 +2025-06-26 17:35:02,329 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-29-15+00 +2025-06-26 17:35:02,330 - speechbrain.utils.epoch_loop - INFO - Going into epoch 16 +2025-06-26 17:40:46,259 - speechbrain.utils.train_logger - INFO - epoch: 16, lr: 1.50e-04 - train si-snr: 3.39 - valid si-snr: 22.79 +2025-06-26 17:40:46,399 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-40-46+00 +2025-06-26 17:40:46,437 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-35-01+00 +2025-06-26 17:40:46,438 - speechbrain.utils.epoch_loop - INFO - Going into epoch 17 +2025-06-26 17:46:29,773 - speechbrain.utils.train_logger - INFO - epoch: 17, lr: 1.50e-04 - train si-snr: 3.30 - valid si-snr: 22.69 +2025-06-26 17:46:29,915 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-46-29+00 +2025-06-26 17:46:29,954 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-17-48+00 +2025-06-26 17:46:29,963 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-40-46+00 +2025-06-26 17:46:29,964 - speechbrain.utils.epoch_loop - INFO - Going into epoch 18 +2025-06-26 17:52:10,234 - speechbrain.utils.train_logger - INFO - epoch: 18, lr: 1.50e-04 - train si-snr: 3.29 - valid si-snr: 22.82 +2025-06-26 17:52:10,375 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-52-10+00 +2025-06-26 17:52:14,514 - speechbrain.utils.epoch_loop - INFO - Going into epoch 19 +2025-06-26 17:57:58,916 - speechbrain.utils.train_logger - INFO - epoch: 19, lr: 1.50e-04 - train si-snr: 3.32 - valid si-snr: 22.75 +2025-06-26 17:57:59,056 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-57-58+00 +2025-06-26 17:57:59,099 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-52-10+00 +2025-06-26 17:57:59,100 - speechbrain.utils.epoch_loop - INFO - Going into epoch 20 +2025-06-26 18:03:44,154 - speechbrain.utils.train_logger - INFO - epoch: 20, lr: 1.50e-04 - train si-snr: 3.14 - valid si-snr: 22.49 +2025-06-26 18:03:44,295 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-03-44+00 +2025-06-26 18:03:44,340 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-57-58+00 +2025-06-26 18:03:44,349 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+17-46-29+00 +2025-06-26 18:03:44,350 - speechbrain.utils.epoch_loop - INFO - Going into epoch 21 +2025-06-26 18:09:28,892 - speechbrain.utils.train_logger - INFO - epoch: 21, lr: 1.50e-04 - train si-snr: 3.11 - valid si-snr: 22.83 +2025-06-26 18:09:29,034 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-09-28+00 +2025-06-26 18:09:29,060 - speechbrain.utils.epoch_loop - INFO - Going into epoch 22 +2025-06-26 18:15:11,008 - speechbrain.utils.train_logger - INFO - epoch: 22, lr: 1.50e-04 - train si-snr: 3.12 - valid si-snr: 22.69 +2025-06-26 18:15:11,147 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-15-11+00 +2025-06-26 18:15:12,243 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-09-28+00 +2025-06-26 18:15:12,244 - speechbrain.utils.epoch_loop - INFO - Going into epoch 23 +2025-06-26 18:20:55,095 - speechbrain.utils.train_logger - INFO - epoch: 23, lr: 1.50e-04 - train si-snr: 2.93 - valid si-snr: 22.66 +2025-06-26 18:20:55,232 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-20-55+00 +2025-06-26 18:20:55,281 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-15-11+00 +2025-06-26 18:20:55,282 - speechbrain.utils.epoch_loop - INFO - Going into epoch 24 +2025-06-26 18:26:39,066 - speechbrain.utils.train_logger - INFO - epoch: 24, lr: 1.50e-04 - train si-snr: 2.96 - valid si-snr: 22.72 +2025-06-26 18:26:39,208 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-26-39+00 +2025-06-26 18:26:39,791 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-20-55+00 +2025-06-26 18:26:39,792 - speechbrain.utils.epoch_loop - INFO - Going into epoch 25 +2025-06-26 18:32:21,727 - speechbrain.utils.train_logger - INFO - epoch: 25, lr: 1.50e-04 - train si-snr: 2.96 - valid si-snr: 22.83 +2025-06-26 18:32:21,869 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-32-21+00 +2025-06-26 18:32:23,761 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-26-39+00 +2025-06-26 18:32:23,762 - speechbrain.utils.epoch_loop - INFO - Going into epoch 26 +2025-06-26 18:38:06,241 - speechbrain.utils.train_logger - INFO - epoch: 26, lr: 1.50e-04 - train si-snr: 2.88 - valid si-snr: 22.61 +2025-06-26 18:38:06,383 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-38-06+00 +2025-06-26 18:38:07,810 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-32-21+00 +2025-06-26 18:38:07,811 - speechbrain.utils.epoch_loop - INFO - Going into epoch 27 +2025-06-26 18:43:51,252 - speechbrain.utils.train_logger - INFO - epoch: 27, lr: 1.50e-04 - train si-snr: 2.86 - valid si-snr: 22.83 +2025-06-26 18:43:51,391 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-43-51+00 +2025-06-26 18:43:51,447 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-38-06+00 +2025-06-26 18:43:51,448 - speechbrain.utils.epoch_loop - INFO - Going into epoch 28 +2025-06-26 18:49:33,615 - speechbrain.utils.train_logger - INFO - epoch: 28, lr: 1.50e-04 - train si-snr: 2.80 - valid si-snr: 22.67 +2025-06-26 18:49:33,751 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-49-33+00 +2025-06-26 18:49:35,570 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-43-51+00 +2025-06-26 18:49:35,571 - speechbrain.utils.epoch_loop - INFO - Going into epoch 29 +2025-06-26 18:55:18,741 - speechbrain.utils.train_logger - INFO - epoch: 29, lr: 1.50e-04 - train si-snr: 2.73 - valid si-snr: 22.67 +2025-06-26 18:55:18,882 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-55-18+00 +2025-06-26 18:55:19,949 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-49-33+00 +2025-06-26 18:55:19,951 - speechbrain.utils.epoch_loop - INFO - Going into epoch 30 +2025-06-26 19:01:05,783 - speechbrain.utils.train_logger - INFO - epoch: 30, lr: 1.50e-04 - train si-snr: 2.65 - valid si-snr: 22.62 +2025-06-26 19:01:05,924 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-01-05+00 +2025-06-26 19:01:05,984 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-55-18+00 +2025-06-26 19:01:05,985 - speechbrain.utils.epoch_loop - INFO - Going into epoch 31 +2025-06-26 19:06:47,826 - speechbrain.utils.train_logger - INFO - epoch: 31, lr: 1.50e-04 - train si-snr: 2.62 - valid si-snr: 22.63 +2025-06-26 19:06:47,962 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-06-47+00 +2025-06-26 19:06:51,043 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-01-05+00 +2025-06-26 19:06:51,045 - speechbrain.utils.epoch_loop - INFO - Going into epoch 32 +2025-06-26 19:12:33,916 - speechbrain.utils.train_logger - INFO - epoch: 32, lr: 1.50e-04 - train si-snr: 2.61 - valid si-snr: 22.61 +2025-06-26 19:12:34,056 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-12-33+00 +2025-06-26 19:12:34,873 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-06-47+00 +2025-06-26 19:12:34,875 - speechbrain.utils.epoch_loop - INFO - Going into epoch 33 +2025-06-26 19:18:19,680 - speechbrain.utils.train_logger - INFO - epoch: 33, lr: 1.50e-04 - train si-snr: 2.44 - valid si-snr: 22.55 +2025-06-26 19:18:19,821 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-18-19+00 +2025-06-26 19:18:20,139 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-12-33+00 +2025-06-26 19:18:20,140 - speechbrain.utils.epoch_loop - INFO - Going into epoch 34 +2025-06-26 19:24:02,763 - speechbrain.utils.train_logger - INFO - epoch: 34, lr: 1.50e-04 - train si-snr: 2.50 - valid si-snr: 22.55 +2025-06-26 19:24:02,906 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-24-02+00 +2025-06-26 19:24:03,856 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-18-19+00 +2025-06-26 19:24:03,858 - speechbrain.utils.epoch_loop - INFO - Going into epoch 35 +2025-06-26 19:29:45,529 - speechbrain.utils.train_logger - INFO - epoch: 35, lr: 1.50e-04 - train si-snr: 2.47 - valid si-snr: 22.60 +2025-06-26 19:29:45,670 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-29-45+00 +2025-06-26 19:29:48,185 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-24-02+00 +2025-06-26 19:29:48,187 - speechbrain.utils.epoch_loop - INFO - Going into epoch 36 +2025-06-26 19:35:30,200 - speechbrain.utils.train_logger - INFO - epoch: 36, lr: 1.50e-04 - train si-snr: 2.44 - valid si-snr: 22.66 +2025-06-26 19:35:30,339 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-35-30+00 +2025-06-26 19:35:33,495 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-29-45+00 +2025-06-26 19:35:33,496 - speechbrain.utils.epoch_loop - INFO - Going into epoch 37 +2025-06-26 19:41:15,691 - speechbrain.utils.train_logger - INFO - epoch: 37, lr: 1.50e-04 - train si-snr: 2.24 - valid si-snr: 22.64 +2025-06-26 19:41:15,828 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-41-15+00 +2025-06-26 19:41:17,610 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-35-30+00 +2025-06-26 19:41:17,611 - speechbrain.utils.epoch_loop - INFO - Going into epoch 38 +2025-06-26 19:47:01,842 - speechbrain.utils.train_logger - INFO - epoch: 38, lr: 1.50e-04 - train si-snr: 2.28 - valid si-snr: 22.66 +2025-06-26 19:47:01,979 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-47-01+00 +2025-06-26 19:47:02,052 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-41-15+00 +2025-06-26 19:47:02,054 - speechbrain.utils.epoch_loop - INFO - Going into epoch 39 +2025-06-26 19:52:45,399 - speechbrain.utils.train_logger - INFO - epoch: 39, lr: 1.50e-04 - train si-snr: 2.15 - valid si-snr: 22.62 +2025-06-26 19:52:45,536 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-52-45+00 +2025-06-26 19:52:45,611 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-47-01+00 +2025-06-26 19:52:45,612 - speechbrain.utils.epoch_loop - INFO - Going into epoch 40 +2025-06-26 19:58:28,424 - speechbrain.utils.train_logger - INFO - epoch: 40, lr: 1.50e-04 - train si-snr: 2.19 - valid si-snr: 22.48 +2025-06-26 19:58:28,563 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-58-28+00 +2025-06-26 19:58:29,436 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-52-45+00 +2025-06-26 19:58:29,445 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+18-03-44+00 +2025-06-26 19:58:29,446 - speechbrain.utils.epoch_loop - INFO - Going into epoch 41 +2025-06-26 20:04:12,688 - speechbrain.utils.train_logger - INFO - epoch: 41, lr: 1.50e-04 - train si-snr: 2.26 - valid si-snr: 22.66 +2025-06-26 20:04:12,828 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-04-12+00 +2025-06-26 20:04:13,050 - speechbrain.utils.epoch_loop - INFO - Going into epoch 42 +2025-06-26 20:09:54,666 - speechbrain.utils.train_logger - INFO - epoch: 42, lr: 1.50e-04 - train si-snr: 2.09 - valid si-snr: 22.57 +2025-06-26 20:09:54,803 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-09-54+00 +2025-06-26 20:09:58,394 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-04-12+00 +2025-06-26 20:09:58,395 - speechbrain.utils.epoch_loop - INFO - Going into epoch 43 +2025-06-26 20:15:41,625 - speechbrain.utils.train_logger - INFO - epoch: 43, lr: 1.50e-04 - train si-snr: 2.15 - valid si-snr: 22.47 +2025-06-26 20:15:41,763 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-15-41+00 +2025-06-26 20:15:43,543 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+19-58-28+00 +2025-06-26 20:15:43,552 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-09-54+00 +2025-06-26 20:15:43,553 - speechbrain.utils.epoch_loop - INFO - Going into epoch 44 +2025-06-26 20:21:25,050 - speechbrain.utils.train_logger - INFO - epoch: 44, lr: 1.50e-04 - train si-snr: 2.00 - valid si-snr: 22.63 +2025-06-26 20:21:25,189 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-21-25+00 +2025-06-26 20:21:27,967 - speechbrain.utils.epoch_loop - INFO - Going into epoch 45 +2025-06-26 20:27:10,449 - speechbrain.utils.train_logger - INFO - epoch: 45, lr: 1.50e-04 - train si-snr: 2.13 - valid si-snr: 22.52 +2025-06-26 20:27:10,588 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-27-10+00 +2025-06-26 20:27:13,450 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-21-25+00 +2025-06-26 20:27:13,451 - speechbrain.utils.epoch_loop - INFO - Going into epoch 46 +2025-06-26 20:32:57,682 - speechbrain.utils.train_logger - INFO - epoch: 46, lr: 1.50e-04 - train si-snr: 2.00 - valid si-snr: 22.57 +2025-06-26 20:32:57,823 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-32-57+00 +2025-06-26 20:32:57,909 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-27-10+00 +2025-06-26 20:32:57,910 - speechbrain.utils.epoch_loop - INFO - Going into epoch 47 +2025-06-26 20:38:41,729 - speechbrain.utils.train_logger - INFO - epoch: 47, lr: 1.50e-04 - train si-snr: 1.90 - valid si-snr: 22.50 +2025-06-26 20:38:41,871 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-38-41+00 +2025-06-26 20:38:42,558 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-32-57+00 +2025-06-26 20:38:42,559 - speechbrain.utils.epoch_loop - INFO - Going into epoch 48 +2025-06-26 20:44:25,124 - speechbrain.utils.train_logger - INFO - epoch: 48, lr: 1.50e-04 - train si-snr: 1.89 - valid si-snr: 22.49 +2025-06-26 20:44:25,264 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-44-25+00 +2025-06-26 20:44:25,974 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-38-41+00 +2025-06-26 20:44:25,976 - speechbrain.utils.epoch_loop - INFO - Going into epoch 49 +2025-06-26 20:50:07,309 - speechbrain.utils.train_logger - INFO - epoch: 49, lr: 1.50e-04 - train si-snr: 1.94 - valid si-snr: 22.54 +2025-06-26 20:50:07,449 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-50-07+00 +2025-06-26 20:50:10,664 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-44-25+00 +2025-06-26 20:50:10,665 - speechbrain.utils.epoch_loop - INFO - Going into epoch 50 +2025-06-26 20:55:53,471 - speechbrain.utils.train_logger - INFO - epoch: 50, lr: 1.50e-04 - train si-snr: 1.89 - valid si-snr: 22.50 +2025-06-26 20:55:53,609 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-55-53+00 +2025-06-26 20:55:53,703 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-50-07+00 +2025-06-26 20:55:53,704 - speechbrain.utils.epoch_loop - INFO - Going into epoch 51 +2025-06-26 21:01:35,603 - speechbrain.utils.train_logger - INFO - epoch: 51, lr: 1.50e-04 - train si-snr: 1.85 - valid si-snr: 22.55 +2025-06-26 21:01:35,742 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-01-35+00 +2025-06-26 21:01:39,080 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-55-53+00 +2025-06-26 21:01:39,081 - speechbrain.utils.epoch_loop - INFO - Going into epoch 52 +2025-06-26 21:07:22,539 - speechbrain.utils.train_logger - INFO - epoch: 52, lr: 1.50e-04 - train si-snr: 1.66 - valid si-snr: 22.51 +2025-06-26 21:07:22,682 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-07-22+00 +2025-06-26 21:07:23,875 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-01-35+00 +2025-06-26 21:07:23,876 - speechbrain.utils.epoch_loop - INFO - Going into epoch 53 +2025-06-26 21:13:06,499 - speechbrain.utils.train_logger - INFO - epoch: 53, lr: 1.50e-04 - train si-snr: 1.65 - valid si-snr: 22.52 +2025-06-26 21:13:06,638 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-13-06+00 +2025-06-26 21:13:09,610 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-07-22+00 +2025-06-26 21:13:09,612 - speechbrain.utils.epoch_loop - INFO - Going into epoch 54 +2025-06-26 21:18:52,405 - speechbrain.utils.train_logger - INFO - epoch: 54, lr: 1.50e-04 - train si-snr: 1.77 - valid si-snr: 22.45 +2025-06-26 21:18:52,545 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-18-52+00 +2025-06-26 21:18:54,060 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-13-06+00 +2025-06-26 21:18:54,069 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+20-15-41+00 +2025-06-26 21:18:54,070 - speechbrain.utils.epoch_loop - INFO - Going into epoch 55 +2025-06-26 21:24:35,027 - speechbrain.utils.train_logger - INFO - epoch: 55, lr: 1.50e-04 - train si-snr: 1.62 - valid si-snr: 22.45 +2025-06-26 21:24:35,168 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-24-35+00 +2025-06-26 21:24:36,622 - speechbrain.utils.epoch_loop - INFO - Going into epoch 56 +2025-06-26 21:30:18,859 - speechbrain.utils.train_logger - INFO - epoch: 56, lr: 1.50e-04 - train si-snr: 1.52 - valid si-snr: 22.42 +2025-06-26 21:30:18,998 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-30-18+00 +2025-06-26 21:30:20,774 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-18-52+00 +2025-06-26 21:30:20,784 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-24-35+00 +2025-06-26 21:30:20,785 - speechbrain.utils.epoch_loop - INFO - Going into epoch 57 +2025-06-26 21:36:01,766 - speechbrain.utils.train_logger - INFO - epoch: 57, lr: 1.50e-04 - train si-snr: 1.53 - valid si-snr: 22.39 +2025-06-26 21:36:01,902 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-36-01+00 +2025-06-26 21:36:05,223 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-30-18+00 +2025-06-26 21:36:05,224 - speechbrain.utils.epoch_loop - INFO - Going into epoch 58 +2025-06-26 21:41:45,876 - speechbrain.utils.train_logger - INFO - epoch: 58, lr: 1.50e-04 - train si-snr: 1.52 - valid si-snr: 22.40 +2025-06-26 21:41:46,017 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-41-45+00 +2025-06-26 21:41:49,541 - speechbrain.utils.epoch_loop - INFO - Going into epoch 59 +2025-06-26 21:47:32,077 - speechbrain.utils.train_logger - INFO - epoch: 59, lr: 1.50e-04 - train si-snr: 1.55 - valid si-snr: 22.43 +2025-06-26 21:47:32,216 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-47-32+00 +2025-06-26 21:47:34,855 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-41-45+00 +2025-06-26 21:47:34,856 - speechbrain.utils.epoch_loop - INFO - Going into epoch 60 +2025-06-26 21:53:16,040 - speechbrain.utils.train_logger - INFO - epoch: 60, lr: 1.50e-04 - train si-snr: 1.64 - valid si-snr: 22.43 +2025-06-26 21:53:16,182 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-53-16+00 +2025-06-26 21:53:19,104 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-47-32+00 +2025-06-26 21:53:19,106 - speechbrain.utils.epoch_loop - INFO - Going into epoch 61 +2025-06-26 21:59:01,774 - speechbrain.utils.train_logger - INFO - epoch: 61, lr: 1.50e-04 - train si-snr: 1.42 - valid si-snr: 22.38 +2025-06-26 21:59:01,914 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-59-01+00 +2025-06-26 21:59:03,170 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-53-16+00 +2025-06-26 21:59:03,180 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-36-01+00 +2025-06-26 21:59:03,181 - speechbrain.utils.epoch_loop - INFO - Going into epoch 62 +2025-06-26 22:04:47,444 - speechbrain.utils.train_logger - INFO - epoch: 62, lr: 1.50e-04 - train si-snr: 1.50 - valid si-snr: 22.29 +2025-06-26 22:04:47,591 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-04-47+00 +2025-06-26 22:04:47,870 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+21-59-01+00 +2025-06-26 22:04:47,871 - speechbrain.utils.epoch_loop - INFO - Going into epoch 63 +2025-06-26 22:10:31,146 - speechbrain.utils.train_logger - INFO - epoch: 63, lr: 1.50e-04 - train si-snr: 1.34 - valid si-snr: 22.51 +2025-06-26 22:10:31,287 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-10-31+00 +2025-06-26 22:10:31,550 - speechbrain.utils.epoch_loop - INFO - Going into epoch 64 +2025-06-26 22:16:13,085 - speechbrain.utils.train_logger - INFO - epoch: 64, lr: 1.50e-04 - train si-snr: 1.25 - valid si-snr: 22.55 +2025-06-26 22:16:13,227 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-16-13+00 +2025-06-26 22:16:16,574 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-10-31+00 +2025-06-26 22:16:16,576 - speechbrain.utils.epoch_loop - INFO - Going into epoch 65 +2025-06-26 22:21:58,637 - speechbrain.utils.train_logger - INFO - epoch: 65, lr: 1.50e-04 - train si-snr: 1.43 - valid si-snr: 22.35 +2025-06-26 22:21:58,777 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-21-58+00 +2025-06-26 22:22:00,502 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-16-13+00 +2025-06-26 22:22:00,503 - speechbrain.utils.epoch_loop - INFO - Going into epoch 66 +2025-06-26 22:27:42,552 - speechbrain.utils.train_logger - INFO - epoch: 66, lr: 1.50e-04 - train si-snr: 1.33 - valid si-snr: 22.54 +2025-06-26 22:27:42,693 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-27-42+00 +2025-06-26 22:27:44,996 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-21-58+00 +2025-06-26 22:27:44,997 - speechbrain.utils.epoch_loop - INFO - Going into epoch 67 +2025-06-26 22:33:27,309 - speechbrain.utils.train_logger - INFO - epoch: 67, lr: 1.50e-04 - train si-snr: 1.35 - valid si-snr: 22.44 +2025-06-26 22:33:27,450 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-33-27+00 +2025-06-26 22:33:28,623 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-27-42+00 +2025-06-26 22:33:28,624 - speechbrain.utils.epoch_loop - INFO - Going into epoch 68 +2025-06-26 22:39:10,681 - speechbrain.utils.train_logger - INFO - epoch: 68, lr: 1.50e-04 - train si-snr: 1.35 - valid si-snr: 22.33 +2025-06-26 22:39:10,819 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-39-10+00 +2025-06-26 22:39:13,281 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-33-27+00 +2025-06-26 22:39:13,282 - speechbrain.utils.epoch_loop - INFO - Going into epoch 69 +2025-06-26 22:44:55,578 - speechbrain.utils.train_logger - INFO - epoch: 69, lr: 1.50e-04 - train si-snr: 1.13 - valid si-snr: 22.38 +2025-06-26 22:44:55,717 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-44-55+00 +2025-06-26 22:44:56,324 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-39-10+00 +2025-06-26 22:44:56,325 - speechbrain.utils.epoch_loop - INFO - Going into epoch 70 +2025-06-26 22:50:37,793 - speechbrain.utils.train_logger - INFO - epoch: 70, lr: 1.50e-04 - train si-snr: 1.18 - valid si-snr: 22.37 +2025-06-26 22:50:37,933 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-50-37+00 +2025-06-26 22:50:39,578 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-44-55+00 +2025-06-26 22:50:39,580 - speechbrain.utils.epoch_loop - INFO - Going into epoch 71 +2025-06-26 22:56:21,572 - speechbrain.utils.train_logger - INFO - epoch: 71, lr: 1.50e-04 - train si-snr: 1.04 - valid si-snr: 22.35 +2025-06-26 22:56:21,713 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-56-21+00 +2025-06-26 22:56:23,439 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-50-37+00 +2025-06-26 22:56:23,441 - speechbrain.utils.epoch_loop - INFO - Going into epoch 72 +2025-06-26 23:02:07,007 - speechbrain.utils.train_logger - INFO - epoch: 72, lr: 1.50e-04 - train si-snr: 1.24 - valid si-snr: 22.49 +2025-06-26 