diff --git a/.python-version b/.python-version
new file mode 100644
index 000000000..2c0733315
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.11
diff --git a/manga_translator/__init__.py b/manga_translator/__init__.py
index f3ab00764..db601b3b3 100644
--- a/manga_translator/__init__.py
+++ b/manga_translator/__init__.py
@@ -4,4 +4,4 @@
 colorama.init(autoreset=True)
 load_dotenv()
 
-from .manga_translator import *
+from manga_translator.manga_translator import *
diff --git a/manga_translator/__main__.py b/manga_translator/__main__.py
index 552c6935d..b23970af8 100644
--- a/manga_translator/__main__.py
+++ b/manga_translator/__main__.py
@@ -3,13 +3,12 @@
 import logging
 from argparse import Namespace
 
-from manga_translator import Config
+from manga_translator.config import Config
 from manga_translator.args import parser, reparse
-from .manga_translator import (
+from manga_translator.manga_translator import (
     set_main_logger, load_dictionary, apply_dictionary,
 )
-from .args import parser
-from .utils import (
+from manga_translator.utils import (
     BASE_PATH,
     init_logging,
     get_logger,
@@ -21,7 +20,8 @@
 
 async def dispatch(args: Namespace):
     args_dict = vars(args)
-
+    global logger
+    logger = get_logger(args.mode)
     logger.info(f'Running in {args.mode} mode')
 
     if args.mode == 'local':
@@ -77,9 +77,7 @@ async def dispatch(args: Namespace):
         config = Config.schema()
         print(json.dumps(config, indent=2))
 
-
-
-if __name__ == '__main__':
+def main():
     args = None
     init_logging()
     try:
@@ -98,3 +96,6 @@ async def dispatch(args: Namespace):
     except Exception as e:
         logger.error(f'{e.__class__.__name__}: {e}',
                      exc_info=e if args and args.verbose else None)
+
+if __name__ == '__main__':
+    main()
diff --git a/manga_translator/args.py b/manga_translator/args.py
index 5b5a3ec83..32561e4ae 100644
--- a/manga_translator/args.py
+++ b/manga_translator/args.py
@@ -2,12 +2,6 @@
 import os
 from urllib.parse import unquote
 
-from .detection import DETECTORS
-from .ocr import OCRS
-from .inpainting import INPAINTERS
-from .translators import VALID_LANGUAGES, TRANSLATORS, TranslatorChain
-from .upscaling import UPSCALERS
-from .colorization import COLORIZERS
 from .save import OUTPUT_FORMATS
 
 def url_decode(s):
diff --git a/manga_translator/colorization/manga_colorization_v2_utils/denoising/denoiser.py b/manga_translator/colorization/manga_colorization_v2_utils/denoising/denoiser.py
index 3c602bc8b..1642e2daf 100644
--- a/manga_translator/colorization/manga_colorization_v2_utils/denoising/denoiser.py
+++ b/manga_translator/colorization/manga_colorization_v2_utils/denoising/denoiser.py
@@ -11,17 +11,14 @@
 this program. If not, see <http://www.gnu.org/licenses/>.
 """
 import os
-import argparse
-import time
 
 
 import numpy as np
 import cv2
 import torch
 import torch.nn as nn
-from torch.autograd import Variable
 from .models import FFDNet
-from .utils import normalize, variable_to_cv2_image, remove_dataparallel_wrapper, is_rgb
+from .utils import normalize, variable_to_cv2_image, remove_dataparallel_wrapper
     
 class FFDNetDenoiser:
     def __init__(self, _device, _sigma = 25, _weights_dir = 'denoising/models/', _in_ch = 3):
diff --git a/manga_translator/colorization/manga_colorization_v2_utils/networks/extractor.py b/manga_translator/colorization/manga_colorization_v2_utils/networks/extractor.py
index d2e19617c..e7e6ec5f4 100644
--- a/manga_translator/colorization/manga_colorization_v2_utils/networks/extractor.py
+++ b/manga_translator/colorization/manga_colorization_v2_utils/networks/extractor.py
@@ -1,4 +1,3 @@
-import torch
 import torch.nn as nn
 import math
 
