From b53f9d5f9ef31010f909f58df9c76f8a421d6ce7 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 17:40:49 +0530
Subject: [PATCH 01/18] pre-commit

---
 .pre-commit-config.yaml | 39 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 39 insertions(+)
 create mode 100644 .pre-commit-config.yaml

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..5721482
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,39 @@
+
+repos:
+    # # Clean Notebooks
+    # - repo: https://github.com/kynan/nbstripout
+    #   rev: master
+    #   hooks:
+    #     - id: nbstripout
+    # Format Code
+    - repo: https://github.com/ambv/black
+      rev: 22.3.0
+      hooks:
+        - id: black
+
+    # Sort imports
+    - repo: https://github.com/PyCQA/isort
+      rev: 5.10.1
+      hooks:
+      - id: isort
+        args: ["--profile", "black"]
+
+    # Formatting, Whitespace, etc
+    - repo: git://github.com/pre-commit/pre-commit-hooks
+      rev: v2.2.3
+      hooks:
+      - id: trailing-whitespace
+      - id: check-added-large-files
+        args: ['--maxkb=1000']
+      - id: check-ast
+      - id: check-json
+      - id: check-merge-conflict
+      - id: check-xml
+      - id: check-yaml
+      - id: debug-statements
+      - id: end-of-file-fixer
+      - id: requirements-txt-fixer
+      - id: mixed-line-ending
+        args: ['--fix=no']
+      - id: flake8
+        args: ['--ignore=E203,E501,F811,E712,W503']

From 9adb915447d7467fb79cef9273268a5cd7bd3a05 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 17:47:40 +0530
Subject: [PATCH 02/18] pre-commit conf

---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5721482..8eac0a2 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,7 +7,7 @@ repos:
     #     - id: nbstripout
     # Format Code
     - repo: https://github.com/ambv/black
-      rev: 22.3.0
+      rev: 22.8.0
       hooks:
         - id: black
 
@@ -20,7 +20,7 @@ repos:
 
     # Formatting, Whitespace, etc
     - repo: git://github.com/pre-commit/pre-commit-hooks
-      rev: v2.2.3
+      rev: v2.20.0
       hooks:
       - id: trailing-whitespace
       - id: check-added-large-files

From d20b7a166fdfcaee6ab0fcbd6c58c5d66401f8a4 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:35:17 +0530
Subject: [PATCH 03/18] tests

---
 tests/loss_function_test.py   | 3 ++-
 tests/models/demucs_test.py   | 6 +++---
 tests/models/test_waveunet.py | 6 +++---
 tests/utils_test.py           | 7 ++++---
 4 files changed, 12 insertions(+), 10 deletions(-)

diff --git a/tests/loss_function_test.py b/tests/loss_function_test.py
index a4fdc62..cd60177 100644
--- a/tests/loss_function_test.py
+++ b/tests/loss_function_test.py
@@ -1,6 +1,7 @@
 from asyncio import base_tasks
-import torch
+
 import pytest
+import torch
 
 from enhancer.loss import mean_absolute_error, mean_squared_error
 
diff --git a/tests/models/demucs_test.py b/tests/models/demucs_test.py
index 6660888..1ea50c5 100644
--- a/tests/models/demucs_test.py
+++ b/tests/models/demucs_test.py
@@ -1,10 +1,10 @@
 import pytest
 import torch
-from enhancer import data
 
-from enhancer.utils.config import Files
-from enhancer.models import Demucs
+from enhancer import data
 from enhancer.data.dataset import EnhancerDataset
+from enhancer.models import Demucs
+from enhancer.utils.config import Files
 
 
 @pytest.fixture
diff --git a/tests/models/test_waveunet.py b/tests/models/test_waveunet.py
index c83966b..798ed5d 100644
--- a/tests/models/test_waveunet.py
+++ b/tests/models/test_waveunet.py
@@ -1,10 +1,10 @@
 import pytest
 import torch
-from enhancer import data
 