23:02:07,146 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-02-07+00 +2025-06-26 23:02:07,698 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-56-21+00 +2025-06-26 23:02:07,699 - speechbrain.utils.epoch_loop - INFO - Going into epoch 73 +2025-06-26 23:07:50,327 - speechbrain.utils.train_logger - INFO - epoch: 73, lr: 1.50e-04 - train si-snr: 1.25 - valid si-snr: 22.35 +2025-06-26 23:07:50,466 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-07-50+00 +2025-06-26 23:07:50,795 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-02-07+00 +2025-06-26 23:07:50,796 - speechbrain.utils.epoch_loop - INFO - Going into epoch 74 +2025-06-26 23:13:31,951 - speechbrain.utils.train_logger - INFO - epoch: 74, lr: 1.50e-04 - train si-snr: 1.07 - valid si-snr: 22.37 +2025-06-26 23:13:32,093 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-13-31+00 +2025-06-26 23:13:34,835 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-07-50+00 +2025-06-26 23:13:34,836 - speechbrain.utils.epoch_loop - INFO - Going into epoch 75 +2025-06-26 23:19:17,198 - speechbrain.utils.train_logger - INFO - epoch: 75, lr: 1.50e-04 - train si-snr: 1.04 - valid si-snr: 22.37 +2025-06-26 23:19:17,340 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-19-17+00 +2025-06-26 23:19:19,489 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-13-31+00 +2025-06-26 23:19:19,490 - speechbrain.utils.epoch_loop - INFO - Going into epoch 76 +2025-06-26 23:24:59,788 - speechbrain.utils.train_logger - INFO - epoch: 76, lr: 1.50e-04 - train si-snr: 1.11 - valid si-snr: 22.48 +2025-06-26 23:24:59,931 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-24-59+00 +2025-06-26 23:25:03,080 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-19-17+00 +2025-06-26 23:25:03,081 - speechbrain.utils.epoch_loop - INFO - Going into epoch 77 +2025-06-26 23:30:47,619 - speechbrain.utils.train_logger - INFO - epoch: 77, lr: 1.50e-04 - train si-snr: 1.03 - valid si-snr: 22.46 +2025-06-26 23:30:47,760 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-30-47+00 +2025-06-26 23:30:47,896 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-24-59+00 +2025-06-26 23:30:47,897 - speechbrain.utils.epoch_loop - INFO - Going into epoch 78 +2025-06-26 23:36:28,785 - speechbrain.utils.train_logger - INFO - epoch: 78, lr: 1.50e-04 - train si-snr: 9.65e-01 - valid si-snr: 22.31 +2025-06-26 23:36:28,928 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-36-28+00 +2025-06-26 23:36:32,669 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-30-47+00 +2025-06-26 23:36:32,670 - speechbrain.utils.epoch_loop - INFO - Going into epoch 79 +2025-06-26 23:42:15,448 - speechbrain.utils.train_logger - INFO - epoch: 79, lr: 1.50e-04 - train si-snr: 1.06 - valid si-snr: 22.34 +2025-06-26 23:42:15,589 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-42-15+00 +2025-06-26 23:42:17,452 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-36-28+00 +2025-06-26 23:42:17,454 - speechbrain.utils.epoch_loop - INFO - Going into epoch 80 +2025-06-26 23:48:00,829 - speechbrain.utils.train_logger - INFO - epoch: 80, lr: 1.50e-04 - train si-snr: 1.03 - valid si-snr: 22.32 +2025-06-26 23:48:00,976 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-48-00+00 +2025-06-26 23:48:01,269 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-42-15+00 +2025-06-26 23:48:01,270 - speechbrain.utils.epoch_loop - INFO - Going into epoch 81 +2025-06-26 23:53:43,939 - speechbrain.utils.train_logger - INFO - epoch: 81, lr: 1.50e-04 - train si-snr: 8.12e-01 - valid si-snr: 22.32 +2025-06-26 23:53:44,079 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-53-43+00 +2025-06-26 23:53:46,503 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-48-00+00 +2025-06-26 23:53:46,504 - speechbrain.utils.epoch_loop - INFO - Going into epoch 82 +2025-06-26 23:59:28,937 - speechbrain.utils.train_logger - INFO - epoch: 82, lr: 1.50e-04 - train si-snr: 8.76e-01 - valid si-snr: 22.33 +2025-06-26 23:59:29,076 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-59-28+00 +2025-06-26 23:59:30,740 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-53-43+00 +2025-06-26 23:59:30,741 - speechbrain.utils.epoch_loop - INFO - Going into epoch 83 +2025-06-27 00:05:12,149 - speechbrain.utils.train_logger - INFO - epoch: 83, lr: 1.50e-04 - train si-snr: 8.91e-01 - valid si-snr: 22.32 +2025-06-27 00:05:12,292 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-05-12+00 +2025-06-27 00:05:15,524 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+23-59-28+00 +2025-06-27 00:05:15,525 - speechbrain.utils.epoch_loop - INFO - Going into epoch 84 +2025-06-27 00:10:58,569 - speechbrain.utils.train_logger - INFO - epoch: 84, lr: 1.50e-04 - train si-snr: 9.11e-01 - valid si-snr: 22.34 +2025-06-27 00:10:58,712 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-10-58+00 +2025-06-27 00:10:59,089 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-05-12+00 +2025-06-27 00:10:59,090 - speechbrain.utils.epoch_loop - INFO - Going into epoch 85 +2025-06-27 00:16:42,401 - speechbrain.utils.train_logger - INFO - epoch: 85, lr: 1.50e-04 - train si-snr: 7.24e-01 - valid si-snr: 22.39 +2025-06-27 00:16:42,537 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-16-42+00 +2025-06-27 00:16:43,677 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-10-58+00 +2025-06-27 00:16:43,678 - speechbrain.utils.epoch_loop - INFO - Going into epoch 86 +2025-06-27 00:22:27,433 - speechbrain.utils.train_logger - INFO - epoch: 86, lr: 1.50e-04 - train si-snr: 7.65e-01 - valid si-snr: 22.34 +2025-06-27 00:22:27,574 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-22-27+00 +2025-06-27 00:22:27,749 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-16-42+00 +2025-06-27 00:22:27,750 - speechbrain.utils.epoch_loop - INFO - Going into epoch 87 +2025-06-27 00:28:11,363 - speechbrain.utils.train_logger - INFO - epoch: 87, lr: 1.50e-04 - train si-snr: 7.10e-01 - valid si-snr: 22.29 +2025-06-27 00:28:11,502 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-28-11+00 +2025-06-27 00:28:11,761 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-26+22-04-47+00 +2025-06-27 00:28:11,769 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-22-27+00 +2025-06-27 00:28:11,771 - speechbrain.utils.epoch_loop - INFO - Going into epoch 88 +2025-06-27 00:33:53,883 - speechbrain.utils.train_logger - INFO - epoch: 88, lr: 1.50e-04 - train si-snr: 7.65e-01 - valid si-snr: 22.42 +2025-06-27 00:33:54,025 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-33-53+00 +2025-06-27 00:33:56,187 - speechbrain.utils.epoch_loop - INFO - Going into epoch 89 +2025-06-27 00:39:37,801 - speechbrain.utils.train_logger - INFO - epoch: 89, lr: 1.50e-04 - train si-snr: 7.09e-01 - valid si-snr: 22.35 +2025-06-27 00:39:37,941 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-39-37+00 +2025-06-27 00:39:40,471 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-33-53+00 +2025-06-27 00:39:40,473 - speechbrain.utils.epoch_loop - INFO - Going into epoch 90 +2025-06-27 00:45:23,297 - speechbrain.nnet.schedulers - INFO - Changing lr from 0.00015 to 7.5e-05 +2025-06-27 00:45:23,298 - speechbrain.utils.train_logger - INFO - epoch: 90, lr: 1.50e-04 - train si-snr: 8.13e-01 - valid si-snr: 22.38 +2025-06-27 00:45:23,438 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-45-23+00 +2025-06-27 00:45:24,002 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-39-37+00 +2025-06-27 00:45:24,003 - speechbrain.utils.epoch_loop - INFO - Going into epoch 91 +2025-06-27 00:51:06,074 - speechbrain.utils.train_logger - INFO - epoch: 91, lr: 7.50e-05 - train si-snr: 5.81e-01 - valid si-snr: 22.24 +2025-06-27 00:51:06,213 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-51-06+00 +2025-06-27 00:51:08,820 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-28-11+00 +2025-06-27 00:51:08,829 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-45-23+00 +2025-06-27 00:51:08,830 - speechbrain.utils.epoch_loop - INFO - Going into epoch 92 +2025-06-27 00:56:52,084 - speechbrain.utils.train_logger - INFO - epoch: 92, lr: 7.50e-05 - train si-snr: 3.71e-01 - valid si-snr: 22.33 +2025-06-27 00:56:52,221 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-56-52+00 +2025-06-27 00:56:52,327 - speechbrain.utils.epoch_loop - INFO - Going into epoch 93 +2025-06-27 01:02:33,304 - speechbrain.utils.train_logger - INFO - epoch: 93, lr: 7.50e-05 - train si-snr: 3.21e-01 - valid si-snr: 22.33 +2025-06-27 01:02:33,450 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-02-33+00 +2025-06-27 01:02:35,466 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-56-52+00 +2025-06-27 01:02:35,467 - speechbrain.utils.epoch_loop - INFO - Going into epoch 94 +2025-06-27 01:08:17,763 - speechbrain.nnet.schedulers - INFO - Changing lr from 7.5e-05 to 3.7e-05 +2025-06-27 01:08:17,764 - speechbrain.utils.train_logger - INFO - epoch: 94, lr: 7.50e-05 - train si-snr: 3.48e-01 - valid si-snr: 22.29 +2025-06-27 01:08:17,904 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-08-17+00 +2025-06-27 01:08:20,921 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-02-33+00 +2025-06-27 01:08:20,923 - speechbrain.utils.epoch_loop - INFO - Going into epoch 95 +2025-06-27 01:14:04,743 - speechbrain.utils.train_logger - INFO - epoch: 95, lr: 3.75e-05 - train si-snr: 4.08e-01 - valid si-snr: 22.34 +2025-06-27 01:14:04,886 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-14-04+00 +2025-06-27 01:14:05,061 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-08-17+00 +2025-06-27 01:14:05,062 - speechbrain.utils.epoch_loop - INFO - Going into epoch 96 +2025-06-27 01:19:45,828 - speechbrain.utils.train_logger - INFO - epoch: 96, lr: 3.75e-05 - train si-snr: 2.29e-01 - valid si-snr: 22.33 +2025-06-27 01:19:45,966 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-19-45+00 +2025-06-27 01:19:49,903 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-14-04+00 +2025-06-27 01:19:49,904 - speechbrain.utils.epoch_loop - INFO - Going into epoch 97 +2025-06-27 01:25:31,408 - speechbrain.nnet.schedulers - INFO - Changing lr from 3.7e-05 to 1.9e-05 +2025-06-27 01:25:31,409 - speechbrain.utils.train_logger - INFO - epoch: 97, lr: 3.75e-05 - train si-snr: 2.27e-01 - valid si-snr: 22.29 +2025-06-27 01:25:31,560 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-25-31+00 +2025-06-27 01:25:33,384 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-19-45+00 +2025-06-27 01:25:33,386 - speechbrain.utils.epoch_loop - INFO - Going into epoch 98 +2025-06-27 01:31:14,857 - speechbrain.utils.train_logger - INFO - epoch: 98, lr: 1.87e-05 - train si-snr: 1.28e-01 - valid si-snr: 22.27 +2025-06-27 01:31:14,996 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-31-14+00 +2025-06-27 01:31:16,766 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-25-31+00 +2025-06-27 01:31:16,767 - speechbrain.utils.epoch_loop - INFO - Going into epoch 99 +2025-06-27 01:36:58,965 - speechbrain.utils.train_logger - INFO - epoch: 99, lr: 1.87e-05 - train si-snr: 3.17e-02 - valid si-snr: 22.27 +2025-06-27 01:36:59,103 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-36-58+00 +2025-06-27 01:37:00,906 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-31-14+00 +2025-06-27 01:37:00,907 - speechbrain.utils.epoch_loop - INFO - Going into epoch 100 +2025-06-27 01:42:44,566 - speechbrain.utils.train_logger - INFO - epoch: 100, lr: 1.87e-05 - train si-snr: 6.84e-02 - valid si-snr: 22.24 +2025-06-27 01:42:44,700 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-42-44+00 +2025-06-27 01:42:44,885 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+00-51-06+00 +2025-06-27 01:42:44,894 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-36-58+00 +2025-06-27 01:42:44,895 - speechbrain.utils.epoch_loop - INFO - Going into epoch 101 +2025-06-27 01:48:27,184 - speechbrain.utils.train_logger - INFO - epoch: 101, lr: 1.87e-05 - train si-snr: 6.90e-02 - valid si-snr: 22.25 +2025-06-27 01:48:27,325 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-48-27+00 +2025-06-27 01:48:29,351 - speechbrain.utils.epoch_loop - INFO - Going into epoch 102 +2025-06-27 01:54:10,257 - speechbrain.utils.train_logger - INFO - epoch: 102, lr: 1.87e-05 - train si-snr: 1.53e-01 - valid si-snr: 22.28 +2025-06-27 01:54:10,396 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-54-10+00 +2025-06-27 01:54:16,673 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-48-27+00 +2025-06-27 01:54:16,674 - speechbrain.utils.epoch_loop - INFO - Going into epoch 103 +2025-06-27 01:59:58,828 - speechbrain.nnet.schedulers - INFO - Changing lr from 1.9e-05 to 9.4e-06 +2025-06-27 01:59:58,829 - speechbrain.utils.train_logger - INFO - epoch: 103, lr: 1.87e-05 - train si-snr: 4.23e-02 - valid si-snr: 22.28 +2025-06-27 01:59:58,971 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-59-58+00 +2025-06-27 02:00:01,458 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-54-10+00 +2025-06-27 02:00:01,460 - speechbrain.utils.epoch_loop - INFO - Going into epoch 104 +2025-06-27 02:05:43,068 - speechbrain.utils.train_logger - INFO - epoch: 104, lr: 9.37e-06 - train si-snr: 7.48e-02 - valid si-snr: 22.24 +2025-06-27 02:05:43,204 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00 +2025-06-27 02:05:45,066 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-42-44+00 +2025-06-27 02:05:45,075 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+01-59-58+00 +2025-06-27 02:05:45,076 - speechbrain.utils.epoch_loop - INFO - Going into epoch 105 +2025-06-27 02:11:26,626 - speechbrain.utils.train_logger - INFO - epoch: 105, lr: 9.37e-06 - train si-snr: 8.28e-02 - valid si-snr: 22.27 +2025-06-27 02:11:26,764 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-11-26+00 +2025-06-27 02:11:30,397 - speechbrain.utils.epoch_loop - INFO - Going into epoch 106 +2025-06-27 02:17:11,634 - speechbrain.utils.train_logger - INFO - epoch: 106, lr: 9.37e-06 - train si-snr: -1.19e-01 - valid si-snr: 22.26 +2025-06-27 02:17:11,775 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-17-11+00 +2025-06-27 02:17:14,619 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-11-26+00 +2025-06-27 02:17:14,620 - speechbrain.utils.epoch_loop - INFO - Going into epoch 107 +2025-06-27 02:22:56,640 - speechbrain.nnet.schedulers - INFO - Changing lr from 9.4e-06 to 4.7e-06 +2025-06-27 02:22:56,641 - speechbrain.utils.train_logger - INFO - epoch: 107, lr: 9.37e-06 - train si-snr: 2.27e-02 - valid si-snr: 22.26 +2025-06-27 02:22:56,778 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-22-56+00 +2025-06-27 02:22:58,795 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-17-11+00 +2025-06-27 02:22:58,796 - speechbrain.utils.epoch_loop - INFO - Going into epoch 108 +2025-06-27 02:28:41,678 - speechbrain.utils.train_logger - INFO - epoch: 108, lr: 4.69e-06 - train si-snr: -9.19e-02 - valid si-snr: 22.24 +2025-06-27 02:28:41,816 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-28-41+00 +2025-06-27 02:28:43,510 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-22-56+00 +2025-06-27 02:28:43,511 - speechbrain.utils.epoch_loop - INFO - Going into epoch 109 +2025-06-27 02:34:27,020 - speechbrain.utils.train_logger - INFO - epoch: 109, lr: 4.69e-06 - train si-snr: -1.86e-02 - valid si-snr: 22.26 +2025-06-27 02:34:27,159 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-34-27+00 +2025-06-27 02:34:28,985 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-28-41+00 +2025-06-27 02:34:28,987 - speechbrain.utils.epoch_loop - INFO - Going into epoch 110 +2025-06-27 02:40:10,112 - speechbrain.nnet.schedulers - INFO - Changing lr from 4.7e-06 to 2.3e-06 +2025-06-27 02:40:10,113 - speechbrain.utils.train_logger - INFO - epoch: 110, lr: 4.69e-06 - train si-snr: -1.29e-01 - valid si-snr: 22.26 +2025-06-27 02:40:10,249 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-40-10+00 +2025-06-27 02:40:13,965 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-34-27+00 +2025-06-27 02:40:13,966 - speechbrain.utils.epoch_loop - INFO - Going into epoch 111 +2025-06-27 02:45:56,785 - speechbrain.utils.train_logger - INFO - epoch: 111, lr: 2.34e-06 - train si-snr: -1.28e-01 - valid si-snr: 22.26 +2025-06-27 02:45:56,924 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-45-56+00 +2025-06-27 02:45:57,907 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-40-10+00 +2025-06-27 02:45:57,908 - speechbrain.utils.epoch_loop - INFO - Going into epoch 112 +2025-06-27 02:51:38,883 - speechbrain.utils.train_logger - INFO - epoch: 112, lr: 2.34e-06 - train si-snr: 1.96e-02 - valid si-snr: 22.26 +2025-06-27 02:51:39,026 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-51-38+00 +2025-06-27 02:51:43,698 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-45-56+00 +2025-06-27 02:51:43,699 - speechbrain.utils.epoch_loop - INFO - Going into epoch 113 +2025-06-27 02:57:26,610 - speechbrain.nnet.schedulers - INFO - Changing lr from 2.3e-06 to 1.2e-06 +2025-06-27 02:57:26,611 - speechbrain.utils.train_logger - INFO - epoch: 113, lr: 2.34e-06 - train si-snr: -8.82e-02 - valid si-snr: 22.26 +2025-06-27 02:57:26,746 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-57-26+00 +2025-06-27 02:57:27,872 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-51-38+00 +2025-06-27 02:57:27,873 - speechbrain.utils.epoch_loop - INFO - Going into epoch 114 +2025-06-27 03:03:09,468 - speechbrain.utils.train_logger - INFO - epoch: 114, lr: 1.17e-06 - train si-snr: -2.95e-02 - valid si-snr: 22.25 +2025-06-27 03:03:09,611 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-03-09+00 +2025-06-27 03:03:11,547 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-57-26+00 +2025-06-27 03:03:11,549 - speechbrain.utils.epoch_loop - INFO - Going into epoch 115 +2025-06-27 03:08:55,612 - speechbrain.utils.train_logger - INFO - epoch: 115, lr: 1.17e-06 - train si-snr: 1.44e-02 - valid si-snr: 22.26 +2025-06-27 03:08:55,751 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-08-55+00 +2025-06-27 03:08:55,948 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-03-09+00 +2025-06-27 03:08:55,949 - speechbrain.utils.epoch_loop - INFO - Going into epoch 116 +2025-06-27 03:14:40,515 - speechbrain.nnet.schedulers - INFO - Changing lr from 1.2e-06 to 5.9e-07 +2025-06-27 03:14:40,516 - speechbrain.utils.train_logger - INFO - epoch: 116, lr: 1.17e-06 - train si-snr: -2.01e-02 - valid si-snr: 22.25 +2025-06-27 03:14:40,657 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-14-40+00 +2025-06-27 03:14:40,857 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-08-55+00 +2025-06-27 03:14:40,858 - speechbrain.utils.epoch_loop - INFO - Going into epoch 117 +2025-06-27 03:20:23,923 - speechbrain.utils.train_logger - INFO - epoch: 117, lr: 5.86e-07 - train si-snr: -6.14e-02 - valid si-snr: 22.25 +2025-06-27 03:20:24,067 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-20-23+00 +2025-06-27 03:20:24,547 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-14-40+00 +2025-06-27 03:20:24,548 - speechbrain.utils.epoch_loop - INFO - Going into epoch 118 +2025-06-27 03:26:06,154 - speechbrain.utils.train_logger - INFO - epoch: 118, lr: 5.86e-07 - train si-snr: 1.49e-02 - valid si-snr: 22.25 +2025-06-27 03:26:06,292 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-26-06+00 +2025-06-27 03:26:08,236 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-20-23+00 +2025-06-27 03:26:08,237 - speechbrain.utils.epoch_loop - INFO - Going into epoch 119 +2025-06-27 03:31:50,680 - speechbrain.nnet.schedulers - INFO - Changing lr from 5.9e-07 to 2.9e-07 +2025-06-27 03:31:50,681 - speechbrain.utils.train_logger - INFO - epoch: 119, lr: 5.86e-07 - train si-snr: -2.11e-02 - valid si-snr: 22.25 +2025-06-27 03:31:50,823 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-31-50+00 +2025-06-27 03:31:54,414 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-26-06+00 +2025-06-27 03:31:54,415 - speechbrain.utils.epoch_loop - INFO - Going into epoch 120 +2025-06-27 03:37:36,262 - speechbrain.utils.train_logger - INFO - epoch: 120, lr: 2.93e-07 - train si-snr: -8.56e-02 - valid si-snr: 22.25 +2025-06-27 03:37:36,403 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-37-36+00 +2025-06-27 03:37:38,083 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-31-50+00 +2025-06-27 03:37:38,084 - speechbrain.utils.epoch_loop - INFO - Going into epoch 121 +2025-06-27 03:43:21,243 - speechbrain.utils.train_logger - INFO - epoch: 121, lr: 2.93e-07 - train si-snr: 3.46e-02 - valid si-snr: 22.25 +2025-06-27 03:43:21,383 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-43-21+00 +2025-06-27 03:43:22,306 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-37-36+00 +2025-06-27 03:43:22,307 - speechbrain.utils.epoch_loop - INFO - Going into epoch 122 +2025-06-27 03:49:05,856 - speechbrain.nnet.schedulers - INFO - Changing lr from 2.9e-07 to 1.5e-07 +2025-06-27 03:49:05,857 - speechbrain.utils.train_logger - INFO - epoch: 122, lr: 2.93e-07 - train si-snr: -4.48e-02 - valid si-snr: 22.26 +2025-06-27 03:49:06,001 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-49-05+00 +2025-06-27 03:49:07,085 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-43-21+00 +2025-06-27 03:49:07,087 - speechbrain.utils.epoch_loop - INFO - Going into epoch 123 +2025-06-27 03:54:52,465 - speechbrain.utils.train_logger - INFO - epoch: 123, lr: 1.46e-07 - train si-snr: -4.78e-02 - valid si-snr: 22.25 +2025-06-27 03:54:52,605 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-54-52+00 +2025-06-27 03:54:52,842 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-49-05+00 +2025-06-27 03:54:52,843 - speechbrain.utils.epoch_loop - INFO - Going into epoch 124 +2025-06-27 04:00:34,571 - speechbrain.utils.train_logger - INFO - epoch: 124, lr: 1.46e-07 - train si-snr: 4.87e-02 - valid si-snr: 22.26 +2025-06-27 04:00:34,711 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-00-34+00 +2025-06-27 04:00:37,291 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+03-54-52+00 +2025-06-27 04:00:37,292 - speechbrain.utils.epoch_loop - INFO - Going into epoch 125 +2025-06-27 04:06:20,078 - speechbrain.nnet.schedulers - INFO - Changing lr from 1.5e-07 to 7.3e-08 +2025-06-27 04:06:20,079 - speechbrain.utils.train_logger - INFO - epoch: 125, lr: 1.46e-07 - train si-snr: -8.55e-02 - valid si-snr: 22.25 +2025-06-27 04:06:20,218 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-06-20+00 +2025-06-27 04:06:22,441 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-00-34+00 +2025-06-27 04:06:22,443 - speechbrain.utils.epoch_loop - INFO - Going into epoch 126 +2025-06-27 04:12:05,325 - speechbrain.utils.train_logger - INFO - epoch: 126, lr: 7.32e-08 - train si-snr: 4.56e-02 - valid si-snr: 22.25 +2025-06-27 04:12:05,466 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-12-05+00 +2025-06-27 04:12:06,370 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-06-20+00 +2025-06-27 04:12:06,371 - speechbrain.utils.epoch_loop - INFO - Going into epoch 127 +2025-06-27 04:17:48,721 - speechbrain.utils.train_logger - INFO - epoch: 127, lr: 7.32e-08 - train si-snr: -7.29e-02 - valid si-snr: 22.25 +2025-06-27 04:17:48,863 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-17-48+00 +2025-06-27 04:17:49,697 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-12-05+00 +2025-06-27 04:17:49,698 - speechbrain.utils.epoch_loop - INFO - Going into epoch 128 +2025-06-27 04:23:32,006 - speechbrain.nnet.schedulers - INFO - Changing lr from 7.3e-08 to 3.7e-08 +2025-06-27 04:23:32,007 - speechbrain.utils.train_logger - INFO - epoch: 128, lr: 7.32e-08 - train si-snr: -4.80e-02 - valid si-snr: 22.26 +2025-06-27 04:23:32,149 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-23-32+00 +2025-06-27 04:23:34,480 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-17-48+00 +2025-06-27 04:23:34,481 - speechbrain.utils.epoch_loop - INFO - Going into epoch 129 +2025-06-27 04:29:16,401 - speechbrain.utils.train_logger - INFO - epoch: 129, lr: 3.66e-08 - train si-snr: -6.66e-02 - valid si-snr: 22.26 +2025-06-27 04:29:16,544 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-29-16+00 +2025-06-27 04:29:18,814 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-23-32+00 +2025-06-27 04:29:18,816 - speechbrain.utils.epoch_loop - INFO - Going into epoch 130 +2025-06-27 04:35:02,362 - speechbrain.utils.train_logger - INFO - epoch: 130, lr: 3.66e-08 - train si-snr: 6.62e-03 - valid si-snr: 22.26 +2025-06-27 04:35:02,501 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-35-02+00 +2025-06-27 04:35:02,950 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-29-16+00 +2025-06-27 04:35:02,951 - speechbrain.utils.epoch_loop - INFO - Going into epoch 131 +2025-06-27 04:40:46,859 - speechbrain.nnet.schedulers - INFO - Changing lr from 3.7e-08 to 1.8e-08 +2025-06-27 04:40:46,860 - speechbrain.utils.train_logger - INFO - epoch: 131, lr: 3.66e-08 - train si-snr: -1.94e-02 - valid si-snr: 22.26 +2025-06-27 04:40:47,002 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-40-46+00 +2025-06-27 04:40:48,075 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-35-02+00 +2025-06-27 04:40:48,076 - speechbrain.utils.epoch_loop - INFO - Going into epoch 132 +2025-06-27 04:46:32,472 - speechbrain.utils.train_logger - INFO - epoch: 132, lr: 1.83e-08 - train si-snr: 1.16e-02 - valid si-snr: 22.26 +2025-06-27 04:46:32,611 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-46-32+00 +2025-06-27 04:46:32,837 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-40-46+00 +2025-06-27 04:46:32,839 - speechbrain.utils.epoch_loop - INFO - Going into epoch 133 +2025-06-27 04:52:16,974 - speechbrain.utils.train_logger - INFO - epoch: 133, lr: 1.83e-08 - train si-snr: -1.09e-01 - valid si-snr: 22.26 +2025-06-27 04:52:17,114 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-52-16+00 +2025-06-27 04:52:17,342 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-46-32+00 +2025-06-27 04:52:17,343 - speechbrain.utils.epoch_loop - INFO - Going into epoch 134 +2025-06-27 04:57:59,531 - speechbrain.nnet.schedulers - INFO - Changing lr from 1.8e-08 to 1e-08 +2025-06-27 04:57:59,532 - speechbrain.utils.train_logger - INFO - epoch: 134, lr: 1.83e-08 - train si-snr: -1.16e-01 - valid si-snr: 22.26 +2025-06-27 04:57:59,670 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-57-59+00 +2025-06-27 04:58:01,018 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-52-16+00 +2025-06-27 04:58:01,020 - speechbrain.utils.epoch_loop - INFO - Going into epoch 135 +2025-06-27 05:03:41,559 - speechbrain.utils.train_logger - INFO - epoch: 135, lr: 1.00e-08 - train si-snr: 2.68e-02 - valid si-snr: 22.26 +2025-06-27 05:03:41,700 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-03-41+00 +2025-06-27 05:03:44,104 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+04-57-59+00 +2025-06-27 05:03:44,106 - speechbrain.utils.epoch_loop - INFO - Going into epoch 136 +2025-06-27 05:09:25,924 - speechbrain.utils.train_logger - INFO - epoch: 136, lr: 1.00e-08 - train si-snr: 3.10e-03 - valid si-snr: 22.26 +2025-06-27 05:09:26,066 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-09-25+00 +2025-06-27 05:09:29,122 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-03-41+00 +2025-06-27 05:09:29,123 - speechbrain.utils.epoch_loop - INFO - Going into epoch 137 +2025-06-27 05:15:12,915 - speechbrain.utils.train_logger - INFO - epoch: 137, lr: 1.00e-08 - train si-snr: -4.31e-02 - valid si-snr: 22.26 +2025-06-27 05:15:13,056 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-15-12+00 +2025-06-27 05:15:13,355 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-09-25+00 +2025-06-27 05:15:13,356 - speechbrain.utils.epoch_loop - INFO - Going into epoch 138 +2025-06-27 05:20:56,167 - speechbrain.utils.train_logger - INFO - epoch: 138, lr: 1.00e-08 - train si-snr: 7.30e-02 - valid si-snr: 22.26 +2025-06-27 05:20:56,308 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-20-56+00 +2025-06-27 05:20:56,661 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-15-12+00 +2025-06-27 05:20:56,662 - speechbrain.utils.epoch_loop - INFO - Going into epoch 139 +2025-06-27 05:26:39,898 - speechbrain.utils.train_logger - INFO - epoch: 139, lr: 1.00e-08 - train si-snr: -9.77e-02 - valid si-snr: 22.26 +2025-06-27 05:26:40,039 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-26-39+00 +2025-06-27 05:26:40,284 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-20-56+00 +2025-06-27 05:26:40,285 - speechbrain.utils.epoch_loop - INFO - Going into epoch 140 +2025-06-27 05:32:21,335 - speechbrain.utils.train_logger - INFO - epoch: 140, lr: 1.00e-08 - train si-snr: -1.41e-01 - valid si-snr: 22.26 +2025-06-27 05:32:21,478 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-32-21+00 +2025-06-27 05:32:24,938 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-26-39+00 +2025-06-27 05:32:24,939 - speechbrain.utils.epoch_loop - INFO - Going into epoch 141 +2025-06-27 05:38:09,020 - speechbrain.utils.train_logger - INFO - epoch: 141, lr: 1.00e-08 - train si-snr: -1.82e-02 - valid si-snr: 22.26 +2025-06-27 05:38:09,162 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-38-09+00 +2025-06-27 05:38:09,399 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-32-21+00 +2025-06-27 05:38:09,400 - speechbrain.utils.epoch_loop - INFO - Going into epoch 142 +2025-06-27 05:43:52,392 - speechbrain.utils.train_logger - INFO - epoch: 142, lr: 1.00e-08 - train si-snr: -5.03e-02 - valid si-snr: 22.26 +2025-06-27 05:43:52,533 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-43-52+00 +2025-06-27 05:43:54,860 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-38-09+00 +2025-06-27 05:43:54,861 - speechbrain.utils.epoch_loop - INFO - Going into epoch 143 +2025-06-27 05:49:38,193 - speechbrain.utils.train_logger - INFO - epoch: 143, lr: 1.00e-08 - train si-snr: -9.63e-02 - valid si-snr: 22.26 +2025-06-27 05:49:38,334 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-49-38+00 +2025-06-27 05:49:38,574 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-43-52+00 +2025-06-27 05:49:38,575 - speechbrain.utils.epoch_loop - INFO - Going into epoch 144 +2025-06-27 05:55:21,205 - speechbrain.utils.train_logger - INFO - epoch: 144, lr: 1.00e-08 - train si-snr: -1.29e-02 - valid si-snr: 22.26 +2025-06-27 05:55:21,341 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-55-21+00 +2025-06-27 05:55:23,046 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-49-38+00 +2025-06-27 05:55:23,047 - speechbrain.utils.epoch_loop - INFO - Going into epoch 145 +2025-06-27 06:01:05,240 - speechbrain.utils.train_logger - INFO - epoch: 145, lr: 1.00e-08 - train si-snr: -3.77e-02 - valid si-snr: 22.26 +2025-06-27 06:01:05,380 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-01-05+00 +2025-06-27 06:01:07,443 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+05-55-21+00 +2025-06-27 06:01:07,445 - speechbrain.utils.epoch_loop - INFO - Going into epoch 146 +2025-06-27 06:06:48,174 - speechbrain.utils.train_logger - INFO - epoch: 146, lr: 1.00e-08 - train si-snr: -1.36e-01 - valid si-snr: 22.26 +2025-06-27 06:06:48,316 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-06-48+00 +2025-06-27 06:06:51,779 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-01-05+00 +2025-06-27 06:06:51,781 - speechbrain.utils.epoch_loop - INFO - Going into epoch 147 +2025-06-27 06:12:32,548 - speechbrain.utils.train_logger - INFO - epoch: 147, lr: 1.00e-08 - train si-snr: -1.02e-01 - valid si-snr: 22.26 +2025-06-27 06:12:32,687 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-12-32+00 +2025-06-27 06:12:34,916 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-06-48+00 +2025-06-27 06:12:34,918 - speechbrain.utils.epoch_loop - INFO - Going into epoch 148 +2025-06-27 06:18:19,772 - speechbrain.utils.train_logger - INFO - epoch: 148, lr: 1.00e-08 - train si-snr: 1.05e-01 - valid si-snr: 22.26 +2025-06-27 06:18:19,912 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-18-19+00 +2025-06-27 06:18:20,163 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-12-32+00 +2025-06-27 06:18:20,164 - speechbrain.utils.epoch_loop - INFO - Going into epoch 149 +2025-06-27 06:24:00,709 - speechbrain.utils.train_logger - INFO - epoch: 149, lr: 1.00e-08 - train si-snr: -1.08e-01 - valid si-snr: 22.26 +2025-06-27 06:24:00,847 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-24-00+00 +2025-06-27 06:24:07,045 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-18-19+00 +2025-06-27 06:24:07,047 - speechbrain.utils.epoch_loop - INFO - Going into epoch 150 +2025-06-27 06:29:50,353 - speechbrain.utils.train_logger - INFO - epoch: 150, lr: 1.00e-08 - train si-snr: 1.28e-02 - valid si-snr: 22.26 +2025-06-27 06:29:50,494 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-29-50+00 +2025-06-27 06:29:52,075 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-24-00+00 +2025-06-27 06:29:52,076 - speechbrain.utils.epoch_loop - INFO - Going into epoch 151 +2025-06-27 06:35:32,946 - speechbrain.utils.train_logger - INFO - epoch: 151, lr: 1.00e-08 - train si-snr: -8.94e-02 - valid si-snr: 22.26 +2025-06-27 06:35:33,084 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-35-32+00 +2025-06-27 06:35:36,862 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-29-50+00 +2025-06-27 06:35:36,863 - speechbrain.utils.epoch_loop - INFO - Going into epoch 152 +2025-06-27 06:41:19,461 - speechbrain.utils.train_logger - INFO - epoch: 152, lr: 1.00e-08 - train si-snr: -9.64e-02 - valid si-snr: 22.26 +2025-06-27 06:41:19,601 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-41-19+00 +2025-06-27 06:41:21,578 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-35-32+00 +2025-06-27 06:41:21,579 - speechbrain.utils.epoch_loop - INFO - Going into epoch 153 +2025-06-27 06:47:05,673 - speechbrain.utils.train_logger - INFO - epoch: 153, lr: 1.00e-08 - train si-snr: -1.32e-01 - valid si-snr: 22.26 +2025-06-27 06:47:05,810 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-47-05+00 +2025-06-27 06:47:06,070 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-41-19+00 +2025-06-27 06:47:06,070 - speechbrain.utils.epoch_loop - INFO - Going into epoch 154 +2025-06-27 06:52:48,063 - speechbrain.utils.train_logger - INFO - epoch: 154, lr: 1.00e-08 - train si-snr: 2.86e-02 - valid si-snr: 22.26 +2025-06-27 06:52:48,213 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-52-48+00 +2025-06-27 06:52:49,729 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-47-05+00 +2025-06-27 06:52:49,730 - speechbrain.utils.epoch_loop - INFO - Going into epoch 155 +2025-06-27 06:58:34,312 - speechbrain.utils.train_logger - INFO - epoch: 155, lr: 1.00e-08 - train si-snr: -2.50e-02 - valid si-snr: 22.26 +2025-06-27 06:58:34,466 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-58-34+00 +2025-06-27 06:58:36,000 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-52-48+00 +2025-06-27 06:58:36,002 - speechbrain.utils.epoch_loop - INFO - Going into epoch 156 +2025-06-27 07:04:18,048 - speechbrain.utils.train_logger - INFO - epoch: 156, lr: 1.00e-08 - train si-snr: -1.44e-02 - valid si-snr: 22.26 +2025-06-27 07:04:18,189 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-04-18+00 +2025-06-27 07:04:19,439 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+06-58-34+00 +2025-06-27 07:04:19,440 - speechbrain.utils.epoch_loop - INFO - Going into epoch 157 +2025-06-27 07:10:03,764 - speechbrain.utils.train_logger - INFO - epoch: 157, lr: 1.00e-08 - train si-snr: 9.09e-02 - valid si-snr: 22.26 +2025-06-27 07:10:03,906 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-10-03+00 +2025-06-27 07:10:04,173 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-04-18+00 +2025-06-27 07:10:04,174 - speechbrain.utils.epoch_loop - INFO - Going into epoch 158 +2025-06-27 07:15:48,140 - speechbrain.utils.train_logger - INFO - epoch: 158, lr: 1.00e-08 - train si-snr: 6.12e-03 - valid si-snr: 22.26 +2025-06-27 07:15:48,277 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-15-48+00 +2025-06-27 07:15:48,546 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-10-03+00 +2025-06-27 07:15:48,547 - speechbrain.utils.epoch_loop - INFO - Going into epoch 159 +2025-06-27 07:21:29,785 - speechbrain.utils.train_logger - INFO - epoch: 159, lr: 1.00e-08 - train si-snr: -3.80e-02 - valid si-snr: 22.26 +2025-06-27 07:21:29,922 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-21-29+00 +2025-06-27 07:21:31,764 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-15-48+00 +2025-06-27 07:21:31,765 - speechbrain.utils.epoch_loop - INFO - Going into epoch 160 +2025-06-27 07:27:14,568 - speechbrain.utils.train_logger - INFO - epoch: 160, lr: 1.00e-08 - train si-snr: 4.51e-02 - valid si-snr: 22.26 +2025-06-27 07:27:14,710 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-27-14+00 +2025-06-27 07:27:15,582 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-21-29+00 +2025-06-27 07:27:15,583 - speechbrain.utils.epoch_loop - INFO - Going into epoch 161 +2025-06-27 07:32:57,039 - speechbrain.utils.train_logger - INFO - epoch: 161, lr: 1.00e-08 - train si-snr: -2.98e-02 - valid si-snr: 22.26 +2025-06-27 07:32:57,180 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-32-57+00 +2025-06-27 07:33:00,116 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-27-14+00 +2025-06-27 07:33:00,117 - speechbrain.utils.epoch_loop - INFO - Going into epoch 162 +2025-06-27 07:38:43,830 - speechbrain.utils.train_logger - INFO - epoch: 162, lr: 1.00e-08 - train si-snr: -2.20e-03 - valid si-snr: 22.26 +2025-06-27 07:38:43,971 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-38-43+00 +2025-06-27 07:38:44,241 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-32-57+00 +2025-06-27 07:38:44,242 - speechbrain.utils.epoch_loop - INFO - Going into epoch 163 +2025-06-27 07:44:26,855 - speechbrain.utils.train_logger - INFO - epoch: 163, lr: 1.00e-08 - train si-snr: -1.64e-01 - valid si-snr: 22.26 +2025-06-27 07:44:26,994 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-44-26+00 +2025-06-27 07:44:28,232 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-38-43+00 +2025-06-27 07:44:28,234 - speechbrain.utils.epoch_loop - INFO - Going into epoch 164 +2025-06-27 07:50:11,048 - speechbrain.utils.train_logger - INFO - epoch: 164, lr: 1.00e-08 - train si-snr: -3.20e-02 - valid si-snr: 22.26 +2025-06-27 07:50:11,188 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-50-11+00 +2025-06-27 07:50:12,462 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-44-26+00 +2025-06-27 07:50:12,463 - speechbrain.utils.epoch_loop - INFO - Going into epoch 165 +2025-06-27 07:55:53,541 - speechbrain.utils.train_logger - INFO - epoch: 165, lr: 1.00e-08 - train si-snr: 3.47e-03 - valid si-snr: 22.26 +2025-06-27 07:55:53,680 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-55-53+00 +2025-06-27 07:55:56,260 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-50-11+00 +2025-06-27 07:55:56,262 - speechbrain.utils.epoch_loop - INFO - Going into epoch 166 +2025-06-27 08:01:37,273 - speechbrain.utils.train_logger - INFO - epoch: 166, lr: 1.00e-08 - train si-snr: -8.60e-02 - valid si-snr: 22.26 +2025-06-27 08:01:37,415 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-01-37+00 +2025-06-27 08:01:39,624 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+07-55-53+00 +2025-06-27 08:01:39,625 - speechbrain.utils.epoch_loop - INFO - Going into epoch 167 +2025-06-27 08:07:20,945 - speechbrain.utils.train_logger - INFO - epoch: 167, lr: 1.00e-08 - train si-snr: 6.45e-03 - valid si-snr: 22.26 +2025-06-27 08:07:21,083 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-07-20+00 +2025-06-27 08:07:22,875 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-01-37+00 +2025-06-27 08:07:22,876 - speechbrain.utils.epoch_loop - INFO - Going into epoch 168 +2025-06-27 08:13:05,620 - speechbrain.utils.train_logger - INFO - epoch: 168, lr: 1.00e-08 - train si-snr: 1.17e-02 - valid si-snr: 22.26 +2025-06-27 08:13:05,760 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-13-05+00 +2025-06-27 08:13:06,958 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-07-20+00 +2025-06-27 08:13:06,959 - speechbrain.utils.epoch_loop - INFO - Going into epoch 169 +2025-06-27 08:18:48,645 - speechbrain.utils.train_logger - INFO - epoch: 169, lr: 1.00e-08 - train si-snr: -4.05e-02 - valid si-snr: 22.26 +2025-06-27 08:18:48,785 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-18-48+00 +2025-06-27 08:18:55,154 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-13-05+00 +2025-06-27 08:18:55,155 - speechbrain.utils.epoch_loop - INFO - Going into epoch 170 +2025-06-27 08:24:35,994 - speechbrain.utils.train_logger - INFO - epoch: 170, lr: 1.00e-08 - train si-snr: -1.26e-01 - valid si-snr: 22.26 +2025-06-27 08:24:36,135 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-24-35+00 +2025-06-27 08:24:40,127 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-18-48+00 +2025-06-27 08:24:40,128 - speechbrain.utils.epoch_loop - INFO - Going into epoch 171 +2025-06-27 08:30:21,486 - speechbrain.utils.train_logger - INFO - epoch: 171, lr: 1.00e-08 - train si-snr: -1.06e-01 - valid si-snr: 22.26 +2025-06-27 08:30:21,625 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-30-21+00 +2025-06-27 08:30:24,790 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-24-35+00 +2025-06-27 08:30:24,791 - speechbrain.utils.epoch_loop - INFO - Going into epoch 172 +2025-06-27 08:36:05,681 - speechbrain.utils.train_logger - INFO - epoch: 172, lr: 1.00e-08 - train si-snr: -1.26e-01 - valid si-snr: 22.26 +2025-06-27 08:36:05,819 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-36-05+00 +2025-06-27 08:36:09,788 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-30-21+00 +2025-06-27 08:36:09,789 - speechbrain.utils.epoch_loop - INFO - Going into epoch 173 +2025-06-27 08:41:52,206 - speechbrain.utils.train_logger - INFO - epoch: 173, lr: 1.00e-08 - train si-snr: -7.41e-02 - valid si-snr: 22.26 +2025-06-27 08:41:52,342 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-41-52+00 +2025-06-27 08:41:54,174 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-36-05+00 +2025-06-27 08:41:54,175 - speechbrain.utils.epoch_loop - INFO - Going into epoch 174 +2025-06-27 08:47:37,451 - speechbrain.utils.train_logger - INFO - epoch: 174, lr: 1.00e-08 - train si-snr: 1.57e-02 - valid si-snr: 22.26 +2025-06-27 08:47:37,589 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-47-37+00 +2025-06-27 08:47:37,880 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-41-52+00 +2025-06-27 08:47:37,881 - speechbrain.utils.epoch_loop - INFO - Going into epoch 175 +2025-06-27 08:53:20,367 - speechbrain.utils.train_logger - INFO - epoch: 175, lr: 1.00e-08 - train si-snr: -1.48e-02 - valid si-snr: 22.26 +2025-06-27 08:53:20,508 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-53-20+00 +2025-06-27 08:53:21,614 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-47-37+00 +2025-06-27 08:53:21,615 - speechbrain.utils.epoch_loop - INFO - Going into epoch 176 +2025-06-27 08:59:03,620 - speechbrain.utils.train_logger - INFO - epoch: 176, lr: 1.00e-08 - train si-snr: 6.87e-02 - valid si-snr: 22.26 +2025-06-27 08:59:03,761 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-59-03+00 +2025-06-27 08:59:05,309 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-53-20+00 +2025-06-27 08:59:05,311 - speechbrain.utils.epoch_loop - INFO - Going into epoch 177 +2025-06-27 09:04:49,280 - speechbrain.utils.train_logger - INFO - epoch: 177, lr: 1.00e-08 - train si-snr: -6.77e-02 - valid si-snr: 22.26 +2025-06-27 09:04:49,419 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-04-49+00 +2025-06-27 09:04:49,740 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+08-59-03+00 +2025-06-27 09:04:49,741 - speechbrain.utils.epoch_loop - INFO - Going into epoch 178 +2025-06-27 09:10:30,992 - speechbrain.utils.train_logger - INFO - epoch: 178, lr: 1.00e-08 - train si-snr: -1.75e-01 - valid si-snr: 22.26 +2025-06-27 09:10:31,128 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-10-30+00 +2025-06-27 09:10:33,486 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-04-49+00 +2025-06-27 09:10:33,488 - speechbrain.utils.epoch_loop - INFO - Going into epoch 179 +2025-06-27 09:16:14,496 - speechbrain.utils.train_logger - INFO - epoch: 179, lr: 1.00e-08 - train si-snr: -8.73e-02 - valid si-snr: 22.26 +2025-06-27 09:16:14,633 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-16-14+00 +2025-06-27 09:16:17,200 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-10-30+00 +2025-06-27 09:16:17,201 - speechbrain.utils.epoch_loop - INFO - Going into epoch 180 +2025-06-27 09:21:58,105 - speechbrain.utils.train_logger - INFO - epoch: 180, lr: 1.00e-08 - train si-snr: -7.13e-02 - valid si-snr: 22.26 +2025-06-27 09:21:58,245 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-21-58+00 +2025-06-27 09:22:01,356 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-16-14+00 +2025-06-27 09:22:01,357 - speechbrain.utils.epoch_loop - INFO - Going into epoch 181 +2025-06-27 09:27:43,741 - speechbrain.utils.train_logger - INFO - epoch: 181, lr: 1.00e-08 - train si-snr: -1.28e-01 - valid si-snr: 22.26 +2025-06-27 09:27:43,879 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-27-43+00 +2025-06-27 09:27:47,293 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-21-58+00 +2025-06-27 09:27:47,294 - speechbrain.utils.epoch_loop - INFO - Going into epoch 182 +2025-06-27 09:33:28,168 - speechbrain.utils.train_logger - INFO - epoch: 182, lr: 1.00e-08 - train si-snr: 2.53e-02 - valid si-snr: 22.26 +2025-06-27 09:33:28,311 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-33-28+00 +2025-06-27 09:33:32,058 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-27-43+00 +2025-06-27 09:33:32,060 - speechbrain.utils.epoch_loop - INFO - Going into epoch 183 +2025-06-27 09:39:13,101 - speechbrain.utils.train_logger - INFO - epoch: 183, lr: 1.00e-08 - train si-snr: 5.30e-02 - valid si-snr: 22.26 +2025-06-27 09:39:13,241 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-39-13+00 +2025-06-27 09:39:17,364 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-33-28+00 +2025-06-27 09:39:17,365 - speechbrain.utils.epoch_loop - INFO - Going into epoch 184 +2025-06-27 09:44:56,676 - speechbrain.utils.train_logger - INFO - epoch: 184, lr: 1.00e-08 - train si-snr: -6.50e-02 - valid si-snr: 22.26 +2025-06-27 09:44:56,818 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-44-56+00 +2025-06-27 09:45:02,676 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-39-13+00 +2025-06-27 09:45:02,677 - speechbrain.utils.epoch_loop - INFO - Going into epoch 185 +2025-06-27 09:50:47,863 - speechbrain.utils.train_logger - INFO - epoch: 185, lr: 1.00e-08 - train si-snr: -7.48e-02 - valid si-snr: 22.26 +2025-06-27 09:50:48,003 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-50-47+00 +2025-06-27 09:50:48,315 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-44-56+00 +2025-06-27 09:50:48,316 - speechbrain.utils.epoch_loop - INFO - Going into epoch 186 +2025-06-27 09:56:30,181 - speechbrain.utils.train_logger - INFO - epoch: 186, lr: 1.00e-08 - train si-snr: -6.33e-02 - valid si-snr: 22.26 +2025-06-27 09:56:30,321 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-56-30+00 +2025-06-27 09:56:32,353 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-50-47+00 +2025-06-27 09:56:32,354 - speechbrain.utils.epoch_loop - INFO - Going into epoch 187 +2025-06-27 10:02:16,699 - speechbrain.utils.train_logger - INFO - epoch: 187, lr: 1.00e-08 - train si-snr: -5.01e-02 - valid si-snr: 22.26 +2025-06-27 10:02:16,838 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-02-16+00 +2025-06-27 10:02:17,151 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+09-56-30+00 +2025-06-27 10:02:17,152 - speechbrain.utils.epoch_loop - INFO - Going into epoch 188 +2025-06-27 10:08:00,647 - speechbrain.utils.train_logger - INFO - epoch: 188, lr: 1.00e-08 - train si-snr: -2.82e-03 - valid si-snr: 22.26 +2025-06-27 10:08:00,787 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-08-00+00 +2025-06-27 10:08:02,991 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-02-16+00 +2025-06-27 10:08:02,992 - speechbrain.utils.epoch_loop - INFO - Going into epoch 189 +2025-06-27 10:13:48,301 - speechbrain.utils.train_logger - INFO - epoch: 189, lr: 1.00e-08 - train si-snr: -1.37e-01 - valid si-snr: 22.26 +2025-06-27 10:13:48,442 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-13-48+00 +2025-06-27 10:13:48,757 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-08-00+00 +2025-06-27 10:13:48,759 - speechbrain.utils.epoch_loop - INFO - Going into epoch 190 +2025-06-27 10:19:27,955 - speechbrain.utils.train_logger - INFO - epoch: 190, lr: 1.00e-08 - train si-snr: -3.86e-02 - valid si-snr: 22.26 +2025-06-27 10:19:28,095 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-19-27+00 +2025-06-27 10:19:34,728 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-13-48+00 +2025-06-27 10:19:34,729 - speechbrain.utils.epoch_loop - INFO - Going into epoch 191 +2025-06-27 10:25:16,658 - speechbrain.utils.train_logger - INFO - epoch: 191, lr: 1.00e-08 - train si-snr: -4.23e-02 - valid si-snr: 22.26 +2025-06-27 10:25:16,798 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-25-16+00 +2025-06-27 10:25:20,110 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-19-27+00 +2025-06-27 10:25:20,111 - speechbrain.utils.epoch_loop - INFO - Going into epoch 192 +2025-06-27 10:31:03,182 - speechbrain.utils.train_logger - INFO - epoch: 192, lr: 1.00e-08 - train si-snr: -7.80e-02 - valid si-snr: 22.26 +2025-06-27 10:31:03,322 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-31-03+00 +2025-06-27 10:31:03,644 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-25-16+00 +2025-06-27 10:31:03,645 - speechbrain.utils.epoch_loop - INFO - Going into epoch 193 +2025-06-27 10:36:43,262 - speechbrain.utils.train_logger - INFO - epoch: 193, lr: 1.00e-08 - train si-snr: -2.90e-02 - valid si-snr: 22.26 +2025-06-27 10:36:43,402 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-36-43+00 +2025-06-27 10:36:49,332 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-31-03+00 +2025-06-27 10:36:49,333 - speechbrain.utils.epoch_loop - INFO - Going into epoch 194 +2025-06-27 10:42:35,735 - speechbrain.utils.train_logger - INFO - epoch: 194, lr: 1.00e-08 - train si-snr: -1.21e-01 - valid si-snr: 22.26 +2025-06-27 10:42:35,879 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-42-35+00 +2025-06-27 10:42:36,207 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-36-43+00 +2025-06-27 10:42:36,208 - speechbrain.utils.epoch_loop - INFO - Going into epoch 195 +2025-06-27 10:48:17,808 - speechbrain.utils.train_logger - INFO - epoch: 195, lr: 1.00e-08 - train si-snr: 8.91e-03 - valid si-snr: 22.26 +2025-06-27 10:48:17,944 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-48-17+00 +2025-06-27 10:48:21,082 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-42-35+00 +2025-06-27 10:48:21,083 - speechbrain.utils.epoch_loop - INFO - Going into epoch 196 +2025-06-27 10:54:03,881 - speechbrain.utils.train_logger - INFO - epoch: 196, lr: 1.00e-08 - train si-snr: -5.28e-02 - valid si-snr: 22.26 +2025-06-27 10:54:04,022 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-54-03+00 +2025-06-27 10:54:07,138 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-48-17+00 +2025-06-27 10:54:07,140 - speechbrain.utils.epoch_loop - INFO - Going into epoch 197 +2025-06-27 10:59:47,844 - speechbrain.utils.train_logger - INFO - epoch: 197, lr: 1.00e-08 - train si-snr: 9.40e-02 - valid si-snr: 22.26 +2025-06-27 10:59:47,983 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-59-47+00 +2025-06-27 10:59:51,093 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-54-03+00 +2025-06-27 10:59:51,094 - speechbrain.utils.epoch_loop - INFO - Going into epoch 198 +2025-06-27 11:05:31,654 - speechbrain.utils.train_logger - INFO - epoch: 198, lr: 1.00e-08 - train si-snr: -4.55e-02 - valid si-snr: 22.26 +2025-06-27 11:05:31,791 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-05-31+00 +2025-06-27 11:05:34,746 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+10-59-47+00 +2025-06-27 11:05:34,747 - speechbrain.utils.epoch_loop - INFO - Going into epoch 199 +2025-06-27 11:11:18,451 - speechbrain.utils.train_logger - INFO - epoch: 199, lr: 1.00e-08 - train si-snr: -6.24e-02 - valid si-snr: 22.26 +2025-06-27 11:11:18,592 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-11-18+00 +2025-06-27 11:11:20,502 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-05-31+00 +2025-06-27 11:11:20,503 - speechbrain.utils.epoch_loop - INFO - Going into epoch 200 +2025-06-27 11:17:00,668 - speechbrain.utils.train_logger - INFO - epoch: 200, lr: 1.00e-08 - train si-snr: 5.69e-03 - valid si-snr: 22.26 +2025-06-27 11:17:00,808 - speechbrain.utils.checkpoints - INFO - Saved an end-of-epoch checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00 +2025-06-27 11:17:03,383 - speechbrain.utils.checkpoints - INFO - Deleted checkpoint in results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-11-18+00 +2025-06-27 11:17:03,386 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00 +2025-06-27 11:17:03,426 - speechbrain.dataio.dataloader - DEBUG - SaveableDataLoader was requested to load a checkpoint, but the DataLoader has already been iterated. The DataLoader file will be ignored. This is normal in evaluation, when a checkpoint is loaded just to retrieve the best model. +2025-06-27 11:17:19,724 - speechbrain.utils.train_logger - INFO - Epoch loaded: 104 - test si-snr: 20.22 +2025-06-27 11:17:29,324 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 628, in + separator.save_results(test_data) + File "/work106/youzhenghai/project/speechbrain/myegs/FORHUAWEI_TASNET/separation/train.py", line 360, in save_results + "si-snr": -sisnr.item(), + ^^^^^^^^^^^^ +RuntimeError: a Tensor with 2 elements cannot be converted to Scalar diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/CKPT.yaml b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/CKPT.yaml new file mode 100644 index 0000000000000000000000000000000000000000..7a9150a60d9abbe592ae170b916ce1f1f3408ee9 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/CKPT.yaml @@ -0,0 +1,4 @@ +# yamllint disable +end-of-epoch: true +si-snr: 22.240427712364045 +unixtime: 1750961143.069555 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/brain.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/brain.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..5066b059f205965fa2211d45674a0e7d996ba88b --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/brain.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33809a026a2c1febce7b03c8aafaee4ddfc851b2c70f180f8c06bf1017f4df5c +size 46 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/counter.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/counter.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..56340ceda5fe6fc8a3e7aca3b477962e6cbd1f95 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/counter.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5ef6fdf32513aa7cd11f72beccf132b9224d33f271471fff402742887a171edf +size 3 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/dataloader-TRAIN.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/dataloader-TRAIN.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..115dab0bd7c72f34c4e71004d798ec70d09898d4 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/dataloader-TRAIN.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5c344ba7044815dd03c3448028a43e5b9c16074cb5a6a19c7ae86165c149735f +size 3 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/decoder.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/decoder.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..c909228d6d9408e23e5b9cc1669f0030852bb00f --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/decoder.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b89e695d01ef7a5aeb76f5000f70959a078e4ea1cf97ae978a2a4dc2121c7f29 +size 34409 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/encoder.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/encoder.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..65f8abf3a390531822f3151a20203fef7a9689d4 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/encoder.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c5ef4fe38605072559dbf12b09643423c4649460c0f803f34f047e92f9358f39 +size 34473 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/lr_scheduler.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/lr_scheduler.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..5d6c5829490845ed6ce9c3ce4ba31e031b5ab392 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/lr_scheduler.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f02f6900fea06c469d975f48c9b3f4d40868d5fb6e6758baf76c4e68c4785dd1 +size 2251 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/masknet.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/masknet.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..10fc6c2990085cb25db6be324345403176338fb3 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/masknet.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:100869f60d27f540b6d23e4a811cff04541c67e6ff4639776645069f841f0db5 +size 26926023 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/optimizer.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/optimizer.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..2de8d9682440c355b2bbca49cf9be0970000395d --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+02-05-43+00/optimizer.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c05ce1c793e4f0bae4a6905774bbfc8360e4450103008c838ea195f4a146452c +size 53964363 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/CKPT.yaml b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/CKPT.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a72e91fa126edb519c89770e1161feaf34c2ae6e --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/CKPT.yaml @@ -0,0 +1,4 @@ +# yamllint disable +end-of-epoch: true +si-snr: 22.256136728080673 +unixtime: 1750994220.6695538 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/brain.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/brain.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..5066b059f205965fa2211d45674a0e7d996ba88b --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/brain.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33809a026a2c1febce7b03c8aafaee4ddfc851b2c70f180f8c06bf1017f4df5c +size 46 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/counter.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/counter.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..9d18f59816aafde6362309567fb9265affbdffc6 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/counter.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27badc983df1780b60c2b3fa9d3a19a00e46aac798451f0febdca52920faaddf +size 3 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/dataloader-TRAIN.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/dataloader-TRAIN.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..115dab0bd7c72f34c4e71004d798ec70d09898d4 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/dataloader-TRAIN.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5c344ba7044815dd03c3448028a43e5b9c16074cb5a6a19c7ae86165c149735f +size 3 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/decoder.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/decoder.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..82d7dc566cc8c644876dd3811bf7e037c72ae078 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/decoder.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8ba5891c2436cdefe57f4ca4b87bfa8267f927948330ea482d9cd6fadcd14163 +size 34409 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/encoder.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/encoder.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..a687ef4666f3db537a190ceec109ccd5e8551b5c --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/encoder.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:533c6dfe50d9c410e8c0e4907efaf95679ca2fe85f0ceab9aa0ede0c817d58d8 +size 34473 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/lr_scheduler.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/lr_scheduler.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..12d67eda3c7c22af74a7fb937b9552a724d99e81 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/lr_scheduler.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8689d8fb8de14a5995a161e50181134543321bbd431f774ce20f507239669ce3 +size 3147 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/masknet.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/masknet.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..0dd6d0ec02d1b3680952fe14523cc130979c3618 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/masknet.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3acd263841af684db0cf622b77e83a807e969390661e115b89a8139f8785aa64 +size 26926023 diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/optimizer.ckpt b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/optimizer.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..09567d2cb133de54e50fc274554c5db15df067fe --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/save/CKPT+2025-06-27+11-17-00+00/optimizer.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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@@ -0,0 +1,628 @@ +#!/usr/bin/env/python3 +"""Recipe for training a neural speech separation system on the wsjmix +dataset. The system employs an encoder, a decoder, and a masking network. + +To run this recipe, do the following: +> python train.py hparams/sepformer.yaml +> python train.py hparams/dualpath_rnn.yaml +> python train.py hparams/convtasnet.yaml + +The experiment file is flexible enough to support different neural +networks. By properly changing the parameter files, you can try +different architectures. The script supports both wsj2mix and +wsj3mix. + +# 4-mix 主要根据 num_spks 修改 train.py 和 config +Authors + * Cem Subakan 2020 + * Mirco Ravanelli 2020 + * Samuele Cornell 2020 + * Mirko Bronzi 2020 + * Jianyuan Zhong 2020 +""" + +import csv +import os +import sys + +import numpy as np +import torch +import torch.nn.functional as F +import torchaudio +from hyperpyyaml import load_hyperpyyaml +from tqdm import tqdm + +import speechbrain as sb +import speechbrain.nnet.schedulers as schedulers +from speechbrain.utils.distributed import run_on_main +from speechbrain.utils.logger import get_logger + + +# Define training procedure +class Separation(sb.Brain): + def compute_forward(self, mix, targets, stage, noise=None): + """Forward computations from the mixture to the separated signals.""" + + # Unpack lists and put tensors in the right device + mix, mix_lens = mix + mix, mix_lens = mix.to(self.device), mix_lens.to(self.device) + + # Convert targets to tensor + targets = torch.cat( + [targets[i][0].unsqueeze(-1) for i in range(self.hparams.num_spks)], + dim=-1, + ).to(self.device) + + # Add speech distortions + if stage == sb.Stage.TRAIN: + with torch.no_grad(): + if self.hparams.use_speedperturb: + mix, targets = self.add_speed_perturb(targets, mix_lens) + + mix = targets.sum(-1) + + if self.hparams.use_wavedrop: + mix = self.hparams.drop_chunk(mix, mix_lens) + mix = self.hparams.drop_freq(mix) + + if self.hparams.limit_training_signal_len: + mix, targets = self.cut_signals(mix, targets) + + # Separation + mix_w = self.hparams.Encoder(mix) + est_mask = self.hparams.MaskNet(mix_w) + mix_w = torch.stack([mix_w] * self.hparams.num_spks) + sep_h = mix_w * est_mask + + # Decoding + est_source = torch.cat( + [ + self.hparams.Decoder(sep_h[i]).unsqueeze(-1) + for i in range(self.hparams.num_spks) + ], + dim=-1, + ) + + # T changed after conv1d in encoder, fix it here + T_origin = mix.size(1) + T_est = est_source.size(1) + if T_origin > T_est: + est_source = F.pad(est_source, (0, 0, 0, T_origin - T_est)) + else: + est_source = est_source[:, :T_origin, :] + + return est_source, targets + + def compute_objectives(self, predictions, targets): + """Computes the sinr loss""" + return self.hparams.loss(targets, predictions) + + def fit_batch(self, batch): + """Trains one batch""" + + # Unpacking batch list + mixture = batch.mix_sig + targets = [batch.s1_sig, batch.s2_sig] + + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with self.training_ctx: + predictions, targets = self.compute_forward( + mixture, targets, sb.Stage.TRAIN + ) + loss = self.compute_objectives(predictions, targets) + + # hard threshold the easy dataitems + if self.hparams.threshold_byloss: + th = self.hparams.threshold + loss = loss[loss > th] + if loss.nelement() > 0: + loss = loss.mean() + else: + loss = loss.mean() + + if loss.nelement() > 0 and loss < self.hparams.loss_upper_lim: + self.scaler.scale(loss).backward() + if self.hparams.clip_grad_norm >= 0: + self.scaler.unscale_(self.optimizer) + torch.nn.utils.clip_grad_norm_( + self.modules.parameters(), + self.hparams.clip_grad_norm, + ) + self.scaler.step(self.optimizer) + self.scaler.update() + else: + self.nonfinite_count += 1 + logger.info( + "infinite loss or empty loss! it happened {} times so far - skipping this batch".format( + self.nonfinite_count + ) + ) + loss.data = torch.tensor(0.0).to(self.device) + self.optimizer.zero_grad() + + return loss.detach().cpu() + + def evaluate_batch(self, batch, stage): + """Computations needed for validation/test batches""" + snt_id = batch.id + mixture = batch.mix_sig + targets = [batch.s1_sig, batch.s2_sig] + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with torch.no_grad(): + predictions, targets = self.compute_forward(mixture, targets, stage) + loss = self.compute_objectives(predictions, targets) + + # Manage audio file saving + if stage == sb.Stage.TEST and self.hparams.save_audio: + if hasattr(self.hparams, "n_audio_to_save"): + if self.hparams.n_audio_to_save > 0: + self.save_audio(snt_id[0], mixture, targets, predictions) + self.hparams.n_audio_to_save += -1 + else: + self.save_audio(snt_id[0], mixture, targets, predictions) + + return loss.mean().detach() + + def on_stage_end(self, stage, stage_loss, epoch): + """Gets called at the end of a epoch.""" + # Compute/store important stats + stage_stats = {"si-snr": stage_loss} + if stage == sb.Stage.TRAIN: + self.train_stats = stage_stats + + # Perform end-of-iteration things, like annealing, logging, etc. + if stage == sb.Stage.VALID: + # Learning rate annealing + if isinstance( + self.hparams.lr_scheduler, schedulers.ReduceLROnPlateau + ): + current_lr, next_lr = self.hparams.lr_scheduler( + [self.optimizer], epoch, stage_loss + ) + schedulers.update_learning_rate(self.optimizer, next_lr) + else: + # if we do not use the reducelronplateau, we do not change the lr + current_lr = self.hparams.optimizer.optim.param_groups[0]["lr"] + + self.hparams.train_logger.log_stats( + stats_meta={"epoch": epoch, "lr": current_lr}, + train_stats=self.train_stats, + valid_stats=stage_stats, + ) + self.checkpointer.save_and_keep_only( + meta={"si-snr": stage_stats["si-snr"]}, min_keys=["si-snr"] + ) + elif stage == sb.Stage.TEST: + self.hparams.train_logger.log_stats( + stats_meta={"Epoch loaded": self.hparams.epoch_counter.current}, + test_stats=stage_stats, + ) + + def add_speed_perturb(self, targets, targ_lens): + """Adds speed perturbation and