From 362ba2dce73244443a97deb66587e1e8cf53f567 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 08:38:28 +0000
Subject: [PATCH 01/14] C0209

---
 matcha/text/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/matcha/text/__init__.py b/matcha/text/__init__.py
index 8c75d6b..a842a73 100644
--- a/matcha/text/__init__.py
+++ b/matcha/text/__init__.py
@@ -48,6 +48,6 @@ def _clean_text(text, cleaner_names):
     for name in cleaner_names:
         cleaner = getattr(cleaners, name)
         if not cleaner:
-            raise Exception("Unknown cleaner: %s" % name)
+            raise Exception(f"Unknown cleaner: {name}")
         text = cleaner(text)
     return text

From bd058a68f7c8cf61e3e402126f3bca18ee60dda0 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:21:00 +0000
Subject: [PATCH 02/14] R0402

---
 matcha/hifigan/models.py                 | 2 +-
 matcha/models/components/decoder.py      | 2 +-
 matcha/models/components/text_encoder.py | 4 ++--
 matcha/models/components/transformer.py  | 2 +-
 matcha/models/matcha_tts.py              | 2 +-
 5 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/matcha/hifigan/models.py b/matcha/hifigan/models.py
index d209d9a..4d2c7fd 100644
--- a/matcha/hifigan/models.py
+++ b/matcha/hifigan/models.py
@@ -1,7 +1,7 @@
 """ from https://github.com/jik876/hifi-gan """
 
 import torch
-import torch.nn as nn
+from torch import nn
 import torch.nn.functional as F
 from torch.nn import AvgPool1d, Conv1d, Conv2d, ConvTranspose1d
 from torch.nn.utils import remove_weight_norm, spectral_norm, weight_norm
diff --git a/matcha/models/components/decoder.py b/matcha/models/components/decoder.py
index 1137cd7..a82762e 100644
--- a/matcha/models/components/decoder.py
+++ b/matcha/models/components/decoder.py
@@ -2,7 +2,7 @@ import math
 from typing import Optional
 
 import torch
-import torch.nn as nn
+from torch import nn
 import torch.nn.functional as F
 from conformer import ConformerBlock
 from diffusers.models.activations import get_activation
diff --git a/matcha/models/components/text_encoder.py b/matcha/models/components/text_encoder.py
index a388d05..eb0c113 100644
--- a/matcha/models/components/text_encoder.py
+++ b/matcha/models/components/text_encoder.py
@@ -3,10 +3,10 @@
 import math
 
 import torch
-import torch.nn as nn
+from torch import nn
 from einops import rearrange
 
-import matcha.utils as utils
+from matcha import utils
 from matcha.utils.model import sequence_mask
 
 log = utils.get_pylogger(__name__)
diff --git a/matcha/models/components/transformer.py b/matcha/models/components/transformer.py
index dd1afa3..db5dee3 100644
--- a/matcha/models/components/transformer.py
+++ b/matcha/models/components/transformer.py
@@ -1,7 +1,7 @@
 from typing import Any, Dict, Optional
 
 import torch
-import torch.nn as nn
+from torch import nn
 from diffusers.models.attention import (
     GEGLU,
     GELU,
diff --git a/matcha/models/matcha_tts.py b/matcha/models/matcha_tts.py
index 07f95ad..4aedf99 100644
--- a/matcha/models/matcha_tts.py
+++ b/matcha/models/matcha_tts.py
@@ -4,7 +4,7 @@ import random
 
 import torch
 
-import matcha.utils.monotonic_align as monotonic_align
+from matcha.utils import monotonic_align
 from matcha import utils
 from matcha.models.baselightningmodule import BaseLightningClass
 from matcha.models.components.flow_matching import CFM