-from enhancer.utils.config import Files
-from enhancer.models import WaveUnet
+from enhancer import data
 from enhancer.data.dataset import EnhancerDataset
+from enhancer.models import WaveUnet
+from enhancer.utils.config import Files
 
 
 @pytest.fixture
diff --git a/tests/utils_test.py b/tests/utils_test.py
index 93a9094..1cc171a 100644
--- a/tests/utils_test.py
+++ b/tests/utils_test.py
@@ -1,11 +1,12 @@
 from logging import root
+
+import numpy as np
 import pytest
 import torch
-import numpy as np
 
-from enhancer.utils.io import Audio
-from enhancer.utils.config import Files
 from enhancer.data.fileprocessor import Fileprocessor
+from enhancer.utils.config import Files
+from enhancer.utils.io import Audio
 
 
 def test_io_channel():

From e5d9eb7e95737565066ddc3ee3ff7c73c6e36d88 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:35:33 +0530
Subject: [PATCH 04/18] models

---
 enhancer/models/__init__.py |  2 +-
 enhancer/models/demucs.py   |  9 +++++----
 enhancer/models/model.py    | 22 +++++++++++-----------
 enhancer/models/waveunet.py |  5 +++--
 4 files changed, 20 insertions(+), 18 deletions(-)

diff --git a/enhancer/models/__init__.py b/enhancer/models/__init__.py
index 368a9d7..2d97568 100644
--- a/enhancer/models/__init__.py
+++ b/enhancer/models/__init__.py
@@ -1,3 +1,3 @@
 from enhancer.models.demucs import Demucs
-from enhancer.models.waveunet import WaveUnet
 from enhancer.models.model import Model
+from enhancer.models.waveunet import WaveUnet
diff --git a/enhancer/models/demucs.py b/enhancer/models/demucs.py
index 76a0bf7..65f119d 100644
--- a/enhancer/models/demucs.py
+++ b/enhancer/models/demucs.py
@@ -1,11 +1,12 @@
 import logging
-from typing import Optional, Union, List
-from torch import nn
-import torch.nn.functional as F
 import math
+from typing import List, Optional, Union
+
+import torch.nn.functional as F
+from torch import nn
 
-from enhancer.models.model import Model
 from enhancer.data.dataset import EnhancerDataset
+from enhancer.models.model import Model
 from enhancer.utils.io import Audio as audio
 from enhancer.utils.utils import merge_dict
 
diff --git a/enhancer/models/model.py b/enhancer/models/model.py
index 56f24db..39dbe80 100644
--- a/enhancer/models/model.py
+++ b/enhancer/models/model.py
@@ -1,20 +1,20 @@
-from importlib import import_module
-from huggingface_hub import cached_download, hf_hub_url
-import numpy as np
 import os
-from typing import Optional, Union, List, Text, Dict, Any
-from torch.optim import Adam
-import torch
-import pytorch_lightning as pl
-from pytorch_lightning.utilities.cloud_io import load as pl_load
-from urllib.parse import urlparse
+from importlib import import_module
 from pathlib import Path
+from typing import Any, Dict, List, Optional, Text, Union
+from urllib.parse import urlparse
 
+import numpy as np
+import pytorch_lightning as pl
+import torch
+from huggingface_hub import cached_download, hf_hub_url
+from pytorch_lightning.utilities.cloud_io import load as pl_load
+from torch.optim import Adam
 
 from enhancer import __version__
 from enhancer.data.dataset import EnhancerDataset
-from enhancer.loss import Avergeloss
 from enhancer.inference import Inference
+from enhancer.loss import Avergeloss
 