random_shift to the input signals""" + + min_len = -1 + recombine = False + + if self.hparams.use_speedperturb or self.hparams.use_rand_shift: + # Performing speed change (independently on each source) + new_targets = [] + recombine = True + + for i in range(targets.shape[-1]): + new_target = self.hparams.speed_perturb(targets[:, :, i]) + new_targets.append(new_target) + if i == 0: + min_len = new_target.shape[-1] + else: + if new_target.shape[-1] < min_len: + min_len = new_target.shape[-1] + + if self.hparams.use_rand_shift: + # Performing random_shift (independently on each source) + recombine = True + for i in range(targets.shape[-1]): + rand_shift = torch.randint( + self.hparams.min_shift, self.hparams.max_shift, (1,) + ) + new_targets[i] = new_targets[i].to(self.device) + new_targets[i] = torch.roll( + new_targets[i], shifts=(rand_shift[0],), dims=1 + ) + + # Re-combination + if recombine: + if self.hparams.use_speedperturb: + targets = torch.zeros( + targets.shape[0], + min_len, + targets.shape[-1], + device=targets.device, + dtype=torch.float, + ) + for i, new_target in enumerate(new_targets): + targets[:, :, i] = new_targets[i][:, 0:min_len] + + mix = targets.sum(-1) + return mix, targets + + def cut_signals(self, mixture, targets): + """This function selects a random segment of a given length within the mixture. + The corresponding targets are selected accordingly""" + randstart = torch.randint( + 0, + 1 + max(0, mixture.shape[1] - self.hparams.training_signal_len), + (1,), + ).item() + targets = targets[ + :, randstart : randstart + self.hparams.training_signal_len, : + ] + mixture = mixture[ + :, randstart : randstart + self.hparams.training_signal_len + ] + return mixture, targets + + def reset_layer_recursively(self, layer): + """Reinitializes the parameters of the neural networks""" + if hasattr(layer, "reset_parameters"): + layer.reset_parameters() + for child_layer in layer.modules(): + if layer != child_layer: + self.reset_layer_recursively(child_layer) + + def save_results(self, test_data): + """This script computes the SDR and SI-SNR metrics and saves + them into a csv file""" + + # This package is required for SDR computation + from mir_eval.separation import bss_eval_sources + + # Create folders where to store audio + save_file = os.path.join(self.hparams.output_folder, "test_results.csv") + + # Variable init + all_sdrs = [] + all_sdrs_i = [] + all_sisnrs = [] + all_sisnrs_i = [] + csv_columns = ["snt_id", "sdr", "sdr_i", "si-snr", "si-snr_i"] + + test_loader = sb.dataio.dataloader.make_dataloader( + test_data, **self.hparams.dataloader_opts + ) + + with open(save_file, "w", newline="", encoding="utf-8") as results_csv: + writer = csv.DictWriter(results_csv, fieldnames=csv_columns) + writer.writeheader() + + # Loop over all test sentence + with tqdm(test_loader, dynamic_ncols=True) as t: + for i, batch in enumerate(t): + # Apply Separation + mixture, mix_len = batch.mix_sig + snt_id = batch.id + targets = [batch.s1_sig, batch.s2_sig] + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with torch.no_grad(): + predictions, targets = self.compute_forward( + batch.mix_sig, targets, sb.Stage.TEST + ) + + # Compute SI-SNR + sisnr = self.compute_objectives(predictions, targets) + + # Compute SI-SNR improvement + mixture_signal = torch.stack( + [mixture] * self.hparams.num_spks, dim=-1 + ) + mixture_signal = mixture_signal.to(targets.device) + sisnr_baseline = self.compute_objectives( + mixture_signal, targets + ) + sisnr_i = sisnr - sisnr_baseline + + # Compute SDR + sdr, _, _, _ = bss_eval_sources( + targets[0].t().cpu().numpy(), + predictions[0].t().detach().cpu().numpy(), + ) + + sdr_baseline, _, _, _ = bss_eval_sources( + targets[0].t().cpu().numpy(), + mixture_signal[0].t().detach().cpu().numpy(), + ) + + sdr_i = sdr.mean() - sdr_baseline.mean() + + # Saving on a csv file + row = { + "snt_id": snt_id[0], + "sdr": sdr.mean(), + "sdr_i": sdr_i, + "si-snr": -sisnr.item(), + "si-snr_i": -sisnr_i.item(), + } + writer.writerow(row) + + # Metric Accumulation + all_sdrs.append(sdr.mean()) + all_sdrs_i.append(sdr_i.mean()) + all_sisnrs.append(-sisnr.item()) + all_sisnrs_i.append(-sisnr_i.item()) + + row = { + "snt_id": "avg", + "sdr": np.array(all_sdrs).mean(), + "sdr_i": np.array(all_sdrs_i).mean(), + "si-snr": np.array(all_sisnrs).mean(), + "si-snr_i": np.array(all_sisnrs_i).mean(), + } + writer.writerow(row) + + logger.info("Mean SISNR is {}".format(np.array(all_sisnrs).mean())) + logger.info("Mean SISNRi is {}".format(np.array(all_sisnrs_i).mean())) + logger.info("Mean SDR is {}".format(np.array(all_sdrs).mean())) + logger.info("Mean SDRi is {}".format(np.array(all_sdrs_i).mean())) + + def save_audio(self, snt_id, mixture, targets, predictions): + "saves the test audio (mixture, targets, and estimated sources) on disk" + + # Create output folder + save_path = os.path.join(self.hparams.save_folder, "audio_results") + if not os.path.exists(save_path): + os.mkdir(save_path) + + for ns in range(self.hparams.num_spks): + # Estimated source + signal = predictions[0, :, ns] + signal = signal / signal.abs().max() + save_file = os.path.join( + save_path, "item{}_source{}hat.wav".format(snt_id, ns + 1) + ) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + # Original source + signal = targets[0, :, ns] + signal = signal / signal.abs().max() + save_file = os.path.join( + save_path, "item{}_source{}.wav".format(snt_id, ns + 1) + ) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + # Mixture + signal = mixture[0][0, :] + signal = signal / signal.abs().max() + save_file = os.path.join(save_path, "item{}_mix.wav".format(snt_id)) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + +def dataio_prep(hparams): + """Creates data processing pipeline""" + + # 1. Define datasets + train_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["train_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + valid_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["valid_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + test_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["test_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + datasets = [train_data, valid_data, test_data] + + # 2. Provide audio pipelines + + @sb.utils.data_pipeline.takes("mix_wav") + @sb.utils.data_pipeline.provides("mix_sig") + def audio_pipeline_mix(mix_wav): + mix_sig = sb.dataio.dataio.read_audio(mix_wav) + return mix_sig + + @sb.utils.data_pipeline.takes("s1_wav") + @sb.utils.data_pipeline.provides("s1_sig") + def audio_pipeline_s1(s1_wav): + s1_sig = sb.dataio.dataio.read_audio(s1_wav) + return s1_sig + + @sb.utils.data_pipeline.takes("s2_wav") + @sb.utils.data_pipeline.provides("s2_sig") + def audio_pipeline_s2(s2_wav): + s2_sig = sb.dataio.dataio.read_audio(s2_wav) + return s2_sig + + # --- 如果说话人 >= 3，定义第 3 路 --- + if hparams["num_spks"] >= 3: + @sb.utils.data_pipeline.takes("s3_wav") + @sb.utils.data_pipeline.provides("s3_sig") + def audio_pipeline_s3(s3_wav): + return sb.dataio.dataio.read_audio(s3_wav) + + # --- 如果说话人 == 4，定义第 4 路 --- + if hparams["num_spks"] == 4: + @sb.utils.data_pipeline.takes("s4_wav") + @sb.utils.data_pipeline.provides("s4_sig") + def audio_pipeline_s4(s4_wav): + return sb.dataio.dataio.read_audio(s4_wav) + + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_mix) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s1) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s2) + if hparams["num_spks"] == 3: + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s3) + sb.dataio.dataset.set_output_keys( + datasets, ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig"] + ) + elif hparams["num_spks"] == 4 : + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s3) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s4) + sb.dataio.dataset.set_output_keys( + datasets, + ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig", "s4_sig"], + ) + else: + sb.dataio.dataset.set_output_keys( + datasets, ["id", "mix_sig", "s1_sig", "s2_sig"] + ) + + return train_data, valid_data, test_data + + +if __name__ == "__main__": + # Load hyperparameters file with command-line overrides + hparams_file, run_opts, overrides = sb.parse_arguments(sys.argv[1:]) + with open(hparams_file, encoding="utf-8") as fin: + hparams = load_hyperpyyaml(fin, overrides) + + # Initialize ddp (useful only for multi-GPU DDP training) + sb.utils.distributed.ddp_init_group(run_opts) + + # Logger info + logger = get_logger(__name__) + + # Create experiment directory + sb.create_experiment_directory( + experiment_directory=hparams["output_folder"], + hyperparams_to_save=hparams_file, + overrides=overrides, + ) + + # Update precision to bf16 if the device is CPU and precision is fp16 + if run_opts.get("device") == "cpu" and hparams.get("precision") == "fp16": + hparams["precision"] = "bf16" + + # Check if wsj0_tr is set with dynamic mixing + if hparams["dynamic_mixing"] and not os.path.exists( + hparams["base_folder_dm"] + ): + raise ValueError( + "Please, specify a valid base_folder_dm folder when using dynamic mixing" + ) + + # Data preparation + from prepare_data import prepare_wsjmix # noqa + + # run_on_main( + # prepare_wsjmix, + # kwargs={ + # "datapath": hparams["data_folder"], + # "savepath": hparams["save_folder"], + # "n_spks": hparams["num_spks"], + # "skip_prep": hparams["skip_prep"], + # "fs": hparams["sample_rate"], + # }, + # ) + + # Create dataset objects + if hparams["dynamic_mixing"]: + from dynamic_mixing import dynamic_mix_data_prep + + # if the base_folder for dm is not processed, preprocess them + if "processed" not in hparams["base_folder_dm"]: + # if the processed folder already exists we just use it otherwise we do the preprocessing + if not os.path.exists( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ): + from preprocess_dynamic_mixing import resample_folder + + print("Resampling the base folder") + run_on_main( + resample_folder, + kwargs={ + "input_folder": hparams["base_folder_dm"], + "output_folder": os.path.normpath( + hparams["base_folder_dm"] + ) + + "_processed", + "fs": hparams["sample_rate"], + "regex": "**/*.wav", + }, + ) + # adjust the base_folder_dm path + hparams["base_folder_dm"] = ( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ) + else: + print( + "Using the existing processed folder on the same directory as base_folder_dm" + ) + hparams["base_folder_dm"] = ( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ) + + # Collecting the hparams for dynamic batching + dm_hparams = { + "train_data": hparams["train_data"], + "data_folder": hparams["data_folder"], + "base_folder_dm": hparams["base_folder_dm"], + "sample_rate": hparams["sample_rate"], + "num_spks": hparams["num_spks"], + "training_signal_len": hparams["training_signal_len"], + "dataloader_opts": hparams["dataloader_opts"], + } + train_data = dynamic_mix_data_prep(dm_hparams) + _, valid_data, test_data = dataio_prep(hparams) + else: + train_data, valid_data, test_data = dataio_prep(hparams) + + # Load pretrained model if pretrained_separator is present in the yaml + if "pretrained_separator" in hparams: + run_on_main(hparams["pretrained_separator"].collect_files) + hparams["pretrained_separator"].load_collected() + + # Brain class initialization + separator = Separation( + modules=hparams["modules"], + opt_class=hparams["optimizer"], + hparams=hparams, + run_opts=run_opts, + checkpointer=hparams["checkpointer"], + ) + + # re-initialize the parameters if we don't use a pretrained model + if "pretrained_separator" not in hparams: + for module in separator.modules.values(): + separator.reset_layer_recursively(module) + + # # Training + # separator.fit( + # separator.hparams.epoch_counter, + # train_data, + # valid_data, + # train_loader_kwargs=hparams["dataloader_opts"], + # valid_loader_kwargs=hparams["dataloader_opts"], + # ) + + # Eval + separator.evaluate(test_data, min_key="si-snr") + separator.save_results(test_data) diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/test_results.csv b/Conv-Tasnet/results/convtasnet_4-mix/1234/test_results.csv new file mode 100644 index 0000000000000000000000000000000000000000..be9f465c780472dfcbb3e81ba5c22f6f2a5e006c --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/test_results.csv @@ -0,0 +1 @@ +snt_id,sdr,sdr_i,si-snr,si-snr_i diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/train.py b/Conv-Tasnet/results/convtasnet_4-mix/1234/train.py new file mode 100644 index 0000000000000000000000000000000000000000..7eddbe14f89ff69e0bec77a9d06c5fd5c2877c63 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/train.py @@ -0,0 +1,628 @@ +#!/usr/bin/env/python3 +"""Recipe for training a neural speech separation system on the wsjmix +dataset. The system employs an encoder, a decoder, and a masking network. + +To run this recipe, do the following: +> python train.py hparams/sepformer.yaml +> python train.py hparams/dualpath_rnn.yaml +> python train.py hparams/convtasnet.yaml + +The experiment file is flexible enough to support different neural +networks. By properly changing the parameter files, you can try +different architectures. The script supports both wsj2mix and +wsj3mix. + +# 4-mix 主要根据 num_spks 修改 train.py 和 config +Authors + * Cem Subakan 2020 + * Mirco Ravanelli 2020 + * Samuele Cornell 2020 + * Mirko Bronzi 2020 + * Jianyuan Zhong 2020 +""" + +import csv +import os +import sys + +import numpy as np +import torch +import torch.nn.functional as F +import torchaudio +from hyperpyyaml import load_hyperpyyaml +from tqdm import tqdm + +import speechbrain as sb +import speechbrain.nnet.schedulers as schedulers +from speechbrain.utils.distributed import run_on_main +from speechbrain.utils.logger import get_logger + + +# Define training procedure +class Separation(sb.Brain): + def compute_forward(self, mix, targets, stage, noise=None): + """Forward computations from the mixture to the separated signals.""" + + # Unpack lists and put tensors in the right device + mix, mix_lens = mix + mix, mix_lens = mix.to(self.device), mix_lens.to(self.device) + + # Convert targets to tensor + targets = torch.cat( + [targets[i][0].unsqueeze(-1) for i in range(self.hparams.num_spks)], + dim=-1, + ).to(self.device) + + # Add speech distortions + if stage == sb.Stage.TRAIN: + with torch.no_grad(): + if self.hparams.use_speedperturb: + mix, targets = self.add_speed_perturb(targets, mix_lens) + + mix = targets.sum(-1) + + if self.hparams.use_wavedrop: + mix = self.hparams.drop_chunk(mix, mix_lens) + mix = self.hparams.drop_freq(mix) + + if self.hparams.limit_training_signal_len: + mix, targets = self.cut_signals(mix, targets) + + # Separation + mix_w = self.hparams.Encoder(mix) + est_mask = self.hparams.MaskNet(mix_w) + mix_w = torch.stack([mix_w] * self.hparams.num_spks) + sep_h = mix_w * est_mask + + # Decoding + est_source = torch.cat( + [ + self.hparams.Decoder(sep_h[i]).unsqueeze(-1) + for i in range(self.hparams.num_spks) + ], + dim=-1, + ) + + # T changed after conv1d in encoder, fix it here + T_origin = mix.size(1) + T_est = est_source.size(1) + if T_origin > T_est: + est_source = F.pad(est_source, (0, 0, 0, T_origin - T_est)) + else: + est_source = est_source[:, :T_origin, :] + + return est_source, targets + + def compute_objectives(self, predictions, targets): + """Computes the sinr loss""" + return self.hparams.loss(targets, predictions) + + def fit_batch(self, batch): + """Trains one batch""" + + # Unpacking batch list + mixture = batch.mix_sig + targets = [batch.s1_sig, batch.s2_sig] + + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with self.training_ctx: + predictions, targets = self.compute_forward( + mixture, targets, sb.Stage.TRAIN + ) + loss = self.compute_objectives(predictions, targets) + + # hard threshold the easy dataitems + if self.hparams.threshold_byloss: + th = self.hparams.threshold + loss = loss[loss > th] + if loss.nelement() > 0: + loss = loss.mean() + else: + loss = loss.mean() + + if loss.nelement() > 0 and loss < self.hparams.loss_upper_lim: + self.scaler.scale(loss).backward() + if self.hparams.clip_grad_norm >= 0: + self.scaler.unscale_(self.optimizer) + torch.nn.utils.clip_grad_norm_( + self.modules.parameters(), + self.hparams.clip_grad_norm, + ) + self.scaler.step(self.optimizer) + self.scaler.update() + else: + self.nonfinite_count += 1 + logger.info( + "infinite loss or empty loss! it happened {} times so far - skipping this batch".format( + self.nonfinite_count + ) + ) + loss.data = torch.tensor(0.0).to(self.device) + self.optimizer.zero_grad() + + return loss.detach().cpu() + + def evaluate_batch(self, batch, stage): + """Computations needed for validation/test batches""" + snt_id = batch.id + mixture = batch.mix_sig + targets = [batch.s1_sig, batch.s2_sig] + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with torch.no_grad(): + predictions, targets = self.compute_forward(mixture, targets, stage) + loss = self.compute_objectives(predictions, targets) + + # Manage audio file saving + if stage == sb.Stage.TEST and self.hparams.save_audio: + if hasattr(self.hparams, "n_audio_to_save"): + if self.hparams.n_audio_to_save > 0: + self.save_audio(snt_id[0], mixture, targets, predictions) + self.hparams.n_audio_to_save += -1 + else: + self.save_audio(snt_id[0], mixture, targets, predictions) + + return loss.mean().detach() + + def on_stage_end(self, stage, stage_loss, epoch): + """Gets called at the end of a epoch.""" + # Compute/store important stats + stage_stats = {"si-snr": stage_loss} + if stage == sb.Stage.TRAIN: + self.train_stats = stage_stats + + # Perform end-of-iteration things, like annealing, logging, etc. + if stage == sb.Stage.VALID: + # Learning rate annealing + if isinstance( + self.hparams.lr_scheduler, schedulers.ReduceLROnPlateau + ): + current_lr, next_lr = self.hparams.lr_scheduler( + [self.optimizer], epoch, stage_loss + ) + schedulers.update_learning_rate(self.optimizer, next_lr) + else: + # if we do not use the reducelronplateau, we do not change the lr + current_lr = self.hparams.optimizer.optim.param_groups[0]["lr"] + + self.hparams.train_logger.log_stats( + stats_meta={"epoch": epoch, "lr": current_lr}, + train_stats=self.train_stats, + valid_stats=stage_stats, + ) + self.checkpointer.save_and_keep_only( + meta={"si-snr": stage_stats["si-snr"]}, min_keys=["si-snr"] + ) + elif stage == sb.Stage.TEST: + self.hparams.train_logger.log_stats( + stats_meta={"Epoch loaded": self.hparams.epoch_counter.current}, + test_stats=stage_stats, + ) + + def add_speed_perturb(self, targets, targ_lens): + """Adds speed perturbation and random_shift to the input signals""" + + min_len = -1 + recombine = False + + if self.hparams.use_speedperturb or self.hparams.use_rand_shift: + # Performing speed change (independently on each source) + new_targets = [] + recombine = True + + for i in range(targets.shape[-1]): + new_target = self.hparams.speed_perturb(targets[:, :, i]) + new_targets.append(new_target) + if i == 0: + min_len = new_target.shape[-1] + else: + if new_target.shape[-1] < min_len: + min_len = new_target.shape[-1] + + if self.hparams.use_rand_shift: + # Performing random_shift (independently on each source) + recombine = True + for i in range(targets.shape[-1]): + rand_shift = torch.randint( + self.hparams.min_shift, self.hparams.max_shift, (1,) + ) + new_targets[i] = new_targets[i].to(self.device) + new_targets[i] = torch.roll( + new_targets[i], shifts=(rand_shift[0],), dims=1 + ) + + # Re-combination + if recombine: + if self.hparams.use_speedperturb: + targets = torch.zeros( + targets.shape[0], + min_len, + targets.shape[-1], + device=targets.device, + dtype=torch.float, + ) + for i, new_target in enumerate(new_targets): + targets[:, :, i] = new_targets[i][:, 0:min_len] + + mix = targets.sum(-1) + return mix, targets + + def cut_signals(self, mixture, targets): + """This function selects a random segment of a given length within the mixture. + The corresponding targets are selected accordingly""" + randstart = torch.randint( + 0, + 1 + max(0, mixture.shape[1] - self.hparams.training_signal_len), + (1,), + ).item() + targets = targets[ + :, randstart : randstart + self.hparams.training_signal_len, : + ] + mixture = mixture[ + :, randstart : randstart + self.hparams.training_signal_len + ] + return mixture, targets + + def reset_layer_recursively(self, layer): + """Reinitializes the parameters of the neural networks""" + if hasattr(layer, "reset_parameters"): + layer.reset_parameters() + for child_layer in layer.modules(): + if layer != child_layer: + self.reset_layer_recursively(child_layer) + + def save_results(self, test_data): + """This script computes the SDR and SI-SNR metrics and saves + them into a csv file""" + + # This package is required for SDR computation + from mir_eval.separation import bss_eval_sources + + # Create folders where to store audio + save_file = os.path.join(self.hparams.output_folder, "test_results.csv") + + # Variable init + all_sdrs = [] + all_sdrs_i = [] + all_sisnrs = [] + all_sisnrs_i = [] + csv_columns = ["snt_id", "sdr", "sdr_i", "si-snr", "si-snr_i"] + + test_loader = sb.dataio.dataloader.make_dataloader( + test_data, **self.hparams.dataloader_opts + ) + + with open(save_file, "w", newline="", encoding="utf-8") as results_csv: + writer = csv.DictWriter(results_csv, fieldnames=csv_columns) + writer.writeheader() + + # Loop over all test sentence + with tqdm(test_loader, dynamic_ncols=True) as t: + for i, batch in enumerate(t): + # Apply Separation + mixture, mix_len = batch.mix_sig + snt_id = batch.id + targets = [batch.s1_sig, batch.s2_sig] + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with torch.no_grad(): + predictions, targets = self.compute_forward( + batch.mix_sig, targets, sb.Stage.TEST + ) + + # Compute SI-SNR + sisnr = self.compute_objectives(predictions, targets) + + # Compute SI-SNR improvement + mixture_signal = torch.stack( + [mixture] * self.hparams.num_spks, dim=-1 + ) + mixture_signal = mixture_signal.to(targets.device) + sisnr_baseline = self.compute_objectives( + mixture_signal, targets + ) + sisnr_i = sisnr - sisnr_baseline + + # Compute SDR + sdr, _, _, _ = bss_eval_sources( + targets[0].t().cpu().numpy(), + predictions[0].t().detach().cpu().numpy(), + ) + + sdr_baseline, _, _, _ = bss_eval_sources( + targets[0].t().cpu().numpy(), + mixture_signal[0].t().detach().cpu().numpy(), + ) + + sdr_i = sdr.mean() - sdr_baseline.mean() + + # Saving on a csv file + row = { + "snt_id": snt_id[0], + "sdr": sdr.mean(), + "sdr_i": sdr_i, + "si-snr": -sisnr.item(), + "si-snr_i": -sisnr_i.item(), + } + writer.writerow(row) + + # Metric Accumulation + all_sdrs.append(sdr.mean()) + all_sdrs_i.append(sdr_i.mean()) + all_sisnrs.append(-sisnr.item()) + all_sisnrs_i.append(-sisnr_i.item()) + + row = { + "snt_id": "avg", + "sdr": np.array(all_sdrs).mean(), + "sdr_i": np.array(all_sdrs_i).mean(), + "si-snr": np.array(all_sisnrs).mean(), + "si-snr_i": np.array(all_sisnrs_i).mean(), + } + writer.writerow(row) + + logger.info("Mean SISNR is {}".format(np.array(all_sisnrs).mean())) + logger.info("Mean SISNRi is {}".format(np.array(all_sisnrs_i).mean())) + logger.info("Mean SDR is {}".format(np.array(all_sdrs).mean())) + logger.info("Mean SDRi is {}".format(np.array(all_sdrs_i).mean())) + + def save_audio(self, snt_id, mixture, targets, predictions): + "saves the test audio (mixture, targets, and estimated sources) on disk" + + # Create output folder + save_path = os.path.join(self.hparams.save_folder, "audio_results") + if not os.path.exists(save_path): + os.mkdir(save_path) + + for ns in range(self.hparams.num_spks): + # Estimated source + signal = predictions[0, :, ns] + signal = signal / signal.abs().max() + save_file = os.path.join( + save_path, "item{}_source{}hat.wav".format(snt_id, ns + 1) + ) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + # Original source + signal = targets[0, :, ns] + signal = signal / signal.abs().max() + save_file = os.path.join( + save_path, "item{}_source{}.wav".format(snt_id, ns + 1) + ) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + # Mixture + signal = mixture[0][0, :] + signal = signal / signal.abs().max() + save_file = os.path.join(save_path, "item{}_mix.wav".format(snt_id)) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + +def dataio_prep(hparams): + """Creates data processing pipeline""" + + # 1. Define datasets + train_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["train_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + valid_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["valid_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + test_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["test_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + datasets = [train_data, valid_data, test_data] + + # 2. Provide audio pipelines + + @sb.utils.data_pipeline.takes("mix_wav") + @sb.utils.data_pipeline.provides("mix_sig") + def audio_pipeline_mix(mix_wav): + mix_sig = sb.dataio.dataio.read_audio(mix_wav) + return mix_sig + + @sb.utils.data_pipeline.takes("s1_wav") + @sb.utils.data_pipeline.provides("s1_sig") + def audio_pipeline_s1(s1_wav): + s1_sig = sb.dataio.dataio.read_audio(s1_wav) + return s1_sig + + @sb.utils.data_pipeline.takes("s2_wav") + @sb.utils.data_pipeline.provides("s2_sig") + def audio_pipeline_s2(s2_wav): + s2_sig = sb.dataio.dataio.read_audio(s2_wav) + return s2_sig + + # --- 如果说话人 >= 3，定义第 3 路 --- + if hparams["num_spks"] >= 3: + @sb.utils.data_pipeline.takes("s3_wav") + @sb.utils.data_pipeline.provides("s3_sig") + def audio_pipeline_s3(s3_wav): + return sb.dataio.dataio.read_audio(s3_wav) + + # --- 如果说话人 == 4，定义第 4 路 --- + if hparams["num_spks"] == 4: + @sb.utils.data_pipeline.takes("s4_wav") + @sb.utils.data_pipeline.provides("s4_sig") + def audio_pipeline_s4(s4_wav): + return sb.dataio.dataio.read_audio(s4_wav) + + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_mix) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s1) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s2) + if hparams["num_spks"] == 3: + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s3) + sb.dataio.dataset.set_output_keys( + datasets, ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig"] + ) + elif hparams["num_spks"] == 4 : + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s3) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s4) + sb.dataio.dataset.set_output_keys( + datasets, + ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig", "s4_sig"], + ) + else: + sb.dataio.dataset.set_output_keys( + datasets, ["id", "mix_sig", "s1_sig", "s2_sig"] + ) + + return train_data, valid_data, test_data + + +if __name__ == "__main__": + # Load hyperparameters file with command-line overrides + hparams_file, run_opts, overrides = sb.parse_arguments(sys.argv[1:]) + with open(hparams_file, encoding="utf-8") as fin: + hparams = load_hyperpyyaml(fin, overrides) + + # Initialize ddp (useful only for multi-GPU DDP training) + sb.utils.distributed.ddp_init_group(run_opts) + + # Logger info + logger = get_logger(__name__) + + # Create experiment directory + sb.create_experiment_directory( + experiment_directory=hparams["output_folder"], + hyperparams_to_save=hparams_file, + overrides=overrides, + ) + + # Update precision to bf16 if the device is CPU and precision is fp16 + if run_opts.get("device") == "cpu" and hparams.get("precision") == "fp16": + hparams["precision"] = "bf16" + + # Check if wsj0_tr is set with dynamic mixing + if hparams["dynamic_mixing"] and not os.path.exists( + hparams["base_folder_dm"] + ): + raise ValueError( + "Please, specify a valid base_folder_dm folder when using dynamic mixing" + ) + + # Data preparation + from prepare_data import prepare_wsjmix # noqa + + # run_on_main( + # prepare_wsjmix, + # kwargs={ + # "datapath": hparams["data_folder"], + # "savepath": hparams["save_folder"], + # "n_spks": hparams["num_spks"], + # "skip_prep": hparams["skip_prep"], + # "fs": hparams["sample_rate"], + # }, + # ) + + # Create dataset objects + if hparams["dynamic_mixing"]: + from dynamic_mixing import dynamic_mix_data_prep + + # if the base_folder for dm is not processed, preprocess them + if "processed" not in hparams["base_folder_dm"]: + # if the processed folder already exists we just use it otherwise we do the preprocessing + if not os.path.exists( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ): + from preprocess_dynamic_mixing import resample_folder + + print("Resampling the base folder") + run_on_main( + resample_folder, + kwargs={ + "input_folder": hparams["base_folder_dm"], + "output_folder": os.path.normpath( + hparams["base_folder_dm"] + ) + + "_processed", + "fs": hparams["sample_rate"], + "regex": "**/*.wav", + }, + ) + # adjust the base_folder_dm path + hparams["base_folder_dm"] = ( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ) + else: + print( + "Using the existing processed folder on the same directory as base_folder_dm" + ) + hparams["base_folder_dm"] = ( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ) + + # Collecting the hparams for dynamic batching + dm_hparams = { + "train_data": hparams["train_data"], + "data_folder": hparams["data_folder"], + "base_folder_dm": hparams["base_folder_dm"], + "sample_rate": hparams["sample_rate"], + "num_spks": hparams["num_spks"], + "training_signal_len": hparams["training_signal_len"], + "dataloader_opts": hparams["dataloader_opts"], + } + train_data = dynamic_mix_data_prep(dm_hparams) + _, valid_data, test_data = dataio_prep(hparams) + else: + train_data, valid_data, test_data = dataio_prep(hparams) + + # Load pretrained model if pretrained_separator is present in the yaml + if "pretrained_separator" in hparams: + run_on_main(hparams["pretrained_separator"].collect_files) + hparams["pretrained_separator"].load_collected() + + # Brain class initialization + separator = Separation( + modules=hparams["modules"], + opt_class=hparams["optimizer"], + hparams=hparams, + run_opts=run_opts, + checkpointer=hparams["checkpointer"], + ) + + # re-initialize the parameters if we don't use a pretrained model + if "pretrained_separator" not in hparams: + for module in separator.modules.values(): + separator.reset_layer_recursively(module) + + # Training + separator.fit( + separator.hparams.epoch_counter, + train_data, + valid_data, + train_loader_kwargs=hparams["dataloader_opts"], + valid_loader_kwargs=hparams["dataloader_opts"], + ) + + # Eval + separator.evaluate(test_data, min_key="si-snr") + separator.save_results(test_data) diff --git a/Conv-Tasnet/results/convtasnet_4-mix/1234/train_log.txt b/Conv-Tasnet/results/convtasnet_4-mix/1234/train_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..74503b3a9c9f22eb32700968272624f50e288241 --- /dev/null +++ b/Conv-Tasnet/results/convtasnet_4-mix/1234/train_log.txt @@ -0,0 +1,242 @@ +epoch: 1, lr: 1.50e-04 - train si-snr: 2.76 - valid si-snr: 12.09 +epoch: 2, lr: 1.50e-04 - train si-snr: 2.15 - valid si-snr: 11.84 +epoch: 3, lr: 1.50e-04 - train si-snr: 1.96 - valid si-snr: 11.70 +epoch: 4, lr: 1.50e-04 - train si-snr: 1.70 - valid si-snr: 11.63 +epoch: 5, lr: 1.50e-04 - train si-snr: 1.58 - valid si-snr: 11.57 +epoch: 6, lr: 1.50e-04 - train si-snr: 1.45 - valid si-snr: 11.55 +epoch: 7, lr: 1.50e-04 - train si-snr: 1.33 - valid si-snr: 11.45 +epoch: 8, lr: 1.50e-04 - train si-snr: 1.20 - valid si-snr: 11.33 +epoch: 9, lr: 1.50e-04 - train si-snr: 1.10 - valid si-snr: 11.35 +epoch: 10, lr: 1.50e-04 - train si-snr: 1.01 - valid si-snr: 11.30 +epoch: 11, lr: 1.50e-04 - train si-snr: 9.25e-01 - valid si-snr: 11.33 +epoch: 12, lr: 1.50e-04 - train si-snr: 7.83e-01 - valid si-snr: 11.16 +epoch: 13, lr: 1.50e-04 - train si-snr: 7.61e-01 - valid si-snr: 11.19 +epoch: 14, lr: 1.50e-04 - train si-snr: 6.87e-01 - valid si-snr: 11.13 +epoch: 15, lr: 1.50e-04 - train si-snr: 6.31e-01 - valid si-snr: 11.13 +epoch: 16, lr: 1.50e-04 - train si-snr: 5.54e-01 - valid si-snr: 11.10 +epoch: 17, lr: 1.50e-04 - train si-snr: 4.47e-01 - valid si-snr: 11.02 +epoch: 18, lr: 1.50e-04 - train si-snr: 4.65e-01 - valid si-snr: 11.04 +epoch: 19, lr: 1.50e-04 - train si-snr: 3.32e-01 - valid si-snr: 11.01 +epoch: 20, lr: 1.50e-04 - train si-snr: 3.27e-01 - valid si-snr: 10.95 +epoch: 21, lr: 1.50e-04 - train si-snr: 2.78e-01 - valid si-snr: 10.97 +epoch: 22, lr: 1.50e-04 - train si-snr: 2.18e-01 - valid si-snr: 10.88 +epoch: 23, lr: 1.50e-04 - train si-snr: 1.74e-01 - valid si-snr: 10.87 +epoch: 24, lr: 1.50e-04 - train si-snr: 1.03e-01 - valid si-snr: 10.95 +epoch: 25, lr: 1.50e-04 - train si-snr: 6.04e-02 - valid si-snr: 10.84 +epoch: 26, lr: 1.50e-04 - train si-snr: -2.94e-02 - valid si-snr: 10.79 +epoch: 27, lr: 1.50e-04 - train si-snr: -5.32e-02 - valid si-snr: 10.77 +epoch: 28, lr: 1.50e-04 - train si-snr: -5.68e-02 - valid si-snr: 10.74 +epoch: 29, lr: 1.50e-04 - train si-snr: -1.04e-01 - valid si-snr: 10.79 +epoch: 30, lr: 1.50e-04 - train si-snr: -1.57e-01 - valid si-snr: 10.73 +epoch: 31, lr: 1.50e-04 - train si-snr: -1.64e-01 - valid si-snr: 10.67 +epoch: 32, lr: 1.50e-04 - train si-snr: -2.11e-01 - valid si-snr: 10.71 +epoch: 33, lr: 1.50e-04 - train si-snr: -2.48e-01 - valid si-snr: 10.73 +epoch: 34, lr: 1.50e-04 - train si-snr: -2.79e-01 - valid si-snr: 10.69 +epoch: 35, lr: 1.50e-04 - train si-snr: -3.55e-01 - valid si-snr: 10.69 +epoch: 36, lr: 1.50e-04 - train si-snr: -3.32e-01 - valid si-snr: 10.64 +epoch: 37, lr: 1.50e-04 - train si-snr: -3.97e-01 - valid si-snr: 10.63 +epoch: 38, lr: 1.50e-04 - train si-snr: -4.11e-01 - valid si-snr: 10.71 +epoch: 39, lr: 1.50e-04 - train si-snr: -4.18e-01 - valid si-snr: 10.56 +epoch: 40, lr: 1.50e-04 - train si-snr: -4.74e-01 - valid si-snr: 10.55 +epoch: 41, lr: 1.50e-04 - train si-snr: -4.71e-01 - valid si-snr: 10.52 +epoch: 1, lr: 1.50e-04 - train si-snr: 6.31 - valid si-snr: 23.11 +epoch: 2, lr: 1.50e-04 - train si-snr: 4.85 - valid si-snr: 23.05 +epoch: 3, lr: 1.50e-04 - train si-snr: 4.79 - valid si-snr: 22.98 +epoch: 4, lr: 1.50e-04 - train si-snr: 4.56 - valid si-snr: 22.79 +epoch: 5, lr: 1.50e-04 - train si-snr: 4.28 - valid si-snr: 23.05 +epoch: 6, lr: 1.50e-04 - train si-snr: 4.27 - valid si-snr: 22.88 +epoch: 7, lr: 1.50e-04 - train si-snr: 4.11 - valid si-snr: 22.86 +epoch: 8, lr: 1.50e-04 - train si-snr: 4.11 - valid si-snr: 22.80 +epoch: 9, lr: 1.50e-04 - train si-snr: 3.96 - valid si-snr: 22.80 +epoch: 10, lr: 1.50e-04 - train si-snr: 3.91 - valid si-snr: 22.75 +epoch: 11, lr: 1.50e-04 - train si-snr: 3.76 - valid si-snr: 22.72 +epoch: 12, lr: 1.50e-04 - train si-snr: 3.82 - valid si-snr: 22.69 +epoch: 13, lr: 1.50e-04 - train si-snr: 3.71 - valid si-snr: 22.86 +epoch: 14, lr: 1.50e-04 - train si-snr: 3.64 - valid si-snr: 22.71 +epoch: 15, lr: 1.50e-04 - train si-snr: 3.59 - valid si-snr: 22.89 +epoch: 16, lr: 1.50e-04 - train si-snr: 3.39 - valid si-snr: 22.79 +epoch: 17, lr: 1.50e-04 - train si-snr: 3.30 - valid si-snr: 22.69 +epoch: 18, lr: 1.50e-04 - train si-snr: 3.29 - valid si-snr: 22.82 +epoch: 19, lr: 1.50e-04 - train si-snr: 3.32 - valid si-snr: 22.75 +epoch: 20, lr: 1.50e-04 - train si-snr: 3.14 - valid si-snr: 22.49 +epoch: 21, lr: 1.50e-04 - train si-snr: 3.11 - valid si-snr: 22.83 +epoch: 22, lr: 1.50e-04 - train si-snr: 3.12 - valid si-snr: 22.69 +epoch: 23, lr: 1.50e-04 - train si-snr: 2.93 - valid si-snr: 22.66 +epoch: 24, lr: 1.50e-04 - train si-snr: 2.96 - valid si-snr: 22.72 +epoch: 25, lr: 1.50e-04 - train si-snr: 2.96 - valid si-snr: 22.83 +epoch: 26, lr: 1.50e-04 - train si-snr: 2.88 - valid si-snr: 22.61 +epoch: 27, lr: 1.50e-04 - train si-snr: 2.86 - valid si-snr: 22.83 +epoch: 28, lr: 1.50e-04 - train si-snr: 2.80 - valid si-snr: 22.67 +epoch: 29, lr: 1.50e-04 - train si-snr: 2.73 - valid si-snr: 22.67 +epoch: 30, lr: 1.50e-04 - train si-snr: 2.65 - valid si-snr: 22.62 +epoch: 31, lr: 1.50e-04 - train si-snr: 2.62 - valid si-snr: 22.63 +epoch: 32, lr: 1.50e-04 - train si-snr: 2.61 - valid si-snr: 22.61 +epoch: 33, lr: 1.50e-04 - train si-snr: 2.44 - valid si-snr: 22.55 +epoch: 34, lr: 1.50e-04 - train si-snr: 2.50 - valid si-snr: 22.55 +epoch: 35, lr: 1.50e-04 - train si-snr: 2.47 - valid si-snr: 22.60 +epoch: 36, lr: 1.50e-04 - train si-snr: 2.44 - valid si-snr: 22.66 +epoch: 37, lr: 1.50e-04 - train si-snr: 2.24 - valid si-snr: 22.64 +epoch: 38, lr: 1.50e-04 - train si-snr: 2.28 - valid si-snr: 22.66 +epoch: 39, lr: 1.50e-04 - train si-snr: 2.15 - valid si-snr: 22.62 +epoch: 40, lr: 1.50e-04 - train si-snr: 2.19 - valid si-snr: 22.48 +epoch: 41, lr: 1.50e-04 - train si-snr: 2.26 - valid si-snr: 22.66 +epoch: 42, lr: 1.50e-04 - train si-snr: 2.09 - valid si-snr: 22.57 +epoch: 43, lr: 1.50e-04 - train si-snr: 2.15 - valid si-snr: 22.47 +epoch: 44, lr: 1.50e-04 - train si-snr: 2.00 - valid si-snr: 22.63 +epoch: 45, lr: 1.50e-04 - train si-snr: 2.13 - valid si-snr: 22.52 +epoch: 46, lr: 1.50e-04 - train si-snr: 2.00 - valid si-snr: 22.57 +epoch: 47, lr: 1.50e-04 - train si-snr: 1.90 - valid si-snr: 22.50 +epoch: 48, lr: 1.50e-04 - train si-snr: 1.89 - valid si-snr: 22.49 +epoch: 49, lr: 1.50e-04 - train si-snr: 1.94 - valid si-snr: 22.54 +epoch: 50, lr: 1.50e-04 - train si-snr: 1.89 - valid si-snr: 22.50 +epoch: 51, lr: 1.50e-04 - train si-snr: 1.85 - valid si-snr: 22.55 +epoch: 52, lr: 1.50e-04 - train si-snr: 1.66 - valid si-snr: 22.51 +epoch: 53, lr: 1.50e-04 - train si-snr: 1.65 - valid si-snr: 22.52 +epoch: 54, lr: 1.50e-04 - train si-snr: 1.77 - valid si-snr: 22.45 +epoch: 55, lr: 1.50e-04 - train si-snr: 1.62 - valid si-snr: 22.45 +epoch: 56, lr: 1.50e-04 - train si-snr: 1.52 - valid si-snr: 22.42 +epoch: 57, lr: 1.50e-04 - train si-snr: 1.53 - valid si-snr: 22.39 +epoch: 58, lr: 1.50e-04 - train si-snr: 1.52 - valid si-snr: 22.40 +epoch: 59, lr: 1.50e-04 - train si-snr: 1.55 - valid si-snr: 22.43 +epoch: 60, lr: 1.50e-04 - train si-snr: 1.64 - valid si-snr: 22.43 +epoch: 61, lr: 1.50e-04 - train si-snr: 1.42 - valid si-snr: 22.38 +epoch: 62, lr: 1.50e-04 - train si-snr: 1.50 - valid si-snr: 22.29 +epoch: 63, lr: 1.50e-04 - train si-snr: 1.34 - valid si-snr: 22.51 +epoch: 64, lr: 1.50e-04 - train si-snr: 1.25 - valid si-snr: 22.55 +epoch: 65, lr: 1.50e-04 - train si-snr: 1.43 - valid si-snr: 22.35 +epoch: 66, lr: 1.50e-04 - train si-snr: 1.33 - valid si-snr: 22.54 +epoch: 67, lr: 1.50e-04 - train si-snr: 1.35 - valid si-snr: 22.44 +epoch: 68, lr: 1.50e-04 - train si-snr: 1.35 - valid si-snr: 22.33 +epoch: 69, lr: 1.50e-04 - train si-snr: 1.13 - valid si-snr: 22.38 +epoch: 70, lr: 1.50e-04 - train si-snr: 1.18 - valid si-snr: 22.37 +epoch: 71, lr: 1.50e-04 - train si-snr: 1.04 - valid si-snr: 22.35 +epoch: 72, lr: 1.50e-04 - train si-snr: 1.24 - valid si-snr: 22.49 +epoch: 73, lr: 1.50e-04 - train si-snr: 1.25 - valid si-snr: 22.35 +epoch: 74, lr: 1.50e-04 - train si-snr: 1.07 - valid si-snr: 22.37 +epoch: 75, lr: 1.50e-04 - train si-snr: 1.04 - valid si-snr: 22.37 +epoch: 76, lr: 1.50e-04 - train si-snr: 1.11 - valid si-snr: 22.48 +epoch: 77, lr: 1.50e-04 - train si-snr: 1.03 - valid si-snr: 22.46 +epoch: 78, lr: 1.50e-04 - train si-snr: 9.65e-01 - valid si-snr: 22.31 +epoch: 79, lr: 1.50e-04 - train si-snr: 1.06 - valid si-snr: 22.34 +epoch: 80, lr: 1.50e-04 - train si-snr: 1.03 - valid si-snr: 22.32 +epoch: 81, lr: 1.50e-04 - train si-snr: 8.12e-01 - valid si-snr: 22.32 +epoch: 82, lr: 1.50e-04 - train si-snr: 8.76e-01 - valid si-snr: 22.33 +epoch: 83, lr: 1.50e-04 - train si-snr: 8.91e-01 - valid si-snr: 22.32 +epoch: 84, lr: 1.50e-04 - train si-snr: 9.11e-01 - valid si-snr: 22.34 +epoch: 85, lr: 1.50e-04 - train si-snr: 7.24e-01 - valid si-snr: 22.39 +epoch: 86, lr: 1.50e-04 - train si-snr: 7.65e-01 - valid si-snr: 22.34 +epoch: 87, lr: 1.50e-04 - train si-snr: 7.10e-01 - valid si-snr: 22.29 +epoch: 88, lr: 1.50e-04 - train si-snr: 7.65e-01 - valid si-snr: 22.42 +epoch: 89, lr: 1.50e-04 - train si-snr: 7.09e-01 - valid si-snr: 22.35 +epoch: 90, lr: 1.50e-04 - train si-snr: 8.13e-01 - valid si-snr: 22.38 +epoch: 91, lr: 7.50e-05 - train si-snr: 5.81e-01 - valid si-snr: 22.24 +epoch: 92, lr: 7.50e-05 - train si-snr: 3.71e-01 - valid si-snr: 22.33 +epoch: 93, lr: 7.50e-05 - train si-snr: 3.21e-01 - valid si-snr: 22.33 +epoch: 94, lr: 7.50e-05 - train si-snr: 3.48e-01 - valid si-snr: 22.29 +epoch: 95, lr: 3.75e-05 - train si-snr: 4.08e-01 - valid si-snr: 22.34 +epoch: 96, lr: 3.75e-05 - train si-snr: 2.29e-01 - valid si-snr: 22.33 +epoch: 97, lr: 3.75e-05 - train si-snr: 2.27e-01 - valid si-snr: 22.29 +epoch: 98, lr: 1.87e-05 - train si-snr: 1.28e-01 - valid si-snr: 22.27 +epoch: 99, lr: 1.87e-05 - train si-snr: 3.17e-02 - valid si-snr: 22.27 +epoch: 100, lr: 1.87e-05 - train si-snr: 6.84e-02 - valid si-snr: 22.24 +epoch: 101, lr: 1.87e-05 - train si-snr: 6.90e-02 - valid si-snr: 22.25 +epoch: 102, lr: 1.87e-05 - train si-snr: 1.53e-01 - valid si-snr: 22.28 +epoch: 103, lr: 1.87e-05 - train si-snr: 4.23e-02 - valid si-snr: 22.28 +epoch: 104, lr: 9.37e-06 - train si-snr: 7.48e-02 - valid si-snr: 22.24 +epoch: 105, lr: 9.37e-06 - train si-snr: 8.28e-02 - valid si-snr: 22.27 +epoch: 106, lr: 9.37e-06 - train si-snr: -1.19e-01 - valid si-snr: 22.26 +epoch: 107, lr: 9.37e-06 - train si-snr: 2.27e-02 - valid si-snr: 22.26 +epoch: 108, lr: 4.69e-06 - train si-snr: -9.19e-02 - valid si-snr: 22.24 +epoch: 109, lr: 4.69e-06 - train si-snr: -1.86e-02 - valid si-snr: 22.26 +epoch: 110, lr: 4.69e-06 - train si-snr: -1.29e-01 - valid si-snr: 22.26 +epoch: 111, lr: 2.34e-06 - train si-snr: -1.28e-01 - valid si-snr: 22.26 +epoch: 112, lr: 2.34e-06 - train si-snr: 1.96e-02 - valid si-snr: 22.26 +epoch: 113, lr: 2.34e-06 - train si-snr: -8.82e-02 - valid si-snr: 22.26 +epoch: 114, lr: 1.17e-06 - train si-snr: -2.95e-02 - valid si-snr: 22.25 +epoch: 115, lr: 1.17e-06 - train si-snr: 1.44e-02 - valid si-snr: 22.26 +epoch: 116, lr: 1.17e-06 - train si-snr: -2.01e-02 - valid si-snr: 22.25 +epoch: 117, lr: 5.86e-07 - train si-snr: -6.14e-02 - valid si-snr: 22.25 +epoch: 118, lr: 5.86e-07 - train si-snr: 1.49e-02 - valid si-snr: 22.25 +epoch: 119, lr: 5.86e-07 - train si-snr: -2.11e-02 - valid si-snr: 22.25 +epoch: 120, lr: 2.93e-07 - train si-snr: -8.56e-02 - valid si-snr: 22.25 +epoch: 121, lr: 2.93e-07 - train si-snr: 3.46e-02 - valid si-snr: 22.25 +epoch: 122, lr: 2.93e-07 - train si-snr: -4.48e-02 - valid si-snr: 22.26 +epoch: 123, lr: 1.46e-07 - train si-snr: -4.78e-02 - valid si-snr: 22.25 +epoch: 124, lr: 1.46e-07 - train si-snr: 4.87e-02 - valid si-snr: 22.26 +epoch: 125, lr: 1.46e-07 - train si-snr: -8.55e-02 - valid si-snr: 22.25 +epoch: 126, lr: 7.32e-08 - train si-snr: 4.56e-02 - valid si-snr: 22.25 +epoch: 127, lr: 7.32e-08 - train si-snr: -7.29e-02 - valid si-snr: 22.25 +epoch: 128, lr: 7.32e-08 - 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+epoch: 196, lr: 1.00e-08 - train si-snr: -5.28e-02 - valid si-snr: 22.26 +epoch: 197, lr: 1.00e-08 - train si-snr: 9.40e-02 - valid si-snr: 22.26 +epoch: 198, lr: 1.00e-08 - train si-snr: -4.55e-02 - valid si-snr: 22.26 +epoch: 199, lr: 1.00e-08 - train si-snr: -6.24e-02 - valid si-snr: 22.26 +epoch: 200, lr: 1.00e-08 - train si-snr: 5.69e-03 - valid si-snr: 22.26 +Epoch loaded: 104 - test si-snr: 20.22 diff --git a/Sepformer/results/sepformer_4mix/1234/env.log b/Sepformer/results/sepformer_4mix/1234/env.log new file mode 100644 index 0000000000000000000000000000000000000000..96393ac97b4bc52cdfbc4e494603617462e07e5c --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/env.log @@ -0,0 +1,90 @@ +SpeechBrain system description +============================== +Python version: +3.11.13 (main, Jun 5 2025, 13:12:00) [GCC 11.2.0] +============================== +Installed Python packages: +black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.1 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +pygtrie==2.5.