Commit 73af453b authored by Paul Primus's avatar Paul Primus
Browse files

add run_script RK8

parent 09fa3ce1
......@@ -53,7 +53,7 @@ class MCMDataSet(BaseDataSet):
n_fft=1024,
hop_size=512,
power=1.0,
fmin=40,
fmin=0,
normalize_raw=False,
normalize=None
):
......
......@@ -58,6 +58,8 @@ class BaselineExperiment(BaseExperiment, pl.LightningModule):
def validation_step(self, batch, batch_num):
self(batch)
if batch_num == 0:
self.logger_.log_image_reconstruction(batch, self.epoch)
return {
'targets': batch['targets'],
'scores': batch['scores'],
......@@ -78,7 +80,6 @@ class BaselineExperiment(BaseExperiment, pl.LightningModule):
self.logger_.close()
return self.result
def configuration():
seed = 1220
deterministic = False
......@@ -89,34 +90,52 @@ def configuration():
# quick configuration, uses default parameters of more detailed configuration
#####################
architecture = 'dcase2020_task2.models.MADE'
machine_type = 0
machine_id = 2
machine_id = 0
batch_size = 512
num_mel = 128
n_fft = 1024
hop_size = 512
power = 2.0
fmin = 0
context = 5
model_class = 'dcase2020_task2.models.MADE'
hidden_size = 1024
num_hidden = 4
latent_size = 8 # only used for AEs
debug = False
if debug:
epochs = 1
num_workers = 0
else:
epochs = 50
epochs = 100
num_workers = 4
reconstruction_class = 'dcase2020_task2.losses.NLLReconstruction'
batch_size = 512
learning_rate = 1e-3
weight_decay = 1e-5
weight_decay = 0
normalize_raw = True
context = 5
descriptor = "BaselineExperiment_{}_{}_{}_{}_{}_{}_{}".format(
architecture,
descriptor = "BaselineExperiment_Model:[{}_{}_{}_{}]_Training:[{}_{}_{}]_Features:[{}_{}_{}_{}_{}_{}_{}]_{}".format(
model_class,
hidden_size,
num_hidden,
latent_size,
batch_size,
learning_rate,
weight_decay,
normalize_raw,
num_mel,
context,
n_fft,
hop_size,
power,
fmin,
seed
)
......@@ -124,12 +143,6 @@ def configuration():
# detailed configuration
########################
num_mel = 128
n_fft = 1024
hop_size = 512
power = 2.0
fmin = 0
data_set = {
'class': 'dcase2020_task2.data_sets.MCMDataSet',
'args': [
......@@ -148,7 +161,7 @@ def configuration():
}
reconstruction = {
'class': 'dcase2020_task2.losses.NLLReconstruction',
'class': reconstruction_class,
'args': [
'@data_set.observation_shape',
],
......@@ -158,14 +171,20 @@ def configuration():
}
model = {
'class': architecture,
'class': model_class,
'args': [
'@data_set.observation_shape',
'@reconstruction'
],
'kwargs': {
'hidden_size': 1024,
'num_hidden': 4
'hidden_size': hidden_size,
'num_hidden': num_hidden,
'prior': {
'class': 'dcase2020_task2.priors.NoPrior',
'kwargs': {
'latent_size': latent_size
}
}
}
}
......@@ -176,7 +195,7 @@ def configuration():
],
'kwargs': {
'step_size': 25,
'gamma': 0.1
'gamma': 0.3
}
}
......
......@@ -13,7 +13,7 @@ class AE(torch.nn.Module, VAEBase):
self,
input_shape,
reconstruction_loss,
prior=NoPrior(latent_size=8),
prior=None,
hidden_size=128,
num_hidden=3,
activation='relu',
......@@ -22,7 +22,8 @@ class AE(torch.nn.Module, VAEBase):
super().__init__()
activation_fn = activation_dict[activation]
if prior is None:
prior = NoPrior(latent_size=hidden_size)
self.input_shape = input_shape
self.prior = prior
self.reconstruction = reconstruction_loss
......