 CACHE_DIR = ""
 HF_TORCH_WEIGHTS = ""
@@ -293,7 +293,7 @@ class Model(pl.LightningModule):
 
         with torch.no_grad():
             for batch_id in range(0, batch.shape[0], batch_size):
-                batch_data = batch[batch_id: batch_id + batch_size, :, :].to(
+                batch_data = batch[batch_id : batch_id + batch_size, :, :].to(
                     self.device
                 )
                 prediction = self(batch_data)
diff --git a/enhancer/models/waveunet.py b/enhancer/models/waveunet.py
index 4d5cc0a..ebb4b1f 100644
--- a/enhancer/models/waveunet.py
+++ b/enhancer/models/waveunet.py
@@ -1,11 +1,12 @@
 import logging
+from typing import List, Optional, Union
+
 import torch
 import torch.nn as nn
 import torch.nn.functional as F
-from typing import Optional, Union, List
 
-from enhancer.models.model import Model
 from enhancer.data.dataset import EnhancerDataset
+from enhancer.models.model import Model
 
 
 class WavenetDecoder(nn.Module):

From 64d61e25a422d0a81028e9a397cd4559c3154a89 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:35:53 +0530
Subject: [PATCH 05/18] cli

---
 enhancer/cli/train.py                                  | 5 +++--
 enhancer/cli/train_config/config.yaml                  | 2 +-
 enhancer/cli/train_config/dataset/DNS-2020.yaml        | 1 -
 enhancer/cli/train_config/dataset/Vctk.yaml            | 3 ---
 enhancer/cli/train_config/dataset/Vctk_local.yaml      | 2 +-
 enhancer/cli/train_config/hyperparameters/default.yaml | 1 -
 enhancer/cli/train_config/mlflow/experiment.yaml       | 2 +-
 enhancer/cli/train_config/model/Demucs.yaml            | 2 --
 8 files changed, 6 insertions(+), 12 deletions(-)

diff --git a/enhancer/cli/train.py b/enhancer/cli/train.py
index 814fa0f..cb3c7c1 100644
--- a/enhancer/cli/train.py
+++ b/enhancer/cli/train.py
@@ -1,11 +1,12 @@
 import os
 from types import MethodType
+
 import hydra
 from hydra.utils import instantiate
 from omegaconf import DictConfig
-from torch.optim.lr_scheduler import ReduceLROnPlateau
-from pytorch_lightning.callbacks import ModelCheckpoint, EarlyStopping
+from pytorch_lightning.callbacks import EarlyStopping, ModelCheckpoint
 from pytorch_lightning.loggers import MLFlowLogger
+from torch.optim.lr_scheduler import ReduceLROnPlateau
 