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +speechbrain==1.0.3 +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.53.0 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 +============================== +Git revision: +476ac4f +============================== +CUDA version: +12.6 \ No newline at end of file diff --git a/Sepformer/results/sepformer_4mix/1234/hyperparams.yaml b/Sepformer/results/sepformer_4mix/1234/hyperparams.yaml new file mode 100644 index 0000000000000000000000000000000000000000..c145e1a73428837fe5ebcbccb1baab9d0e3be2b7 --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/hyperparams.yaml @@ -0,0 +1,198 @@ +# Generated 2025-06-27 from: +# /home/youzhenghai/github/Vocal-Separartion-Baseline/Sepformer/separation/hparams/sepformer_4mix.yaml +# yamllint disable +# ################################ +# Model: SepFormer for source separation +# https://arxiv.org/abs/2010.13154 +# ################################ +# +# Basic parameters +# Seed needs to be set at top of yaml, before objects with parameters are made +# +seed: 1234 +__set_seed: !apply:speechbrain.utils.seed_everything [1234] + +# Data params + +# e.g. '/yourpath/Libri3Mix/train-clean-360/' +# the data folder is needed even if dynamic mixing is applied +data_folder: /data/ + +# This is needed only if dynamic mixing is applied +base_folder_dm: /yourpath/ + +experiment_name: sepformer_4mix +output_folder: results/sepformer_4mix/1234 +train_log: results/sepformer_4mix/1234/train_log.txt +save_folder: results/sepformer_4mix/1234/save +train_data: results/sepformer_4mix/1234/save/record_tr.csv +valid_data: results/sepformer_4mix/1234/save/record_val.csv +test_data: results/sepformer_4mix/1234/save/test_data.csv +skip_prep: false + +ckpt_interval_minutes: 60 + +# Experiment params +precision: fp16 # bf16, fp16 or fp32 # Set it to True for mixed precision +num_spks: 4 +noprogressbar: false +save_audio: false # Save estimated sources on disk +sample_rate: 16000 + +####################### Training Parameters #################################### +N_epochs: 200 +batch_size: 1 +lr: 0.00015 +clip_grad_norm: 5 +loss_upper_lim: 999999 # this is the upper limit for an acceptable loss +# if True, the training sequences are cut to a specified length +limit_training_signal_len: true +# this is the length of sequences if we choose to limit +# the signal length of training sequences +training_signal_len: 64000000 + +# Set it to True to dynamically create mixtures at training time +dynamic_mixing: false +use_wham_noise: false + +# Parameters for data augmentation +use_wavedrop: false +use_speedperturb: true +use_rand_shift: false +min_shift: -8000 +max_shift: 8000 + +# Speed perturbation +speed_changes: &id001 [95, 100, 105] + +# Frequency drop: randomly drops a number of frequency bands to zero. +speed_perturb: !new:speechbrain.augment.time_domain.SpeedPerturb + orig_freq: 16000 + speeds: *id001 +drop_freq_low: 0 # Min frequency band dropout probability +drop_freq_high: 1 # Max frequency band dropout probability +drop_freq_count_low: 1 # Min number of frequency bands to drop +drop_freq_count_high: 3 # Max number of frequency bands to drop +drop_freq_width: 0.05 # Width of frequency bands to drop + +drop_freq: !new:speechbrain.augment.time_domain.DropFreq + drop_freq_low: 0 + drop_freq_high: 1 + drop_freq_count_low: 1 + drop_freq_count_high: 3 + drop_freq_width: 0.05 + +# Time drop: randomly drops a number of temporal chunks. +drop_chunk_count_low: 1 # Min number of audio chunks to drop +drop_chunk_count_high: 5 # Max number of audio chunks to drop +drop_chunk_length_low: 1000 # Min length of audio chunks to drop +drop_chunk_length_high: 2000 # Max length of audio chunks to drop + +drop_chunk: !new:speechbrain.augment.time_domain.DropChunk + drop_length_low: 1000 + drop_length_high: 2000 + drop_count_low: 1 + drop_count_high: 5 + +# loss thresholding -- this thresholds the training loss +threshold_byloss: true +threshold: -30 + +# Encoder parameters +N_encoder_out: 256 +out_channels: 256 +kernel_size: 32 +kernel_stride: 16 +d_ffn: 1024 + +# Dataloader options +dataloader_opts: + batch_size: 1 + num_workers: 3 + + +# Specifying the network +Encoder: &id004 !new:speechbrain.lobes.models.dual_path.Encoder + kernel_size: 32 + out_channels: 256 + + +SBtfintra: &id002 !new:speechbrain.lobes.models.dual_path.SBTransformerBlock + num_layers: 8 + d_model: 256 + nhead: 8 + d_ffn: 1024 + dropout: 0 + use_positional_encoding: true + norm_before: true + +SBtfinter: &id003 !new:speechbrain.lobes.models.dual_path.SBTransformerBlock + num_layers: 8 + d_model: 256 + nhead: 8 + d_ffn: 1024 + dropout: 0 + use_positional_encoding: true + norm_before: true + +MaskNet: &id006 !new:speechbrain.lobes.models.dual_path.Dual_Path_Model + + num_spks: 4 + in_channels: 256 + out_channels: 256 + num_layers: 2 + K: 250 + intra_model: *id002 + inter_model: *id003 + norm: ln + linear_layer_after_inter_intra: false + skip_around_intra: true + +Decoder: &id005 !new:speechbrain.lobes.models.dual_path.Decoder + in_channels: 256 + out_channels: 1 + kernel_size: 32 + stride: 16 + bias: false + +optimizer: !name:torch.optim.Adam + lr: 0.00015 + weight_decay: 0 + +loss: !name:speechbrain.nnet.losses.get_si_snr_with_pitwrapper + +lr_scheduler: !new:speechbrain.nnet.schedulers.ReduceLROnPlateau + factor: 0.5 + patience: 2 + dont_halve_until_epoch: 5 + +epoch_counter: &id007 !new:speechbrain.utils.epoch_loop.EpochCounter + # lr_scheduler: !ref + + limit: 200 + +modules: + encoder: *id004 + decoder: *id005 + masknet: *id006 +checkpointer: !new:speechbrain.utils.checkpoints.Checkpointer + checkpoints_dir: results/sepformer_4mix/1234/save + recoverables: + encoder: *id004 + decoder: *id005 + masknet: *id006 + counter: *id007 +train_logger: !new:speechbrain.utils.train_logger.FileTrainLogger + save_file: results/sepformer_4mix/1234/train_log.txt + +# # If you do not want to use the pretrained separator you can simply delete pretrained_separator field. +# pretrained_separator: !new:speechbrain.utils.parameter_transfer.Pretrainer +# collect_in: !ref +# loadables: +# encoder: !ref +# decoder: !ref +# masknet: !ref +# paths: +# encoder: speechbrain/sepformer-wsj03mix/encoder.ckpt +# decoder: speechbrain/sepformer-wsj03mix/decoder.ckpt +# masknet: speechbrain/sepformer-wsj03mix/masknet.ckpt diff --git a/Sepformer/results/sepformer_4mix/1234/log.txt b/Sepformer/results/sepformer_4mix/1234/log.txt new file mode 100644 index 0000000000000000000000000000000000000000..79bfc157496304421a8dee70983c8d8ce6762e87 --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/log.txt @@ -0,0 +1,762 @@ +2025-06-27 17:13:10,582 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-27 17:13:10,583 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-27 17:13:10,583 - speechbrain.core - INFO - Beginning experiment! +2025-06-27 17:13:10,583 - speechbrain.core - INFO - Experiment folder: results/sepformer_4mix/1234 +2025-06-27 17:13:10,831 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +Pygments==2.19.2 +pygtrie==2.5.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +speechbrain==1.0.3 +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-27 17:13:10,836 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 634, in + train_data, valid_data, test_data = dataio_prep(hparams) + ^^^^^^^^^^^^^^^^^^^^ + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 446, in dataio_prep + train_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/dataio/dataset.py", line 417, in from_csv + data = load_data_csv(csv_path, replacements) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/dataio/dataio.py", line 138, in load_data_csv + with open(csv_path, newline="", encoding="utf-8") as csvfile: + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +FileNotFoundError: [Errno 2] No such file or directory: 'results/sepformer_4mix/1234/save/record_tr.csv' +2025-06-27 17:17:17,084 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [allow_tf32, disable_jit_profiling] +2025-06-27 17:17:17,085 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-27 17:17:17,085 - speechbrain.core - INFO - Beginning experiment! +2025-06-27 17:17:17,085 - speechbrain.core - INFO - Experiment folder: results/sepformer_4mix/1234 +2025-06-27 17:17:17,318 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +Pygments==2.19.2 +pygtrie==2.5.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +speechbrain==1.0.3 +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-27 17:17:17,325 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 634, in + train_data, valid_data, test_data = dataio_prep(hparams) + ^^^^^^^^^^^^^^^^^^^^ + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 446, in dataio_prep + train_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/dataio/dataset.py", line 417, in from_csv + data = load_data_csv(csv_path, replacements) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/dataio/dataio.py", line 138, in load_data_csv + with open(csv_path, newline="", encoding="utf-8") as csvfile: + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +FileNotFoundError: [Errno 2] No such file or directory: 'results/sepformer_4mix/1234/save/record_tr.csv' +2025-06-27 17:18:04,558 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-27 17:18:04,559 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-27 17:18:04,559 - speechbrain.core - INFO - Beginning experiment! +2025-06-27 17:18:04,559 - speechbrain.core - INFO - Experiment folder: results/sepformer_4mix/1234 +2025-06-27 17:18:04,806 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +Pygments==2.19.2 +pygtrie==2.5.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +speechbrain==1.0.3 +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-27 17:18:05,007 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-27 17:18:05,008 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-27 17:18:05,008 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used +2025-06-27 17:18:05,221 - speechbrain.core - INFO - Gradscaler enabled: `True` +2025-06-27 17:18:05,221 - speechbrain.core - INFO - Using training precision: `--precision=fp16` +2025-06-27 17:18:05,221 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-27 17:18:05,222 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 25.8M +* Total Number of Parameters: 25.8M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-27 17:18:06,855 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/sepformer_4mix/1234/save/CKPT+2025-06-27+11-23-29+00 +2025-06-27 17:18:07,209 - speechbrain.utils.epoch_loop - INFO - Going into epoch 163 +2025-06-27 17:18:10,757 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 656, in + separator.fit( + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/core.py", line 1575, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/core.py", line 1400, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 148, in fit_batch + self.scaler.scale(loss).backward() + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/_tensor.py", line 648, in backward + torch.autograd.backward( + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/autograd/__init__.py", line 353, in backward + _engine_run_backward( + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/autograd/graph.py", line 824, in _engine_run_backward + return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-27 17:24:05,950 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-27 17:24:05,951 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-27 17:24:05,951 - speechbrain.core - INFO - Beginning experiment! +2025-06-27 17:24:05,951 - speechbrain.core - INFO - Experiment folder: results/sepformer_4mix/1234 +2025-06-27 17:24:06,192 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.0 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +Pygments==2.19.2 +pygtrie==2.5.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +speechbrain==1.0.3 +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.52.4 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-27 17:24:06,389 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-27 17:24:06,390 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-27 17:24:06,390 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used +2025-06-27 17:24:06,573 - speechbrain.core - INFO - Gradscaler enabled: `True` +2025-06-27 17:24:06,573 - speechbrain.core - INFO - Using training precision: `--precision=fp16` +2025-06-27 17:24:06,573 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-27 17:24:06,574 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 25.8M +* Total Number of Parameters: 25.8M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-27 17:24:08,245 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/sepformer_4mix/1234/save/CKPT+2025-06-27+11-23-29+00 +2025-06-27 17:24:08,608 - speechbrain.utils.epoch_loop - INFO - Going into epoch 163 +2025-06-27 17:24:11,017 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 656, in + separator.fit( + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/core.py", line 1575, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/core.py", line 1400, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 133, in fit_batch + predictions, targets = self.compute_forward( + ^^^^^^^^^^^^^^^^^^^^^ + File "/home/youzhenghai/github/Vocal-Separartion/Sepformer/separation/train.py", line 87, in compute_forward + est_mask = self.hparams.MaskNet(mix_w) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/lobes/models/dual_path.py", line 1067, in forward + x = self.dual_mdl[i](x) + ^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/lobes/models/dual_path.py", line 918, in forward + inter = self.inter_mdl(inter) + ^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/speechbrain/lobes/models/dual_path.py", line 638, in forward + return self.mdl(x + pos_enc)[0] + ^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1747, in _wrapped_call_impl + def _wrapped_call_impl(self, *args, **kwargs): + +KeyboardInterrupt +2025-06-27 21:10:07,131 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-27 21:10:07,133 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-27 21:10:07,133 - speechbrain.core - INFO - Beginning experiment! +2025-06-27 21:10:07,133 - speechbrain.core - INFO - Experiment folder: results/sepformer_4mix/1234 +2025-06-27 21:10:07,389 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.1 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +pygtrie==2.5.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +speechbrain==1.0.3 +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.53.0 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-27 21:10:07,393 - speechbrain.utils.superpowers - DEBUG - 476ac4f + + +2025-06-27 21:10:07,996 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-27 21:10:07,997 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-27 21:10:07,997 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used +2025-06-27 21:10:08,035 - speechbrain.core - INFO - Gradscaler enabled: `True` +2025-06-27 21:10:08,035 - speechbrain.core - INFO - Using training precision: `--precision=fp16` +2025-06-27 21:10:08,035 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-27 21:10:08,036 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 25.8M +* Total Number of Parameters: 25.8M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-27 21:10:09,782 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/sepformer_4mix/1234/save/CKPT+2025-06-27+11-23-29+00 +2025-06-27 21:10:10,160 - speechbrain.utils.epoch_loop - INFO - Going into epoch 163 +2025-06-27 21:10:17,953 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/home/youzhenghai/github/Vocal-Separartion-Baseline/Sepformer/separation/train.py", line 656, in + separator.fit( + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/core.py", line 1575, in fit + self._fit_train(train_set=train_set, epoch=epoch, enable=enable) + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/core.py", line 1400, in _fit_train + loss = self.fit_batch(batch) + ^^^^^^^^^^^^^^^^^^^^^ + File "/home/youzhenghai/github/Vocal-Separartion-Baseline/Sepformer/separation/train.py", line 133, in fit_batch + predictions, targets = self.compute_forward( + ^^^^^^^^^^^^^^^^^^^^^ + File "/home/youzhenghai/github/Vocal-Separartion-Baseline/Sepformer/separation/train.py", line 87, in compute_forward + est_mask = self.hparams.MaskNet(mix_w) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/lobes/models/dual_path.py", line 1067, in forward + x = self.dual_mdl[i](x) + ^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/lobes/models/dual_path.py", line 918, in forward + inter = self.inter_mdl(inter) + ^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/lobes/models/dual_path.py", line 638, in forward + return self.mdl(x + pos_enc)[0] + ^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/lobes/models/transformer/Transformer.py", line 639, in forward + output, attention = enc_layer( + ^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/lobes/models/transformer/Transformer.py", line 457, in forward + output, self_attn = self.self_att( + ^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/speechbrain/nnet/attention.py", line 865, in forward + output, attention_weights = self.att( + ^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1751, in _wrapped_call_impl + return self._call_impl(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1762, in _call_impl + return forward_call(*args, **kwargs) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/modules/activation.py", line 1373, in forward + attn_output, attn_output_weights = F.multi_head_attention_forward( + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/functional.py", line 6230, in multi_head_attention_forward + q, k, v = _in_projection_packed(query, key, value, in_proj_weight, in_proj_bias) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/torch/nn/functional.py", line 5648, in _in_projection_packed + return linear(q, w_q, b_q), linear(k, w_k, b_k), linear(v, w_v, b_v) + ^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt +2025-06-27 21:10:50,985 - speechbrain.utils.quirks - INFO - Applied quirks (see `speechbrain.utils.quirks`): [disable_jit_profiling, allow_tf32] +2025-06-27 21:10:50,986 - speechbrain.utils.quirks - INFO - Excluded quirks specified by the `SB_DISABLE_QUIRKS` environment (comma-separated list): [] +2025-06-27 21:10:50,986 - speechbrain.core - INFO - Beginning experiment! +2025-06-27 21:10:50,986 - speechbrain.core - INFO - Experiment folder: results/sepformer_4mix/1234 +2025-06-27 21:10:51,243 - speechbrain.utils.superpowers - DEBUG - black==24.3.0 +certifi==2025.6.15 +cfgv==3.4.0 +charset-normalizer==3.4.2 +click==8.1.7 +distlib==0.3.9 +docstring_parser_fork==0.0.12 +filelock==3.18.0 +flake8==7.0.0 +fsspec==2025.5.1 +future==1.0.0 +hf-xet==1.1.5 +huggingface-hub==0.33.1 +HyperPyYAML==1.2.2 +identify==2.6.12 +idna==3.10 +iniconfig==2.1.0 +isort==5.13.2 +Jinja2==3.1.6 +joblib==1.5.1 +MarkupSafe==3.0.2 +mccabe==0.7.0 +mir_eval==0.6 +mpmath==1.3.0 +mypy_extensions==1.1.0 +networkx==3.5 +nodeenv==1.9.1 +numpy==2.3.1 +nvidia-cublas-cu12==12.6.4.1 +nvidia-cuda-cupti-cu12==12.6.80 +nvidia-cuda-nvrtc-cu12==12.6.77 +nvidia-cuda-runtime-cu12==12.6.77 +nvidia-cudnn-cu12==9.5.1.17 +nvidia-cufft-cu12==11.3.0.4 +nvidia-cufile-cu12==1.11.1.6 +nvidia-curand-cu12==10.3.7.77 +nvidia-cusolver-cu12==11.7.1.2 +nvidia-cusparse-cu12==12.5.4.2 +nvidia-cusparselt-cu12==0.6.3 +nvidia-nccl-cu12==2.26.2 +nvidia-nvjitlink-cu12==12.6.85 +nvidia-nvtx-cu12==12.6.77 +packaging==25.0 +pandas==2.3.0 +pathspec==0.12.1 +platformdirs==4.3.8 +pluggy==1.6.0 +pre_commit==4.2.0 +pycodestyle==2.11.0 +pydoclint==0.4.1 +pyflakes==3.2.0 +pygtrie==2.5.0 +pyloudnorm==0.1.1 +pytest==7.4.0 +python-dateutil==2.9.0.post0 +pytz==2025.2 +PyYAML==6.0.2 +regex==2024.11.6 +requests==2.32.4 +ruamel.yaml==0.18.14 +ruamel.yaml.clib==0.2.12 +safetensors==0.5.3 +scipy==1.16.0 +sentencepiece==0.2.0 +six==1.17.0 +speechbrain==1.0.3 +sympy==1.14.0 +tokenizers==0.21.2 +torch==2.7.1 +torchaudio==2.7.1 +tqdm==4.67.1 +transformers==4.53.0 +triton==3.3.1 +typing_extensions==4.14.0 +tzdata==2025.2 +urllib3==2.5.0 +virtualenv==20.31.2 +yamllint==1.35.1 + + +2025-06-27 21:10:51,249 - speechbrain.utils.superpowers - DEBUG - 476ac4f + + +2025-06-27 21:10:51,876 - speechbrain.core - INFO - Info: precision arg from hparam file is used +2025-06-27 21:10:51,876 - speechbrain.core - INFO - Info: noprogressbar arg from hparam file is used +2025-06-27 21:10:51,876 - speechbrain.core - INFO - Info: ckpt_interval_minutes arg from hparam file is used +2025-06-27 21:10:51,915 - speechbrain.core - INFO - Gradscaler enabled: `True` +2025-06-27 21:10:51,915 - speechbrain.core - INFO - Using training precision: `--precision=fp16` +2025-06-27 21:10:51,915 - speechbrain.core - INFO - Using evaluation precision: `--eval_precision=fp32` +2025-06-27 21:10:51,917 - speechbrain.core - INFO - Separation Model Statistics: +* Total Number of Trainable Parameters: 25.8M +* Total Number of Parameters: 25.8M +* Trainable Parameters represent 100.0000% of the total size. +2025-06-27 21:10:52,857 - speechbrain.core - INFO - Test only mode, skipping training and validation stages. +2025-06-27 21:10:52,859 - speechbrain.utils.checkpoints - INFO - Loading a checkpoint from results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00 +2025-06-27 21:11:31,648 - speechbrain.utils.train_logger - INFO - Epoch loaded: 48 - test si-snr: 20.60 +2025-06-27 21:12:49,750 - speechbrain.core - ERROR - Exception: +Traceback (most recent call last): + File "/home/youzhenghai/github/Vocal-Separartion-Baseline/Sepformer/separation/train.py", line 666, in + separator.save_results(test_data) + File "/home/youzhenghai/github/Vocal-Separartion-Baseline/Sepformer/separation/train.py", line 367, in save_results + sdr_baseline, _, _, _ = bss_eval_sources( + ^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/mir_eval/separation.py", line 210, in bss_eval_sources + _bss_decomp_mtifilt(reference_sources, + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/mir_eval/separation.py", line 623, in _bss_decomp_mtifilt + e_interf = _project(reference_sources, + ^^^^^^^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/mir_eval/separation.py", line 715, in _project + C = np.linalg.solve(G, D).reshape(flen, nsrc, order='F') + ^^^^^^^^^^^^^^^^^^^^^ + File "/work/youzhenghai/anaconda3/envs/sb_sep/lib/python3.11/site-packages/numpy/linalg/_linalg.py", line 471, in solve + r = gufunc(a, b, signature=signature) + ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +KeyboardInterrupt diff --git a/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/CKPT.yaml b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/CKPT.yaml new file mode 100644 index 0000000000000000000000000000000000000000..515c429529749e975fcdef81834c018ab9a7040c --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/CKPT.yaml @@ -0,0 +1,4 @@ +# yamllint disable +end-of-epoch: true +si-snr: 22.403992604029355 +unixtime: 1750946214.2858236 diff --git a/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/brain.ckpt b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/brain.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..5066b059f205965fa2211d45674a0e7d996ba88b --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/brain.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:33809a026a2c1febce7b03c8aafaee4ddfc851b2c70f180f8c06bf1017f4df5c +size 46 diff --git a/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/counter.ckpt b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/counter.