From c2569a101836a867a51a65eafc7594e4d4f62046 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 2 Oct 2024 13:21:37 +0000
Subject: [PATCH 03/14] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 matcha/hifigan/models.py                 | 2 +-
 matcha/models/components/decoder.py      | 2 +-
 matcha/models/components/text_encoder.py | 2 +-
 matcha/models/components/transformer.py  | 2 +-
 matcha/models/matcha_tts.py              | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/matcha/hifigan/models.py b/matcha/hifigan/models.py
index 4d2c7fd..46abaf4 100644
--- a/matcha/hifigan/models.py
+++ b/matcha/hifigan/models.py
@@ -1,8 +1,8 @@
 """ from https://github.com/jik876/hifi-gan """
 
 import torch
-from torch import nn
 import torch.nn.functional as F
+from torch import nn
 from torch.nn import AvgPool1d, Conv1d, Conv2d, ConvTranspose1d
 from torch.nn.utils import remove_weight_norm, spectral_norm, weight_norm
 
diff --git a/matcha/models/components/decoder.py b/matcha/models/components/decoder.py
index a82762e..aca5da1 100644
--- a/matcha/models/components/decoder.py
+++ b/matcha/models/components/decoder.py
@@ -2,11 +2,11 @@ import math
 from typing import Optional
 
 import torch
-from torch import nn
 import torch.nn.functional as F
 from conformer import ConformerBlock
 from diffusers.models.activations import get_activation
 from einops import pack, rearrange, repeat
+from torch import nn
 
 from matcha.models.components.transformer import BasicTransformerBlock
 
diff --git a/matcha/models/components/text_encoder.py b/matcha/models/components/text_encoder.py
index eb0c113..21cc7d4 100644
--- a/matcha/models/components/text_encoder.py
+++ b/matcha/models/components/text_encoder.py
@@ -3,8 +3,8 @@
 import math
 
 import torch
-from torch import nn
 from einops import rearrange
+from torch import nn
 
 from matcha import utils
 from matcha.utils.model import sequence_mask
diff --git a/matcha/models/components/transformer.py b/matcha/models/components/transformer.py
index db5dee3..eaf0270 100644
--- a/matcha/models/components/transformer.py
+++ b/matcha/models/components/transformer.py
@@ -1,7 +1,6 @@
 from typing import Any, Dict, Optional
 
 import torch
-from torch import nn
 from diffusers.models.attention import (
     GEGLU,
     GELU,
@@ -12,6 +11,7 @@ from diffusers.models.attention import (
 from diffusers.models.attention_processor import Attention
 from diffusers.models.lora import LoRACompatibleLinear
 from diffusers.utils.torch_utils import maybe_allow_in_graph
+from torch import nn
 
 
 class SnakeBeta(nn.Module):
diff --git a/matcha/models/matcha_tts.py b/matcha/models/matcha_tts.py
index 4aedf99..93d9689 100644
--- a/matcha/models/matcha_tts.py
+++ b/matcha/models/matcha_tts.py
@@ -4,11 +4,11 @@ import random
 
 import torch
 
-from matcha.utils import monotonic_align
 from matcha import utils
 from matcha.models.baselightningmodule import BaseLightningClass
 from matcha.models.components.flow_matching import CFM
 from matcha.models.components.text_encoder import TextEncoder
+from matcha.utils import monotonic_align
 from matcha.utils.model import (
     denormalize,
     duration_loss,

From 0000f9302100948a7f1cccf9fc85e04226046784 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:25:02 +0000
Subject: [PATCH 04/14] R1732 + W1514

---
 matcha/utils/generate_data_statistics.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/matcha/utils/generate_data_statistics.py b/matcha/utils/generate_data_statistics.py
index 49ed3c1..305d806 100644
--- a/matcha/utils/generate_data_statistics.py
+++ b/matcha/utils/generate_data_statistics.py
@@ -102,10 +102,8 @@ def main():
     log.info("Dataloader loaded! Now computing stats...")
     params = compute_data_statistics(data_loader, cfg["n_feats"])
     print(params)
-    json.dump(
-        params,
-        open(output_file, "w"),
-    )
+    with open(output_file, "w", encoding="utf-8") as dumpfile:
+        json.dump(params, dumpfile)
 
 
 if __name__ == "__main__":