 os.environ["HYDRA_FULL_ERROR"] = "1"
 JOB_ID = os.environ.get("SLURM_JOBID", "0")
diff --git a/enhancer/cli/train_config/config.yaml b/enhancer/cli/train_config/config.yaml
index 61551bd..c0b2cf6 100644
--- a/enhancer/cli/train_config/config.yaml
+++ b/enhancer/cli/train_config/config.yaml
@@ -4,4 +4,4 @@ defaults:
   - optimizer : Adam
   - hyperparameters : default
   - trainer : default
-  - mlflow : experiment
\ No newline at end of file
+  - mlflow : experiment
diff --git a/enhancer/cli/train_config/dataset/DNS-2020.yaml b/enhancer/cli/train_config/dataset/DNS-2020.yaml
index f59cb2b..3bd0e67 100644
--- a/enhancer/cli/train_config/dataset/DNS-2020.yaml
+++ b/enhancer/cli/train_config/dataset/DNS-2020.yaml
@@ -10,4 +10,3 @@ files:
   test_clean : clean_test_wav
   train_noisy : clean_test_wav
   test_noisy : clean_test_wav
-
diff --git a/enhancer/cli/train_config/dataset/Vctk.yaml b/enhancer/cli/train_config/dataset/Vctk.yaml
index 129d9a8..5c19320 100644
--- a/enhancer/cli/train_config/dataset/Vctk.yaml
+++ b/enhancer/cli/train_config/dataset/Vctk.yaml
@@ -10,6 +10,3 @@ files:
   test_clean : clean_testset_wav
   train_noisy : noisy_trainset_28spk_wav
   test_noisy : noisy_testset_wav
-
-
-
diff --git a/enhancer/cli/train_config/dataset/Vctk_local.yaml b/enhancer/cli/train_config/dataset/Vctk_local.yaml
index b792b71..ba44597 100644
--- a/enhancer/cli/train_config/dataset/Vctk_local.yaml
+++ b/enhancer/cli/train_config/dataset/Vctk_local.yaml
@@ -10,4 +10,4 @@ files:
   train_clean : clean_testset_wav
   test_clean : clean_testset_wav
   train_noisy : noisy_testset_wav
-  test_noisy : noisy_testset_wav
\ No newline at end of file
+  test_noisy : noisy_testset_wav
diff --git a/enhancer/cli/train_config/hyperparameters/default.yaml b/enhancer/cli/train_config/hyperparameters/default.yaml
index 82ac3c2..7e4cda3 100644
--- a/enhancer/cli/train_config/hyperparameters/default.yaml
+++ b/enhancer/cli/train_config/hyperparameters/default.yaml
@@ -5,4 +5,3 @@ ReduceLr_patience : 5
 ReduceLr_factor : 0.1
 min_lr : 0.000001
 EarlyStopping_factor : 10
-
diff --git a/enhancer/cli/train_config/mlflow/experiment.yaml b/enhancer/cli/train_config/mlflow/experiment.yaml
index 2995c60..e8893f6 100644
--- a/enhancer/cli/train_config/mlflow/experiment.yaml
+++ b/enhancer/cli/train_config/mlflow/experiment.yaml
@@ -1,2 +1,2 @@
 experiment_name : shahules/enhancer
-run_name : baseline
\ No newline at end of file
+run_name : baseline
diff --git a/enhancer/cli/train_config/model/Demucs.yaml b/enhancer/cli/train_config/model/Demucs.yaml
index 1006e71..d91b5ff 100644
--- a/enhancer/cli/train_config/model/Demucs.yaml
+++ b/enhancer/cli/train_config/model/Demucs.yaml
@@ -14,5 +14,3 @@ encoder_decoder:
 lstm:
   bidirectional: False
   num_layers: 2
-
-  

From 761e6492bbcccb1e8ec5586a913abbf9bf68a348 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:36:12 +0530
Subject: [PATCH 06/18] utils

---
 enhancer/utils/__init__.py | 4 ++--
 enhancer/utils/io.py       | 3 ++-
 enhancer/utils/random.py   | 1 +
 enhancer/utils/utils.py    | 1 +
 4 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/enhancer/utils/__init__.py b/enhancer/utils/__init__.py
index c9f5438..de0db9f 100644
--- a/enhancer/utils/__init__.py
+++ b/enhancer/utils/__init__.py
@@ -1,3 +1,3 @@
-from enhancer.utils.utils import check_files
-from enhancer.utils.io import Audio
 from enhancer.utils.config import Files
+from enhancer.utils.io import Audio
+from enhancer.utils.utils import check_files
diff --git a/enhancer/utils/io.py b/enhancer/utils/io.py
index 3703285..9e9ce32 100644
--- a/enhancer/utils/io.py
+++ b/enhancer/utils/io.py
@@ -1,7 +1,8 @@
 import os
-import librosa
 from pathlib import Path
 from typing import Optional, Union
+
+import librosa
 import numpy as np
 import torch
 import torchaudio
diff --git a/enhancer/utils/random.py b/enhancer/utils/random.py
index 51e09c0..dd9395a 100644
--- a/enhancer/utils/random.py
+++ b/enhancer/utils/random.py
@@ -1,5 +1,6 @@
 import os
 import random
+
 import torch
 
 
diff --git a/enhancer/utils/utils.py b/enhancer/utils/utils.py
index ebb41b4..ad45139 100644
--- a/enhancer/utils/utils.py
+++ b/enhancer/utils/utils.py
@@ -1,5 +1,6 @@
 import os
 from typing import Optional
+
 from enhancer.utils.config import Files
 