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..601bf16f3817e951dbacb3ef3d65a92735ecf821 --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/counter.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:98010bd9270f9b100b6214a21754fd33bdc8d41b2bc9f9dd16ff54d3c34ffd71 +size 2 diff --git a/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/dataloader-TRAIN.ckpt b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/dataloader-TRAIN.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..f3c5f81c1417bcbedc451c76031407a9d91744ec --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/dataloader-TRAIN.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d253d7b7ace4e06589dd90003f047380ddfdcfb29007b4e815caf48ff09b498b +size 4 diff --git a/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/decoder.ckpt b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/decoder.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..4e7c963c169c4d4d5986de81a6c295c8ca44cd7a --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/decoder.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ab49185bb3560f75ce4c18769157375a051f6b3a36e0c35d027574ca9c29e42 +size 34409 diff --git a/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/encoder.ckpt b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/encoder.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..3d69ee818e6a31ef9487b36ad2b6c1142071abe5 --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/encoder.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:95ee4117e13cc2fb383208925edb71d86947024a9dd2be3da1ea25aca5ae8adf +size 34473 diff --git a/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/masknet.ckpt b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/masknet.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..4751141da4ca8905c13fe2aacfc757a3cdb26bfe --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/save/CKPT+2025-06-26+21-56-54+00/masknet.ckpt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid 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0000000000000000000000000000000000000000..b9525827cd08b57bdbfe14d4292f0e2f2def5ed3 --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/test_results.csv @@ -0,0 +1,6 @@ +snt_id,sdr,sdr_i,si-snr,si-snr_i +0,-0.7558969463329976,9.341916369626974,-15.376874923706055,5.828725814819336 +1,-1.0032419873910463,9.161513886510548,-15.261016845703125,5.546741485595703 +2,-5.201884601728196,4.524667155561474,-15.91262149810791,6.88614559173584 +3,-3.896726451280197,4.951401911520096,-15.797815322875977,5.112443923950195 +4,-3.685112954805245,6.856254410975225,-22.656341552734375,13.753952026367188 diff --git a/Sepformer/results/sepformer_4mix/1234/train.py b/Sepformer/results/sepformer_4mix/1234/train.py new file mode 100644 index 0000000000000000000000000000000000000000..d97ac69ad8d8cc89b9e7e92a1683deebfa18fbbe --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/train.py @@ -0,0 +1,666 @@ +#!/usr/bin/env/python3 +"""Recipe for training a neural speech separation system on Libri2/3Mix datasets. +The system employs an encoder, a decoder, and a masking network. + +To run this recipe, do the following: +> python train.py hparams/sepformer-libri2mix.yaml +> python train.py hparams/sepformer-libri3mix.yaml + + +The experiment file is flexible enough to support different neural +networks. By properly changing the parameter files, you can try +different architectures. The script supports both libri2mix and +libri3mix. + +# 4-mix 主要根据 num_spks 修改 train.py 和 config +Authors + * Cem Subakan 2020 + * Mirco Ravanelli 2020 + * Samuele Cornell 2020 + * Mirko Bronzi 2020 + * Jianyuan Zhong 2020 +""" + +import csv +import os +import sys + +import numpy as np +import torch +import torch.nn.functional as F +import torchaudio +from hyperpyyaml import load_hyperpyyaml +from tqdm import tqdm + +import speechbrain as sb +import speechbrain.nnet.schedulers as schedulers +from speechbrain.utils.distributed import run_on_main +from speechbrain.utils.logger import get_logger + +logger = get_logger(__name__) + + +# Define training procedure +class Separation(sb.Brain): + def compute_forward(self, mix, targets, stage, noise=None): + """Forward computations from the mixture to the separated signals.""" + + # Unpack lists and put tensors in the right device + mix, mix_lens = mix + mix, mix_lens = mix.to(self.device), mix_lens.to(self.device) + + # Convert targets to tensor + targets = torch.cat( + [targets[i][0].unsqueeze(-1) for i in range(self.hparams.num_spks)], + dim=-1, + ).to(self.device) + + # Add speech distortions + if stage == sb.Stage.TRAIN: + with torch.no_grad(): + if self.hparams.use_speedperturb or self.hparams.use_rand_shift: + mix, targets = self.add_speed_perturb(targets, mix_lens) + + mix = targets.sum(-1) + + if self.hparams.use_wham_noise: + noise = noise.to(self.device) + len_noise = noise.shape[1] + len_mix = mix.shape[1] + min_len = min(len_noise, len_mix) + + # add the noise + mix = mix[:, :min_len] + noise[:, :min_len] + + # fix the length of targets also + targets = targets[:, :min_len, :] + + if self.hparams.use_wavedrop: + mix = self.hparams.drop_chunk(mix, mix_lens) + mix = self.hparams.drop_freq(mix) + + if self.hparams.limit_training_signal_len: + mix, targets = self.cut_signals(mix, targets) + + # Separation + mix_w = self.hparams.Encoder(mix) + est_mask = self.hparams.MaskNet(mix_w) + mix_w = torch.stack([mix_w] * self.hparams.num_spks) + sep_h = mix_w * est_mask + + # Decoding + est_source = torch.cat( + [ + self.hparams.Decoder(sep_h[i]).unsqueeze(-1) + for i in range(self.hparams.num_spks) + ], + dim=-1, + ) + + # T changed after conv1d in encoder, fix it here + T_origin = mix.size(1) + T_est = est_source.size(1) + if T_origin > T_est: + est_source = F.pad(est_source, (0, 0, 0, T_origin - T_est)) + else: + est_source = est_source[:, :T_origin, :] + + return est_source, targets + + def compute_objectives(self, predictions, targets): + """Computes the si-snr loss""" + return self.hparams.loss(targets, predictions) + + def fit_batch(self, batch): + """Trains one batch""" + + # Unpacking batch list + mixture = batch.mix_sig + targets = [batch.s1_sig, batch.s2_sig] + if self.hparams.use_wham_noise: + noise = batch.noise_sig[0] + else: + noise = None + + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with self.training_ctx: + predictions, targets = self.compute_forward( + mixture, targets, sb.Stage.TRAIN, noise + ) + loss = self.compute_objectives(predictions, targets) + + # hard threshold the easy dataitems + if self.hparams.threshold_byloss: + th = self.hparams.threshold + loss = loss[loss > th] + if loss.nelement() > 0: + loss = loss.mean() + else: + loss = loss.mean() + + if loss.nelement() > 0 and loss < self.hparams.loss_upper_lim: + self.scaler.scale(loss).backward() + if self.hparams.clip_grad_norm >= 0: + self.scaler.unscale_(self.optimizer) + torch.nn.utils.clip_grad_norm_( + self.modules.parameters(), + self.hparams.clip_grad_norm, + ) + self.scaler.step(self.optimizer) + self.scaler.update() + else: + self.nonfinite_count += 1 + logger.info( + "infinite loss or empty loss! it happened {} times so far - skipping this batch".format( + self.nonfinite_count + ) + ) + loss.data = torch.tensor(0.0).to(self.device) + self.optimizer.zero_grad() + + return loss.detach().cpu() + + def evaluate_batch(self, batch, stage): + """Computations needed for validation/test batches""" + snt_id = batch.id + mixture = batch.mix_sig + targets = [batch.s1_sig, batch.s2_sig] + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with torch.no_grad(): + predictions, targets = self.compute_forward(mixture, targets, stage) + loss = self.compute_objectives(predictions, targets) + + # Manage audio file saving + if stage == sb.Stage.TEST and self.hparams.save_audio: + if hasattr(self.hparams, "n_audio_to_save"): + if self.hparams.n_audio_to_save > 0: + self.save_audio(snt_id[0], mixture, targets, predictions) + self.hparams.n_audio_to_save += -1 + else: + self.save_audio(snt_id[0], mixture, targets, predictions) + + return loss.mean().detach() + + def on_stage_end(self, stage, stage_loss, epoch): + """Gets called at the end of a epoch.""" + # Compute/store important stats + stage_stats = {"si-snr": stage_loss} + if stage == sb.Stage.TRAIN: + self.train_stats = stage_stats + + # Perform end-of-iteration things, like annealing, logging, etc. + if stage == sb.Stage.VALID: + # Learning rate annealing + if isinstance( + self.hparams.lr_scheduler, schedulers.ReduceLROnPlateau + ): + current_lr, next_lr = self.hparams.lr_scheduler( + [self.optimizer], epoch, stage_loss + ) + schedulers.update_learning_rate(self.optimizer, next_lr) + else: + # if we do not use the reducelronplateau, we do not change the lr + current_lr = self.hparams.optimizer.optim.param_groups[0]["lr"] + + self.hparams.train_logger.log_stats( + stats_meta={"epoch": epoch, "lr": current_lr}, + train_stats=self.train_stats, + valid_stats=stage_stats, + ) + self.checkpointer.save_and_keep_only( + meta={"si-snr": stage_stats["si-snr"]}, + min_keys=["si-snr"], + ) + elif stage == sb.Stage.TEST: + self.hparams.train_logger.log_stats( + stats_meta={"Epoch loaded": self.hparams.epoch_counter.current}, + test_stats=stage_stats, + ) + + def add_speed_perturb(self, targets, targ_lens): + """Adds speed perturbation and random_shift to the input signals""" + + min_len = -1 + recombine = False + + if self.hparams.use_speedperturb: + # Performing speed change (independently on each source) + new_targets = [] + recombine = True + + for i in range(targets.shape[-1]): + new_target = self.hparams.speed_perturb(targets[:, :, i]) + new_targets.append(new_target) + if i == 0: + min_len = new_target.shape[-1] + else: + if new_target.shape[-1] < min_len: + min_len = new_target.shape[-1] + + if self.hparams.use_rand_shift: + # Performing random_shift (independently on each source) + recombine = True + for i in range(targets.shape[-1]): + rand_shift = torch.randint( + self.hparams.min_shift, self.hparams.max_shift, (1,) + ) + new_targets[i] = new_targets[i].to(self.device) + new_targets[i] = torch.roll( + new_targets[i], shifts=(rand_shift[0],), dims=1 + ) + + # Re-combination + if recombine: + if self.hparams.use_speedperturb: + targets = torch.zeros( + targets.shape[0], + min_len, + targets.shape[-1], + device=targets.device, + dtype=torch.float, + ) + for i, new_target in enumerate(new_targets): + targets[:, :, i] = new_targets[i][:, 0:min_len] + + mix = targets.sum(-1) + return mix, targets + + def cut_signals(self, mixture, targets): + """This function selects a random segment of a given length within the mixture. + The corresponding targets are selected accordingly""" + randstart = torch.randint( + 0, + 1 + max(0, mixture.shape[1] - self.hparams.training_signal_len), + (1,), + ).item() + targets = targets[ + :, randstart : randstart + self.hparams.training_signal_len, : + ] + mixture = mixture[ + :, randstart : randstart + self.hparams.training_signal_len + ] + return mixture, targets + + def reset_layer_recursively(self, layer): + """Reinitializes the parameters of the neural networks""" + if hasattr(layer, "reset_parameters"): + layer.reset_parameters() + for child_layer in layer.modules(): + if layer != child_layer: + self.reset_layer_recursively(child_layer) + + def save_results(self, test_data): + """This script computes the SDR and SI-SNR metrics and saves + them into a csv file""" + + # This package is required for SDR computation + from mir_eval.separation import bss_eval_sources + + # Create folders where to store audio + save_file = os.path.join(self.hparams.output_folder, "test_results.csv") + + # Variable init + all_sdrs = [] + all_sdrs_i = [] + all_sisnrs = [] + all_sisnrs_i = [] + csv_columns = ["snt_id", "sdr", "sdr_i", "si-snr", "si-snr_i"] + + test_loader = sb.dataio.dataloader.make_dataloader( + test_data, **self.hparams.dataloader_opts + ) + + with open(save_file, "w", newline="", encoding="utf-8") as results_csv: + writer = csv.DictWriter(results_csv, fieldnames=csv_columns) + writer.writeheader() + + # Loop over all test sentence + with tqdm(test_loader, dynamic_ncols=True) as t: + for i, batch in enumerate(t): + # Apply Separation + mixture, mix_len = batch.mix_sig + snt_id = batch.id + targets = [batch.s1_sig, batch.s2_sig] + if self.hparams.num_spks == 3: + targets.append(batch.s3_sig) + + if self.hparams.num_spks == 4: + targets.append(batch.s3_sig) + targets.append(batch.s4_sig) + + with torch.no_grad(): + predictions, targets = self.compute_forward( + batch.mix_sig, targets, sb.Stage.TEST + ) + + # Compute SI-SNR + sisnr = self.compute_objectives(predictions, targets) + + # Compute SI-SNR improvement + mixture_signal = torch.stack( + [mixture] * self.hparams.num_spks, dim=-1 + ) + mixture_signal = mixture_signal.to(targets.device) + sisnr_baseline = self.compute_objectives( + mixture_signal, targets + ) + sisnr_i = sisnr - sisnr_baseline + + # Compute SDR + sdr, _, _, _ = bss_eval_sources( + targets[0].t().cpu().numpy(), + predictions[0].t().detach().cpu().numpy(), + ) + + sdr_baseline, _, _, _ = bss_eval_sources( + targets[0].t().cpu().numpy(), + mixture_signal[0].t().detach().cpu().numpy(), + ) + + sdr_i = sdr.mean() - sdr_baseline.mean() + + # Saving on a csv file + row = { + "snt_id": snt_id[0], + "sdr": sdr.mean(), + "sdr_i": sdr_i, + "si-snr": -sisnr.item(), + "si-snr_i": -sisnr_i.item(), + } + writer.writerow(row) + + # Metric Accumulation + all_sdrs.append(sdr.mean()) + all_sdrs_i.append(sdr_i.mean()) + all_sisnrs.append(-sisnr.item()) + all_sisnrs_i.append(-sisnr_i.item()) + + row = { + "snt_id": "avg", + "sdr": np.array(all_sdrs).mean(), + "sdr_i": np.array(all_sdrs_i).mean(), + "si-snr": np.array(all_sisnrs).mean(), + "si-snr_i": np.array(all_sisnrs_i).mean(), + } + writer.writerow(row) + + logger.info("Mean SISNR is {}".format(np.array(all_sisnrs).mean())) + logger.info("Mean SISNRi is {}".format(np.array(all_sisnrs_i).mean())) + logger.info("Mean SDR is {}".format(np.array(all_sdrs).mean())) + logger.info("Mean SDRi is {}".format(np.array(all_sdrs_i).mean())) + + def save_audio(self, snt_id, mixture, targets, predictions): + "saves the test audio (mixture, targets, and estimated sources) on disk" + + # Create output folder + save_path = os.path.join(self.hparams.save_folder, "audio_results") + if not os.path.exists(save_path): + os.mkdir(save_path) + + for ns in range(self.hparams.num_spks): + # Estimated source + signal = predictions[0, :, ns] + signal = signal / signal.abs().max() + save_file = os.path.join( + save_path, "item{}_source{}hat.wav".format(snt_id, ns + 1) + ) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + # Original source + signal = targets[0, :, ns] + signal = signal / signal.abs().max() + save_file = os.path.join( + save_path, "item{}_source{}.wav".format(snt_id, ns + 1) + ) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + # Mixture + signal = mixture[0][0, :] + signal = signal / signal.abs().max() + save_file = os.path.join(save_path, "item{}_mix.wav".format(snt_id)) + torchaudio.save( + save_file, signal.unsqueeze(0).cpu(), self.hparams.sample_rate + ) + + +def dataio_prep(hparams): + """Creates data processing pipeline""" + + # 1. Define datasets + train_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["train_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + valid_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["valid_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + test_data = sb.dataio.dataset.DynamicItemDataset.from_csv( + csv_path=hparams["test_data"], + replacements={"data_root": hparams["data_folder"]}, + ) + + datasets = [train_data, valid_data, test_data] + + # 2. Provide audio pipelines + + @sb.utils.data_pipeline.takes("mix_wav") + @sb.utils.data_pipeline.provides("mix_sig") + def audio_pipeline_mix(mix_wav): + mix_sig = sb.dataio.dataio.read_audio(mix_wav) + return mix_sig + + @sb.utils.data_pipeline.takes("s1_wav") + @sb.utils.data_pipeline.provides("s1_sig") + def audio_pipeline_s1(s1_wav): + s1_sig = sb.dataio.dataio.read_audio(s1_wav) + return s1_sig + + @sb.utils.data_pipeline.takes("s2_wav") + @sb.utils.data_pipeline.provides("s2_sig") + def audio_pipeline_s2(s2_wav): + s2_sig = sb.dataio.dataio.read_audio(s2_wav) + return s2_sig + + # --- 如果说话人 >= 3，定义第 3 路 --- + if hparams["num_spks"] >= 3: + @sb.utils.data_pipeline.takes("s3_wav") + @sb.utils.data_pipeline.provides("s3_sig") + def audio_pipeline_s3(s3_wav): + return sb.dataio.dataio.read_audio(s3_wav) + + # --- 如果说话人 == 4，定义第 4 路 --- + if hparams["num_spks"] == 4: + @sb.utils.data_pipeline.takes("s4_wav") + @sb.utils.data_pipeline.provides("s4_sig") + def audio_pipeline_s4(s4_wav): + return sb.dataio.dataio.read_audio(s4_wav) + + if hparams["use_wham_noise"]: + + @sb.utils.data_pipeline.takes("noise_wav") + @sb.utils.data_pipeline.provides("noise_sig") + def audio_pipeline_noise(noise_wav): + noise_sig = sb.dataio.dataio.read_audio(noise_wav) + return noise_sig + + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_mix) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s1) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s2) + if hparams["num_spks"] == 3: + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s3) + if hparams["num_spks"] == 4: + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s3) + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_s4) + + + if hparams["use_wham_noise"]: + print("Using the WHAM! noise in the data pipeline") + sb.dataio.dataset.add_dynamic_item(datasets, audio_pipeline_noise) + + if (hparams["num_spks"] == 2) and hparams["use_wham_noise"]: + sb.dataio.dataset.set_output_keys( + datasets, ["id", "mix_sig", "s1_sig", "s2_sig", "noise_sig"] + ) + elif (hparams["num_spks"] == 3) and hparams["use_wham_noise"]: + sb.dataio.dataset.set_output_keys( + datasets, + ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig", "noise_sig"], + ) + elif (hparams["num_spks"] == 4) and hparams["use_wham_noise"]: + sb.dataio.dataset.set_output_keys( + datasets, + ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig", "s4_sig", "noise_sig"], + ) + elif (hparams["num_spks"] == 4) and not hparams["use_wham_noise"]: + + sb.dataio.dataset.set_output_keys( + datasets, + ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig", "s4_sig"], + ) + elif (hparams["num_spks"] == 2) and not hparams["use_wham_noise"]: + sb.dataio.dataset.set_output_keys( + datasets, ["id", "mix_sig", "s1_sig", "s2_sig"] + ) + else: + sb.dataio.dataset.set_output_keys( + datasets, ["id", "mix_sig", "s1_sig", "s2_sig", "s3_sig"] + ) + + return train_data, valid_data, test_data + + +if __name__ == "__main__": + # Load hyperparameters file with command-line overrides + hparams_file, run_opts, overrides = sb.parse_arguments(sys.argv[1:]) + with open(hparams_file, encoding="utf-8") as fin: + hparams = load_hyperpyyaml(fin, overrides) + + # Initialize ddp (useful only for multi-GPU DDP training) + sb.utils.distributed.ddp_init_group(run_opts) + + # Create experiment directory + sb.create_experiment_directory( + experiment_directory=hparams["output_folder"], + hyperparams_to_save=hparams_file, + overrides=overrides, + ) + + # Check if wsj0_tr is set with dynamic mixing + if hparams["dynamic_mixing"] and not os.path.exists( + hparams["base_folder_dm"] + ): + raise ValueError( + "Please, specify a valid base_folder_dm folder when using dynamic mixing" + ) + + # Update precision to bf16 if the device is CPU and precision is fp16 + if run_opts.get("device") == "cpu" and hparams.get("precision") == "fp16": + hparams["precision"] = "bf16" + + + # Create dataset objects + if hparams["dynamic_mixing"]: + from dynamic_mixing import ( + dynamic_mix_data_prep_librimix as dynamic_mix_data_prep, + ) + + # if the base_folder for dm is not processed, preprocess them + if "processed" not in hparams["base_folder_dm"]: + # if the processed folder already exists we just use it otherwise we do the preprocessing + if not os.path.exists( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ): + from recipes.LibriMix.meta.preprocess_dynamic_mixing import ( + resample_folder, + ) + + print("Resampling the base folder") + run_on_main( + resample_folder, + kwargs={ + "input_folder": hparams["base_folder_dm"], + "output_folder": os.path.normpath( + hparams["base_folder_dm"] + ) + + "_processed", + "fs": hparams["sample_rate"], + "regex": "**/*.flac", + }, + ) + # adjust the base_folder_dm path + hparams["base_folder_dm"] = ( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ) + else: + print( + "Using the existing processed folder on the same directory as base_folder_dm" + ) + hparams["base_folder_dm"] = ( + os.path.normpath(hparams["base_folder_dm"]) + "_processed" + ) + + dm_hparams = { + "train_data": hparams["train_data"], + "data_folder": hparams["data_folder"], + "base_folder_dm": hparams["base_folder_dm"], + "sample_rate": hparams["sample_rate"], + "num_spks": hparams["num_spks"], + "training_signal_len": hparams["training_signal_len"], + "dataloader_opts": hparams["dataloader_opts"], + } + + train_data = dynamic_mix_data_prep(dm_hparams) + _, valid_data, test_data = dataio_prep(hparams) + else: + train_data, valid_data, test_data = dataio_prep(hparams) + + # Load pretrained model if pretrained_separator is present in the yaml + if "pretrained_separator" in hparams: + run_on_main(hparams["pretrained_separator"].collect_files) + hparams["pretrained_separator"].load_collected() + + # Brain class initialization + separator = Separation( + modules=hparams["modules"], + opt_class=hparams["optimizer"], + hparams=hparams, + run_opts=run_opts, + checkpointer=hparams["checkpointer"], + ) + + # re-initialize the parameters if we don't use a pretrained model + if "pretrained_separator" not in hparams: + for module in separator.modules.values(): + separator.reset_layer_recursively(module) + + # Training + separator.fit( + separator.hparams.epoch_counter, + train_data, + valid_data, + train_loader_kwargs=hparams["dataloader_opts"], + valid_loader_kwargs=hparams["dataloader_opts"], + ) + + # Eval + separator.evaluate(test_data, min_key="si-snr") + separator.save_results(test_data) diff --git a/Sepformer/results/sepformer_4mix/1234/train_log.txt b/Sepformer/results/sepformer_4mix/1234/train_log.txt new file mode 100644 index 0000000000000000000000000000000000000000..22df63ed365c4d2f63f85efb8146fce54775a3c1 --- /dev/null +++ b/Sepformer/results/sepformer_4mix/1234/train_log.txt @@ -0,0 +1 @@ +Epoch loaded: 48 - test si-snr: 20.60