......@@ -62,7 +62,6 @@ class Logger:
# log validation results
for machine_type in result:
for machine_id in result[machine_type]:
self.__log_metric__(
f'{machine_type}_{machine_id}_validation_auroc_mean',
result[machine_type][machine_id][0],
......@@ -104,7 +103,6 @@ class Logger:
machine_type = CLASS_MAP[machine_type]
for machine_id in result[INVERSE_CLASS_MAP[machine_type]]:
# save predictions ...
indices = np.where(np.logical_and(machine_types == machine_type, machine_ids == machine_id))[0]
......@@ -133,13 +131,16 @@ class Logger:
num_images = np.minimum(len(batch), num_images)
assert num_images > 0
assert batch.get('observations')
assert batch.get('visualizations')
assert batch.get('observations') is not None
assert batch.get('visualizations') is not None
rnd = np.random.RandomState(seed=1220)
perm = rnd.permutation(len(batch['visualizations']))
grid_img = torchvision.utils.make_grid(
torch.cat(
batch['observations'][:num_images],
batch['visualizations'][:num_images]
[
batch['observations'][perm][:num_images],
batch['visualizations'][perm][:num_images]
]
),
nrow=num_images
)
......@@ -264,14 +265,13 @@ class Logger:
assert all(machine_ids[-1] == machine_ids_[indices])
assert all(targets[-1] == targets_[indices])
return np.array(scores_mean), \
np.array(scores_max), \
np.array(scores_custom), \
np.array(targets), \
np.array(unique_files), \
np.array(machine_types), \
np.array(machine_ids)
np.array(scores_max), \
np.array(scores_custom), \
np.array(targets), \
np.array(unique_files), \
np.array(machine_types), \
np.array(machine_ids)
def __log_metric__(self, name, value, step):
......
name: dcase2020_task2
channels:
- pytorch
- anaconda
- defaults
dependencies:
- _libgcc_mutex=0.1=main
- attrs=19.3.0=py_0
- backcall=0.1.0=py37_0
- blas=1.0=mkl
- bleach=3.1.4=py_0
- ca-certificates=2020.1.1=0
- certifi=2019.11.28=py37_0
- certifi=2020.4.5.1=py37_0
- cudatoolkit=10.1.243=h6bb024c_0
- cycler=0.10.0=py37_0
- dbus=1.13.12=h746ee38_0
- decorator=4.4.2=py_0
- defusedxml=0.6.0=py_0
- entrypoints=0.3=py37_0
- expat=2.2.6=he6710b0_0
- fontconfig=2.13.0=h9420a91_0
- freetype=2.9.1=h8a8886c_1
- glib=2.63.1=h5a9c865_0
- gmp=6.1.2=h6c8ec71_1
- gst-plugins-base=1.14.0=hbbd80ab_1
- gstreamer=1.14.0=hb453b48_1
- icu=58.2=h9c2bf20_1
- importlib_metadata=1.5.0=py37_0
- intel-openmp=2020.0=166
- ipykernel=5.1.4=py37h39e3cac_0
- ipython=7.13.0=py37h5ca1d4c_0
- ipython_genutils=0.2.0=py37_0
- ipywidgets=7.5.1=py_0
- jedi=0.17.0=py37_0
- jinja2=2.11.2=py_0
- jpeg=9b=h024ee3a_2
- jsonschema=3.2.0=py37_0
- jupyter=1.0.0=py37_7
- jupyter_client=6.1.3=py_0
- jupyter_console=6.1.0=py_0
- jupyter_core=4.6.3=py37_0
- kiwisolver=1.1.0=py37he6710b0_0
- ld_impl_linux-64=2.33.1=h53a641e_7
- libedit=3.1.20181209=hc058e9b_0
......@@ -26,46 +46,77 @@ dependencies:
- libgcc-ng=9.1.0=hdf63c60_0
- libgfortran-ng=7.3.0=hdf63c60_0
- libpng=1.6.37=hbc83047_0
- libsodium=1.0.16=h1bed415_0
- libstdcxx-ng=9.1.0=hdf63c60_0
- libtiff=4.1.0=h2733197_0
- libuuid=1.0.3=h1bed415_2
- libxcb=1.13=h1bed415_1
- libxml2=2.9.9=hea5a465_1
- markupsafe=1.1.1=py37h7b6447c_0
- matplotlib=3.1.3=py37_0
- matplotlib-base=3.1.3=py37hef1b27d_0
- mistune=0.8.4=py37h7b6447c_0
- mkl=2020.0=166
- mkl-service=2.3.0=py37he904b0f_0
- mkl_fft=1.0.15=py37ha843d7b_0
- mkl_random=1.1.0=py37hd6b4f25_0
- nbconvert=5.6.1=py37_0
- nbformat=5.0.4=py_0
- ncurses=6.2=he6710b0_0
- ninja=1.9.0=py37hfd86e86_0
- notebook=6.0.3=py37_0
- numpy=1.18.1=py37h4f9e942_0
- numpy-base=1.18.1=py37hde5b4d6_1
- olefile=0.46=py37_0
- openssl=1.1.1e=h7b6447c_0
- openssl=1.1.1g=h7b6447c_0
- pandas=1.0.3=py37h0573a6f_0
- pandoc=2.2.3.2=0
- pandocfilters=1.4.2=py37_1
- parso=0.7.0=py_0
- pcre=8.43=he6710b0_0
- pexpect=4.8.0=py37_0
- pickleshare=0.7.5=py37_0
- pillow=7.0.0=py37hb39fc2d_0
- pip=20.0.2=py37_1
- prometheus_client=0.7.1=py_0
- prompt-toolkit=3.0.4=py_0
- prompt_toolkit=3.0.4=0
- ptyprocess=0.6.0=py37_0