 

From 459c927f0b2ca57d5778b5e80cee0cf42ff7cf55 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:36:24 +0530
Subject: [PATCH 07/18] inference

---
 enhancer/inference.py | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/enhancer/inference.py b/enhancer/inference.py
index 1abd8bb..ae399f1 100644
--- a/enhancer/inference.py
+++ b/enhancer/inference.py
@@ -1,11 +1,12 @@
-import numpy as np
-from scipy.signal import get_window
-from scipy.io import wavfile
+from pathlib import Path
 from typing import Optional, Union
+
+import numpy as np
 import torch
 import torch.nn.functional as F
-from pathlib import Path
 from librosa import load as load_audio
+from scipy.io import wavfile
+from scipy.signal import get_window
 
 from enhancer.utils import Audio
 

From d0f8ad2f37bacaac294729bfa619a24a07456d8e Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:36:50 +0530
Subject: [PATCH 08/18] dataset

---
 enhancer/data/dataset.py | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/enhancer/data/dataset.py b/enhancer/data/dataset.py
index d194167..95c73a1 100644
--- a/enhancer/data/dataset.py
+++ b/enhancer/data/dataset.py
@@ -1,16 +1,17 @@
-import multiprocessing
 import math
+import multiprocessing
 import os
-import pytorch_lightning as pl
-from torch.utils.data import IterableDataset, DataLoader, Dataset
-import torch.nn.functional as F
 from typing import Optional
 
+import pytorch_lightning as pl
+import torch.nn.functional as F
+from torch.utils.data import DataLoader, Dataset, IterableDataset
+
 from enhancer.data.fileprocessor import Fileprocessor
-from enhancer.utils.random import create_unique_rng
-from enhancer.utils.io import Audio
 from enhancer.utils import check_files
 from enhancer.utils.config import Files
+from enhancer.utils.io import Audio
+from enhancer.utils.random import create_unique_rng
 
 
 class TrainDataset(IterableDataset):

From 09e800392e557e49c2a482a280bddba23cfdb6e7 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:37:30 +0530
Subject: [PATCH 09/18] fileprocessor

---
 enhancer/data/fileprocessor.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/enhancer/data/fileprocessor.py b/enhancer/data/fileprocessor.py
index 5cc9b31..66d4d75 100644
--- a/enhancer/data/fileprocessor.py
+++ b/enhancer/data/fileprocessor.py
@@ -1,5 +1,6 @@
 import glob
 import os
+
 import numpy as np
 from scipy.io import wavfile
 

From ec76466b00045bc2d86fd8c434a6dc10a08791f9 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:37:39 +0530
Subject: [PATCH 10/18] readme

---
 README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/README.md b/README.md
index e462afa..743a823 100644
--- a/README.md
+++ b/README.md
@@ -1 +1 @@
-# enhancer
\ No newline at end of file
+# enhancer

From ab0805e1ac4ad77a320fcb9cd58c397fd06e1035 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:42:09 +0530
Subject: [PATCH 11/18] flake8 tests

---
 tests/loss_function_test.py   | 2 --
 tests/models/demucs_test.py   | 3 +--
 tests/models/test_waveunet.py | 3 +--
 tests/utils_test.py           | 5 +----
 4 files changed, 3 insertions(+), 10 deletions(-)

diff --git a/tests/loss_function_test.py b/tests/loss_function_test.py
index cd60177..4d14871 100644
--- a/tests/loss_function_test.py
+++ b/tests/loss_function_test.py
@@ -1,5 +1,3 @@
-from asyncio import base_tasks
-
 import pytest
 import torch
 
diff --git a/tests/models/demucs_test.py b/tests/models/demucs_test.py
index 1ea50c5..f5a0ec4 100644
--- a/tests/models/demucs_test.py
+++ b/tests/models/demucs_test.py
@@ -1,7 +1,6 @@
 import pytest
 import torch
 