From 8b1284993a59172e9371026301daa81197ef240f Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:31:57 +0000
Subject: [PATCH 05/14] W1514 + R1732

---
 matcha/utils/rich_utils.py | 4 ++--
 setup.py                   | 9 +++++++--
 2 files changed, 9 insertions(+), 4 deletions(-)

diff --git a/matcha/utils/rich_utils.py b/matcha/utils/rich_utils.py
index f602f6e..1f1d6fe 100644
--- a/matcha/utils/rich_utils.py
+++ b/matcha/utils/rich_utils.py
@@ -72,7 +72,7 @@ def print_config_tree(
 
     # save config tree to file
     if save_to_file:
-        with open(Path(cfg.paths.output_dir, "config_tree.log"), "w") as file:
+        with open(Path(cfg.paths.output_dir, "config_tree.log"), "w", encoding="utf-8") as file:
             rich.print(tree, file=file)
 
 
@@ -97,5 +97,5 @@ def enforce_tags(cfg: DictConfig, save_to_file: bool = False) -> None:
         log.info(f"Tags: {cfg.tags}")
 
     if save_to_file:
-        with open(Path(cfg.paths.output_dir, "tags.log"), "w") as file:
+        with open(Path(cfg.paths.output_dir, "tags.log"), "w", encoding="utf-8") as file:
             rich.print(cfg.tags, file=file)
diff --git a/setup.py b/setup.py
index a49c2cc..f9fd37e 100644
--- a/setup.py
+++ b/setup.py
@@ -16,9 +16,14 @@ with open("README.md", encoding="utf-8") as readme_file:
     README = readme_file.read()
 
 cwd = os.path.dirname(os.path.abspath(__file__))
-with open(os.path.join(cwd, "matcha", "VERSION")) as fin:
+with open(os.path.join(cwd, "matcha", "VERSION"), encoding="utf-8") as fin:
     version = fin.read().strip()
 
+def get_requires():
+    requirements = os.path.join(os.path.dirname(__file__), "requirements.txt")
+    with open(requirements, encoding="utf-8") as reqfile:
+        return [str(r).strip() for r in reqfile]        
+
 setup(
     name="matcha-tts",
     version=version,
@@ -28,7 +33,7 @@ setup(
     author="Shivam Mehta",
     author_email="shivam.mehta25@gmail.com",
     url="https://shivammehta25.github.io/Matcha-TTS",
-    install_requires=[str(r) for r in open(os.path.join(os.path.dirname(__file__), "requirements.txt"))],
+    install_requires=get_requires(),
     include_dirs=[numpy.get_include()],
     include_package_data=True,
     packages=find_packages(exclude=["tests", "tests/*", "examples", "examples/*"]),

From c8178bf2cd5dca820dd5e061dc6149e7de950762 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 2 Oct 2024 13:32:44 +0000
Subject: [PATCH 06/14] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 setup.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/setup.py b/setup.py
index f9fd37e..5375723 100644
--- a/setup.py
+++ b/setup.py
@@ -19,10 +19,12 @@ cwd = os.path.dirname(os.path.abspath(__file__))
 with open(os.path.join(cwd, "matcha", "VERSION"), encoding="utf-8") as fin:
     version = fin.read().strip()
 
+
 def get_requires():
     requirements = os.path.join(os.path.dirname(__file__), "requirements.txt")
     with open(requirements, encoding="utf-8") as reqfile:
-        return [str(r).strip() for r in reqfile]        
+        return [str(r).strip() for r in reqfile]
+
 
 setup(
     name="matcha-tts",

From a83fd29829c7bb9a5860f5180d756f5cea9964f5 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:45:27 +0000
Subject: [PATCH 07/14] C0209