- pygments=2.6.1=py_0
- pymongo=3.9.0=py37he6710b0_0
- pyparsing=2.4.6=py_0
- pyqt=5.9.2=py37h05f1152_2
- pyrsistent=0.16.0=py37h7b6447c_0
- python=3.7.6=h0371630_2
- python-dateutil=2.8.1=py_0
- pytorch=1.4.0=py3.7_cuda10.1.243_cudnn7.6.3_0
- pytz=2019.3=py_0
- pyzmq=18.1.1=py37he6710b0_0
- qt=5.9.7=h5867ecd_1
- qtconsole=4.7.3=py_0
- qtpy=1.9.0=py_0
- readline=7.0=h7b6447c_5
- send2trash=1.5.0=py37_0
- setuptools=46.0.0=py37_0
- sip=4.19.8=py37hf484d3e_0
- six=1.14.0=py37_0
- sqlite=3.31.1=h7b6447c_0
- terminado=0.8.3=py37_0
- testpath=0.4.4=py_0
- tk=8.6.8=hbc83047_0
- torchaudio=0.4.0=py37
- torchvision=0.5.0=py37_cu101
- tornado=6.0.4=py37h7b6447c_1
- tqdm=4.43.0=py_0
- traitlets=4.3.3=py37_0
- typing=3.6.4=py37_0
- wcwidth=0.1.9=py_0
- webencodings=0.5.1=py37_1
- wheel=0.34.2=py37_0
- widgetsnbextension=3.5.1=py37_0
- xz=5.2.4=h14c3975_4
- zeromq=4.3.1=he6710b0_3
- zipp=3.1.0=py_0
- zlib=1.2.11=h7b6447c_3
- zstd=1.3.7=h0b5b093_0
- pip:
......@@ -75,7 +126,6 @@ dependencies:
- cffi==1.14.0
- chardet==3.0.4
- colorama==0.4.3
- decorator==4.4.2
- docopt==0.6.2
- future==0.18.2
- gitdb==4.0.2
......@@ -112,5 +162,5 @@ dependencies:
- urllib3==1.25.8
- werkzeug==1.0.0
- wrapt==1.12.1
prefix: /home/paul/miniconda3/envs/dcase2020_task2
prefix: /home/paulp/miniconda2/envs/dcase2020_task2
conda activate dcase2020_task2
./scripts/run_all.sh baseline_experiment 0 "debug=False num_hidden=2 hidden_size=128 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 1 "debug=False num_hidden=3 hidden_size=128 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 2 "debug=False num_hidden=2 hidden_size=128 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 3 "debug=False num_hidden=3 hidden_size=128 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 0 "debug=False num_hidden=2 hidden_size=256 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 1 "debug=False num_hidden=3 hidden_size=256 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 2 "debug=False num_hidden=2 hidden_size=256 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 3 "debug=False num_hidden=3 hidden_size=256 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 0 "debug=False num_hidden=2 hidden_size=512 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 1 "debug=False num_hidden=3 hidden_size=512 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 2 "debug=False num_hidden=2 hidden_size=512 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 3 "debug=False num_hidden=3 hidden_size=512 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 0 "debug=False num_hidden=2 hidden_size=1024 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 1 "debug=False num_hidden=3 hidden_size=1024 latent_size=8 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 2 "debug=False num_hidden=2 hidden_size=1024 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 3 "debug=False num_hidden=3 hidden_size=1024 latent_size=16 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 4 "debug=False num_hidden=2 hidden_size=128 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 5 "debug=False num_hidden=3 hidden_size=128 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 6 "debug=False num_hidden=2 hidden_size=128 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 7 "debug=False num_hidden=3 hidden_size=128 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 4 "debug=False num_hidden=2 hidden_size=256 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 5 "debug=False num_hidden=3 hidden_size=256 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 6 "debug=False num_hidden=2 hidden_size=256 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 7 "debug=False num_hidden=3 hidden_size=256 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 4 "debug=False num_hidden=2 hidden_size=512 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 5 "debug=False num_hidden=3 hidden_size=512 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 6 "debug=False num_hidden=2 hidden_size=512 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 7 "debug=False num_hidden=3 hidden_size=512 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 4 "debug=False num_hidden=2 hidden_size=1024 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 5 "debug=False num_hidden=3 hidden_size=1024 latent_size=32 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 6 "debug=False num_hidden=2 hidden_size=1024 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