-from enhancer import data
 from enhancer.data.dataset import EnhancerDataset
 from enhancer.models import Demucs
 from enhancer.utils.config import Files
@@ -41,4 +40,4 @@ def test_forward(batch_size, samples):
 )
 def test_demucs_init(dataset, channels, loss):
     with torch.no_grad():
-        model = Demucs(num_channels=channels, dataset=dataset, loss=loss)
+        _ = Demucs(num_channels=channels, dataset=dataset, loss=loss)
diff --git a/tests/models/test_waveunet.py b/tests/models/test_waveunet.py
index 798ed5d..9c4dd96 100644
--- a/tests/models/test_waveunet.py
+++ b/tests/models/test_waveunet.py
@@ -1,7 +1,6 @@
 import pytest
 import torch
 
-from enhancer import data
 from enhancer.data.dataset import EnhancerDataset
 from enhancer.models import WaveUnet
 from enhancer.utils.config import Files
@@ -41,4 +40,4 @@ def test_forward(batch_size, samples):
 )
 def test_demucs_init(dataset, channels, loss):
     with torch.no_grad():
-        model = WaveUnet(num_channels=channels, dataset=dataset, loss=loss)
+        _ = WaveUnet(num_channels=channels, dataset=dataset, loss=loss)
diff --git a/tests/utils_test.py b/tests/utils_test.py
index 1cc171a..65c723d 100644
--- a/tests/utils_test.py
+++ b/tests/utils_test.py
@@ -1,11 +1,8 @@
-from logging import root
-
 import numpy as np
 import pytest
 import torch
 
 from enhancer.data.fileprocessor import Fileprocessor
-from enhancer.utils.config import Files
 from enhancer.utils.io import Audio
 
 
@@ -48,6 +45,6 @@ def test_fileprocessor_names(dataset_name):
 
 def test_fileprocessor_invaliname():
     with pytest.raises(ValueError):
-        fp = Fileprocessor.from_name(
+        _ = Fileprocessor.from_name(
             "undefined", "clean_dir", "noisy_dir", 16000
         ).prepare_matching_dict()

From c0623db75d5961339de06b0992f49171bf372d87 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:42:18 +0530
Subject: [PATCH 12/18] setup

---
 setup.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/setup.sh b/setup.sh
index adad46c..43adc89 100644
--- a/setup.sh
+++ b/setup.sh
@@ -10,4 +10,4 @@ conda env create -f environment.yml ||  conda env update -f environment.yml
 source activate enhancer
 
 echo "copying files"
-# cp /scratch/$USER/TIMIT/.* /deep-transcriber
\ No newline at end of file
+# cp /scratch/$USER/TIMIT/.* /deep-transcriber

From 71603d78dbf8d0a0e2588e13974598cc0f81a13c Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:42:26 +0530
Subject: [PATCH 13/18] requirements

---
 requirements.txt | 32 ++++++++++++++++----------------
 1 file changed, 16 insertions(+), 16 deletions(-)

diff --git a/requirements.txt b/requirements.txt
index b2f3638..afa3641 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,16 +1,16 @@
-joblib==1.2.0
-librosa==0.9.2
-numpy==1.23.3
-hydra-core==1.2.0
-scikit-learn==1.1.2
-scipy==1.9.1
-torch==1.12.1
-tqdm==4.64.1
-mlflow==1.29.0
-protobuf==3.19.6
-boto3==1.24.86
-torchaudio==0.12.1
-huggingface-hu==0.10.0
-pytorch-lightning==1.7.7
-flake8==5.0.4
-black==22.8.0
\ No newline at end of file
+black>=22.8.0
+boto3>=1.24.86
+flake8>=5.0.4
+huggingface-hu>=0.10.0
+hydra-core>=1.2.0
+joblib>=1.2.0
+librosa>=0.9.2
+mlflow>=1.29.0
+numpy>=1.23.3
+protobuf>=3.19.6
+pytorch-lightning>=1.7.7
+scikit-learn>=1.1.2
+scipy>=1.9.1
+torch>=1.12.1
+torchaudio>=0.12.1
+tqdm>=4.64.1