---
 matcha/text/cleaners.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/matcha/text/cleaners.py b/matcha/text/cleaners.py
index 36776e3..f45ece8 100644
--- a/matcha/text/cleaners.py
+++ b/matcha/text/cleaners.py
@@ -38,7 +38,7 @@ _whitespace_re = re.compile(r"\s+")
 
 # List of (regular expression, replacement) pairs for abbreviations:
 _abbreviations = [
-    (re.compile("\\b%s\\." % x[0], re.IGNORECASE), x[1])
+    (re.compile(f"\\b{x[0]}\\.", re.IGNORECASE), x[1])
     for x in [
         ("mrs", "misess"),
         ("mr", "mister"),

From 7cfae6bed4a46fc47bcc333c149d52d6a86a807d Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:49:47 +0000
Subject: [PATCH 08/14] add dummy exception (W0719)

---
 matcha/text/__init__.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/matcha/text/__init__.py b/matcha/text/__init__.py
index a842a73..50d7b90 100644
--- a/matcha/text/__init__.py
+++ b/matcha/text/__init__.py
@@ -7,6 +7,10 @@ _symbol_to_id = {s: i for i, s in enumerate(symbols)}
 _id_to_symbol = {i: s for i, s in enumerate(symbols)}  # pylint: disable=unnecessary-comprehension
 
 
+class UnknownCleanerException(Exception):
+    pass
+
+
 def text_to_sequence(text, cleaner_names):
     """Converts a string of text to a sequence of IDs corresponding to the symbols in the text.
     Args:
@@ -48,6 +52,6 @@ def _clean_text(text, cleaner_names):
     for name in cleaner_names:
         cleaner = getattr(cleaners, name)
         if not cleaner:
-            raise Exception(f"Unknown cleaner: {name}")
+            raise UnknownCleanerException(f"Unknown cleaner: {name}")
         text = cleaner(text)
     return text

From 404b045b656d487312b39d655d8d73b6eef725b8 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:51:17 +0000
Subject: [PATCH 09/14] add dummy exception (W0719)

---
 matcha/hifigan/denoiser.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/matcha/hifigan/denoiser.py b/matcha/hifigan/denoiser.py
index 9fd3331..452be6a 100644
--- a/matcha/hifigan/denoiser.py
+++ b/matcha/hifigan/denoiser.py
@@ -4,6 +4,10 @@
 import torch
 
 
+class ModeException(Exception):
+    pass
+
+
 class Denoiser(torch.nn.Module):
     """Removes model bias from audio produced with waveglow"""
 
@@ -20,7 +24,7 @@ class Denoiser(torch.nn.Module):
         elif mode == "normal":
             mel_input = torch.randn((1, 80, 88), dtype=dtype, device=device)
         else:
-            raise Exception(f"Mode {mode} if not supported")
+            raise ModeException(f"Mode {mode} if not supported")
 
         def stft_fn(audio, n_fft, hop_length, win_length, window):
             spec = torch.stft(

From 1df73ef43e9edc8da97fee2031a52cca90c505d0 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:55:44 +0000
Subject: [PATCH 10/14] disable global-variable-not-assigned

---
 matcha/hifigan/meldataset.py | 2 +-
 matcha/utils/audio.py        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/matcha/hifigan/meldataset.py b/matcha/hifigan/meldataset.py
index 8b43ea7..d1b3a90 100644
--- a/matcha/hifigan/meldataset.py
+++ b/matcha/hifigan/meldataset.py
@@ -55,7 +55,7 @@ def mel_spectrogram(y, n_fft, num_mels, sampling_rate, hop_size, win_size, fmin,
     if torch.max(y) > 1.0:
         print("max value is ", torch.max(y))
 