./scripts/run_all.sh baseline_experiment 7 "debug=False num_hidden=3 hidden_size=1024 latent_size=64 weight_decay=0 model_class=dcase2020_task2.models.AE reconstruction_class=dcase2020_task2.losses.MSEReconstruction -m student2.cp.jku.at:27017:dcase2020_task2_baseline_gridsearch"
conda activate dcase2020_task2
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=0 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=2 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=4 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=6 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=0 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=2 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=4 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=0 machine_id=6 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=0 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=2 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=4 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=6 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=0 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=2 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=4 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=1 machine_id=6 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=0 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=2 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=4 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=6 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=0 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=2 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=4 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=2 machine_id=6 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=1 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=2 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=3 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=4 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=1 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=2 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=3 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=3 machine_id=4 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=4 machine_id=1 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=4 machine_id=2 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=4 machine_id=3 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=4 machine_id=1 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=4 machine_id=2 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=4 machine_id=3 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=0 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=2 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=4 -m student2.cp.jku.at:27017:dcase2020_2_madog
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=6 -m student2.cp.jku.at:27017:dcase2020_2_madog
\ No newline at end of file
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=0 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=2 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=4 $3 > /dev/null 2>&1
OMP_NUM_THREADS=1 CUDA_VISIBLE_DEVICES=$2 python -m dcase2020_task2.experiments.$1 with num_workers=4 machine_type=5 machine_id=6 $3 > /dev/null 2>&1
\ No newline at end of file
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