diff --git a/manga_translator/colorization/manga_colorization_v2_utils/networks/models.py b/manga_translator/colorization/manga_colorization_v2_utils/networks/models.py
index 595952079..f85055f45 100644
--- a/manga_translator/colorization/manga_colorization_v2_utils/networks/models.py
+++ b/manga_translator/colorization/manga_colorization_v2_utils/networks/models.py
@@ -1,9 +1,6 @@
 import torch
 import torch.nn as nn
 import torch.nn.functional as F
-import torchvision.models as M
-import math
-from torch import Tensor
 from torch.nn import Parameter
 
 from .extractor import SEResNeXt_Origin, BottleneckX_Origin
diff --git a/manga_translator/config.py b/manga_translator/config.py
index 17e51111e..671fbe255 100644
--- a/manga_translator/config.py
+++ b/manga_translator/config.py
@@ -27,9 +27,9 @@ def __init__(self, string: str):
             else:
                 translator = Translator[trans]
             if translator not in TRANSLATORS:
-                raise ValueError(f'Invalid choice: %s (choose from %s)' % (trans, ', '.join(map(repr, TRANSLATORS))))
+                raise ValueError('Invalid choice: %s (choose from %s)' % (trans, ', '.join(map(repr, TRANSLATORS))))
             if lang not in VALID_LANGUAGES:
-                raise ValueError(f'Invalid choice: %s (choose from %s)' % (lang, ', '.join(map(repr, VALID_LANGUAGES))))
+                raise ValueError('Invalid choice: %s (choose from %s)' % (lang, ', '.join(map(repr, VALID_LANGUAGES))))
             self.chain.append((translator, lang))
         self.translators, self.langs = list(zip(*self.chain))
 
diff --git a/manga_translator/detection/craft.py b/manga_translator/detection/craft.py
index f9e203b9b..2cc92fb2b 100644
--- a/manga_translator/detection/craft.py
+++ b/manga_translator/detection/craft.py
@@ -10,17 +10,12 @@
 
 import os
 import shutil
-import numpy as np
-import torch
 import cv2
-import einops
-from typing import List, Tuple
 
-from .default_utils.DBNet_resnet34 import TextDetection as TextDetectionDefault
-from .default_utils import imgproc, dbnet_utils, craft_utils
+from .default_utils import imgproc, craft_utils
 from .common import OfflineDetector
-from ..utils import TextBlock, Quadrilateral, det_rearrange_forward
-from shapely.geometry import Polygon, MultiPoint
+from ..utils import Quadrilateral
+from shapely.geometry import MultiPoint
 from shapely import affinity
 
 from .craft_utils.vgg16_bn import vgg16_bn, init_weights
diff --git a/manga_translator/detection/craft_utils/refiner.py b/manga_translator/detection/craft_utils/refiner.py
index 8e3b865f2..19c422c8c 100644
--- a/manga_translator/detection/craft_utils/refiner.py
+++ b/manga_translator/detection/craft_utils/refiner.py
@@ -6,8 +6,6 @@
 # -*- coding: utf-8 -*-
 import torch
 import torch.nn as nn
-import torch.nn.functional as F
-from torch.autograd import Variable
 from .vgg16_bn import init_weights
 
 
diff --git a/manga_translator/detection/ctd.py b/manga_translator/detection/ctd.py
index 04c8f2e17..cd0d53b57 100644
--- a/manga_translator/detection/ctd.py
+++ b/manga_translator/detection/ctd.py
@@ -10,7 +10,7 @@
 from .ctd_utils.utils.yolov5_utils import non_max_suppression
 from .ctd_utils.utils.db_utils import SegDetectorRepresenter
 from .ctd_utils.utils.imgproc_utils import letterbox
-from .ctd_utils.textmask import REFINEMASK_INPAINT, refine_mask
+from .ctd_utils.textmask import refine_mask
 from .common import OfflineDetector
 from ..utils import Quadrilateral, det_rearrange_forward
 
diff --git a/manga_translator/detection/ctd_utils/utils/io_utils.py b/manga_translator/detection/ctd_utils/utils/io_utils.py
index df0779dce..226618783 100644
--- a/manga_translator/detection/ctd_utils/utils/io_utils.py
+++ b/manga_translator/detection/ctd_utils/utils/io_utils.py
@@ -1,4 +1,3 @@
-import os
 import os.path as osp
 import glob
 from pathlib import Path
diff --git a/manga_translator/detection/ctd_utils/yolov5/common.py b/manga_translator/detection/ctd_utils/yolov5/common.py
index b1cb64197..20d2098e2 100644
--- a/manga_translator/detection/ctd_utils/yolov5/common.py
+++ b/manga_translator/detection/ctd_utils/yolov5/common.py
@@ -3,23 +3,12 @@
 Common modules
 """
 