-    global mel_basis, hann_window  # pylint: disable=global-statement
+    global mel_basis, hann_window  # pylint: disable=global-statement,global-variable-not-assigned
     if fmax not in mel_basis:
         mel = librosa_mel_fn(sampling_rate, n_fft, num_mels, fmin, fmax)
         mel_basis[str(fmax) + "_" + str(y.device)] = torch.from_numpy(mel).float().to(y.device)
diff --git a/matcha/utils/audio.py b/matcha/utils/audio.py
index 0bcd74d..d257f0d 100644
--- a/matcha/utils/audio.py
+++ b/matcha/utils/audio.py
@@ -48,7 +48,7 @@ def mel_spectrogram(y, n_fft, num_mels, sampling_rate, hop_size, win_size, fmin,
     if torch.max(y) > 1.0:
         print("max value is ", torch.max(y))
 
-    global mel_basis, hann_window  # pylint: disable=global-statement
+    global mel_basis, hann_window  # pylint: disable=global-statement,global-variable-not-assigned
     if f"{str(fmax)}_{str(y.device)}" not in mel_basis:
         mel = librosa_mel_fn(sr=sampling_rate, n_fft=n_fft, n_mels=num_mels, fmin=fmin, fmax=fmax)
         mel_basis[str(fmax) + "_" + str(y.device)] = torch.from_numpy(mel).float().to(y.device)

From a220f283e3b253f95897ffaf822a2302247b08c9 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 13:57:12 +0000
Subject: [PATCH 11/14] disable consider-using-generator

---
 matcha/data/text_mel_datamodule.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/matcha/data/text_mel_datamodule.py b/matcha/data/text_mel_datamodule.py
index e10dfcb..48f8266 100644
--- a/matcha/data/text_mel_datamodule.py
+++ b/matcha/data/text_mel_datamodule.py
@@ -234,9 +234,9 @@ class TextMelBatchCollate:
 
     def __call__(self, batch):
         B = len(batch)
-        y_max_length = max([item["y"].shape[-1] for item in batch])
+        y_max_length = max([item["y"].shape[-1] for item in batch])  # pylint: disable=consider-using-generator
         y_max_length = fix_len_compatibility(y_max_length)
-        x_max_length = max([item["x"].shape[-1] for item in batch])
+        x_max_length = max([item["x"].shape[-1] for item in batch])  # pylint: disable=consider-using-generator
         n_feats = batch[0]["y"].shape[-2]
 
         y = torch.zeros((B, n_feats, y_max_length), dtype=torch.float32)

From b0ba920dc10105af712822da4bf8e3a420761233 Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 14:29:06 +0000
Subject: [PATCH 12/14] disable consider-using-from-import instead

---
 matcha/hifigan/models.py                 | 2 +-
 matcha/models/components/decoder.py      | 2 +-
 matcha/models/components/text_encoder.py | 2 +-
 matcha/models/components/transformer.py  | 2 +-
 matcha/models/matcha_tts.py              | 2 +-
 5 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/matcha/hifigan/models.py b/matcha/hifigan/models.py
index 46abaf4..94b0ce9 100644
--- a/matcha/hifigan/models.py
+++ b/matcha/hifigan/models.py
@@ -2,7 +2,7 @@
 
 import torch
 import torch.nn.functional as F
-from torch import nn
+import torch.nn as nn  # pylint: disable=consider-using-from-import
 from torch.nn import AvgPool1d, Conv1d, Conv2d, ConvTranspose1d
 from torch.nn.utils import remove_weight_norm, spectral_norm, weight_norm
 
diff --git a/matcha/models/components/decoder.py b/matcha/models/components/decoder.py
index aca5da1..504f88b 100644
--- a/matcha/models/components/decoder.py
+++ b/matcha/models/components/decoder.py
@@ -2,11 +2,11 @@ import math
 from typing import Optional
 
 import torch
+import torch.nn as nn  # pylint: disable=consider-using-from-import
 import torch.nn.functional as F
 from conformer import ConformerBlock
 from diffusers.models.activations import get_activation
 from einops import pack, rearrange, repeat
-from torch import nn
 