From e127987e3a24c66ef104f3c8d445efa88ef40c23 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:42:37 +0530
Subject: [PATCH 14/18] pre commit hooks

---
 .pre-commit-config.yaml | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8eac0a2..807429c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,9 +18,15 @@ repos:
       - id: isort
         args: ["--profile", "black"]
 
+    - repo: https://gitlab.com/pycqa/flake8
+      rev: 5.0.4
+      hooks:
+      - id: flake8
+        args: ['--ignore=E203,E501,F811,E712,W503']
+
     # Formatting, Whitespace, etc
-    - repo: git://github.com/pre-commit/pre-commit-hooks
-      rev: v2.20.0
+    - repo: https://github.com/pre-commit/pre-commit-hooks
+      rev: v3.2.0
       hooks:
       - id: trailing-whitespace
       - id: check-added-large-files
@@ -35,5 +41,3 @@ repos:
       - id: requirements-txt-fixer
       - id: mixed-line-ending
         args: ['--fix=no']
-      - id: flake8
-        args: ['--ignore=E203,E501,F811,E712,W503']

From d4f1087c4565fd593dbfc6b9d20b31ffe0e52b02 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:42:51 +0530
Subject: [PATCH 15/18] toml

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 8f12f30..b3e5d7c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,4 +12,4 @@ exclude = '''
     | \.venv
   )/
 )
-'''
\ No newline at end of file
+'''

From 61741c528fce6081cf1ac7f794661d8ee279da39 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:43:04 +0530
Subject: [PATCH 16/18] flake8

---
 .flake8 | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.flake8 b/.flake8
index 861f69a..abbbc73 100644
--- a/.flake8
+++ b/.flake8
@@ -6,4 +6,4 @@ ignore = E203, E266, E501, W503
 max-line-length = 80
 max-complexity = 18
 select = B,C,E,F,W,T4,B9
-exclude = tools/kaldi_decoder
\ No newline at end of file
+exclude = tools/kaldi_decoder

From 95a998d824c0cd476f7603622a3af43409743367 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:43:25 +0530
Subject: [PATCH 17/18] environment

---
 environment.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/environment.yml b/environment.yml
index 4f211bf..8da22e1 100644
--- a/environment.yml
+++ b/environment.yml
@@ -5,4 +5,4 @@ dependencies:
   - python=3.8
   - pip:
       - -r requirements.txt
-      - --find-links https://download.pytorch.org/whl/cu113/torch_stable.html
\ No newline at end of file
+      - --find-links https://download.pytorch.org/whl/cu113/torch_stable.html

From b82ba4e1bba9b92acb9903941b4290dc94763721 Mon Sep 17 00:00:00 2001
From: shahules786 <shahules786@gmail.com>
Date: Wed, 5 Oct 2022 20:43:33 +0530
Subject: [PATCH 18/18] hawk

---
 hpc_entrypoint.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/hpc_entrypoint.sh b/hpc_entrypoint.sh
index 7372eb9..6d6a3a0 100644
--- a/hpc_entrypoint.sh
+++ b/hpc_entrypoint.sh
@@ -33,7 +33,7 @@ mkdir temp
 pwd
 
 #python transcriber/tasks/embeddings/timit.py --directory /scratch/$USER/TIMIT/data/lisa/data/timit/raw/TIMIT/TRAIN --output ./data/train
-#python transcriber/tasks/embeddings/timit.py --directory /scratch/$USER/TIMIT/data/lisa/data/timit/raw/TIMIT/TEST --output ./data/test 
+#python transcriber/tasks/embeddings/timit.py --directory /scratch/$USER/TIMIT/data/lisa/data/timit/raw/TIMIT/TEST --output ./data/test
 
 echo "Start Training..."
 python cli/train.py