-import json
 import math
-import platform
 import warnings
-from collections import OrderedDict, namedtuple
-from copy import copy
-from pathlib import Path
 
-import cv2
-import numpy as np
-import requests
 import torch
 import torch.nn as nn
-from PIL import Image
-from torch.cuda import amp
 
-from ..utils.yolov5_utils import make_divisible, initialize_weights, check_anchor_order, check_version, fuse_conv_and_bn
 
 def autopad(k, p=None):  # kernel, padding
     # Pad to 'same'
diff --git a/manga_translator/detection/ctd_utils/yolov5/yolo.py b/manga_translator/detection/ctd_utils/yolov5/yolo.py
index 004068860..9fc822c2c 100644
--- a/manga_translator/detection/ctd_utils/yolov5/yolo.py
+++ b/manga_translator/detection/ctd_utils/yolov5/yolo.py
@@ -1,5 +1,3 @@
-from operator import mod
-from cv2 import imshow
 # from utils.yolov5_utils import scale_img
 from copy import deepcopy
 from .common import *
diff --git a/manga_translator/detection/dbnet_convnext.py b/manga_translator/detection/dbnet_convnext.py
index 65e2eddfe..80d1f6bda 100644
--- a/manga_translator/detection/dbnet_convnext.py
+++ b/manga_translator/detection/dbnet_convnext.py
@@ -6,13 +6,9 @@
 import numpy as np
 import torch
 import torch.nn as nn
-import torch.nn.functional as F
-import torch.nn.init as init
 
-from torchvision.models import resnet34
 
 import einops
-import math
 
 from timm.layers import trunc_normal_, AvgPool2dSame, DropPath, Mlp, GlobalResponseNormMlp, \
 	LayerNorm2d, LayerNorm, create_conv2d, get_act_layer, make_divisible, to_ntuple
@@ -493,7 +489,7 @@ def forward(self, x) :
 import os
 from .default_utils import imgproc, dbnet_utils, craft_utils
 from .common import OfflineDetector
-from ..utils import TextBlock, Quadrilateral, det_rearrange_forward
+from ..utils import Quadrilateral, det_rearrange_forward
 
 MODEL = None
 def det_batch_forward_default(batch: np.ndarray, device: str):
diff --git a/manga_translator/detection/default.py b/manga_translator/detection/default.py
index 815a41855..cb7c2e023 100644
--- a/manga_translator/detection/default.py
+++ b/manga_translator/detection/default.py
@@ -4,12 +4,11 @@
 import torch
 import cv2
 import einops
-from typing import List, Tuple
 
 from .default_utils.DBNet_resnet34 import TextDetection as TextDetectionDefault
 from .default_utils import imgproc, dbnet_utils, craft_utils
 from .common import OfflineDetector
-from ..utils import TextBlock, Quadrilateral, det_rearrange_forward
+from ..utils import Quadrilateral, det_rearrange_forward
 
 MODEL = None
 def det_batch_forward_default(batch: np.ndarray, device: str):
diff --git a/manga_translator/detection/default_utils/CRAFT_resnet34.py b/manga_translator/detection/default_utils/CRAFT_resnet34.py
index b25853c6b..5dbeb6ea1 100644
--- a/manga_translator/detection/default_utils/CRAFT_resnet34.py
+++ b/manga_translator/detection/default_utils/CRAFT_resnet34.py
@@ -2,12 +2,10 @@
 import torch
 import torch.nn as nn
 import torch.nn.functional as F
-import torch.nn.init as init
 
 from torchvision.models import resnet34
 
 import einops
-import math
 
 class ImageMultiheadSelfAttention(nn.Module):
     def __init__(self, planes):
diff --git a/manga_translator/detection/default_utils/DBNet_resnet101.py b/manga_translator/detection/default_utils/DBNet_resnet101.py
index 73e71e4fd..317f623ad 100644
--- a/manga_translator/detection/default_utils/DBNet_resnet101.py
+++ b/manga_translator/detection/default_utils/DBNet_resnet101.py
@@ -1,7 +1,6 @@
 