 from matcha.models.components.transformer import BasicTransformerBlock
 
diff --git a/matcha/models/components/text_encoder.py b/matcha/models/components/text_encoder.py
index 21cc7d4..36fc65a 100644
--- a/matcha/models/components/text_encoder.py
+++ b/matcha/models/components/text_encoder.py
@@ -3,8 +3,8 @@
 import math
 
 import torch
+import torch.nn as nn  # pylint: disable=consider-using-from-import
 from einops import rearrange
-from torch import nn
 
 from matcha import utils
 from matcha.utils.model import sequence_mask
diff --git a/matcha/models/components/transformer.py b/matcha/models/components/transformer.py
index eaf0270..4d604f5 100644
--- a/matcha/models/components/transformer.py
+++ b/matcha/models/components/transformer.py
@@ -1,6 +1,7 @@
 from typing import Any, Dict, Optional
 
 import torch
+import torch.nn as nn  # pylint: disable=consider-using-from-import
 from diffusers.models.attention import (
     GEGLU,
     GELU,
@@ -11,7 +12,6 @@ from diffusers.models.attention import (
 from diffusers.models.attention_processor import Attention
 from diffusers.models.lora import LoRACompatibleLinear
 from diffusers.utils.torch_utils import maybe_allow_in_graph
-from torch import nn
 
 
 class SnakeBeta(nn.Module):
diff --git a/matcha/models/matcha_tts.py b/matcha/models/matcha_tts.py
index 93d9689..092fa27 100644
--- a/matcha/models/matcha_tts.py
+++ b/matcha/models/matcha_tts.py
@@ -4,11 +4,11 @@ import random
 
 import torch
 
+import matcha.utils.monotonic_align as monotonic_align  # pylint: disable=consider-using-from-import
 from matcha import utils
 from matcha.models.baselightningmodule import BaseLightningClass
 from matcha.models.components.flow_matching import CFM
 from matcha.models.components.text_encoder import TextEncoder
-from matcha.utils import monotonic_align
 from matcha.utils.model import (
     denormalize,
     duration_loss,

From d56f40765cbefffcf2597ac90c9e13b236a4f36c Mon Sep 17 00:00:00 2001
From: Jim O'Regan <joregan@kth.se>
Date: Wed, 2 Oct 2024 14:30:18 +0000
Subject: [PATCH 13/14] disable consider-using-from-import instead (missed one)

---
 matcha/models/components/text_encoder.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/matcha/models/components/text_encoder.py b/matcha/models/components/text_encoder.py
index 36fc65a..66e7164 100644
--- a/matcha/models/components/text_encoder.py
+++ b/matcha/models/components/text_encoder.py
@@ -6,7 +6,7 @@ import torch
 import torch.nn as nn  # pylint: disable=consider-using-from-import
 from einops import rearrange
 
-from matcha import utils
+import matcha.utils as utils  # pylint: disable=consider-using-from-import
 from matcha.utils.model import sequence_mask
 
 log = utils.get_pylogger(__name__)

From a3fea22988f958c74feef7a9a705b7657eb5d287 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Wed, 2 Oct 2024 14:31:10 +0000
Subject: [PATCH 14/14] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 matcha/hifigan/models.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/matcha/hifigan/models.py b/matcha/hifigan/models.py
index 94b0ce9..57305ef 100644
--- a/matcha/hifigan/models.py
+++ b/matcha/hifigan/models.py
@@ -1,8 +1,8 @@
 """ from https://github.com/jik876/hifi-gan """
 
 import torch
-import torch.nn.functional as F
 import torch.nn as nn  # pylint: disable=consider-using-from-import
+import torch.nn.functional as F
 from torch.nn import AvgPool1d, Conv1d, Conv2d, ConvTranspose1d
 from torch.nn.utils import remove_weight_norm, spectral_norm, weight_norm