 import torch
 import torch.nn as nn
-import torch.nn.functional as F
 
 from torchvision.models import resnet101
 
diff --git a/fonts/Arial-Unicode-Regular.ttf b/manga_translator/fonts/Arial-Unicode-Regular.ttf
similarity index 100%
rename from fonts/Arial-Unicode-Regular.ttf
rename to manga_translator/fonts/Arial-Unicode-Regular.ttf
diff --git a/fonts/anime_ace.ttf b/manga_translator/fonts/anime_ace.ttf
similarity index 100%
rename from fonts/anime_ace.ttf
rename to manga_translator/fonts/anime_ace.ttf
diff --git a/fonts/anime_ace_3.ttf b/manga_translator/fonts/anime_ace_3.ttf
similarity index 100%
rename from fonts/anime_ace_3.ttf
rename to manga_translator/fonts/anime_ace_3.ttf
diff --git a/fonts/comic shanns 2.ttf b/manga_translator/fonts/comic shanns 2.ttf
similarity index 100%
rename from fonts/comic shanns 2.ttf
rename to manga_translator/fonts/comic shanns 2.ttf
diff --git a/fonts/msgothic.ttc b/manga_translator/fonts/msgothic.ttc
similarity index 100%
rename from fonts/msgothic.ttc
rename to manga_translator/fonts/msgothic.ttc
diff --git a/fonts/msyh.ttc b/manga_translator/fonts/msyh.ttc
similarity index 100%
rename from fonts/msyh.ttc
rename to manga_translator/fonts/msyh.ttc
diff --git a/manga_translator/inpainting/booru_tagger.py b/manga_translator/inpainting/booru_tagger.py
index 8844b1313..d780bbf46 100644
--- a/manga_translator/inpainting/booru_tagger.py
+++ b/manga_translator/inpainting/booru_tagger.py
@@ -1,16 +1,12 @@
 import os
-import gc
 import pandas as pd
 import numpy as np
 from onnxruntime import InferenceSession
-from typing import Tuple, List, Dict
-from io import BytesIO
+from typing import Dict
 from PIL import Image
 
 import cv2
-from pathlib import Path
 
-from tqdm import tqdm
 
 def make_square(img, target_size):
     old_size = img.shape[:2]
diff --git a/manga_translator/inpainting/guided_ldm_inpainting.py b/manga_translator/inpainting/guided_ldm_inpainting.py
index dfcd02cc8..78312b6c0 100644
--- a/manga_translator/inpainting/guided_ldm_inpainting.py
+++ b/manga_translator/inpainting/guided_ldm_inpainting.py
@@ -1,27 +1,13 @@
 
 
-import einops
 import torch
-import torch as th
-import torch.nn as nn
 import numpy as np
 from tqdm import tqdm
-import cv2
-
-from .ldm.modules.diffusionmodules.util import (
-    conv_nd,
-    linear,
-    zero_module,
-    timestep_embedding,
-)
+
 from .ldm.modules.diffusionmodules.util import noise_like
-from einops import rearrange, repeat
-from torchvision.utils import make_grid
-from .ldm.modules.attention import SpatialTransformer
-from .ldm.modules.diffusionmodules.openaimodel import UNetModel, TimestepEmbedSequential, ResBlock, Downsample, AttentionBlock
 from .ldm.models.diffusion.ddpm import LatentDiffusion
 from .ldm.models.diffusion.ddim import DDIMSampler
-from .ldm.util import log_txt_as_img, exists, instantiate_from_config
+from .ldm.util import instantiate_from_config
 
 class GuidedDDIMSample(DDIMSampler) :
     def __init__(self, *args, **kwargs):
diff --git a/manga_translator/inpainting/inpainting_lama.py b/manga_translator/inpainting/inpainting_lama.py
index a4d7ca0ba..d28992200 100644
--- a/manga_translator/inpainting/inpainting_lama.py
+++ b/manga_translator/inpainting/inpainting_lama.py
@@ -149,7 +149,7 @@ def forward(self, x: torch.Tensor) -> Tuple[torch.Tensor, List[torch.Tensor]]:
         Predict scores and get intermediate activations. Useful for feature matching loss
         :return tuple (scores, list of intermediate activations)
         """
-        raise NotImplemented()
+        raise NotImplementedError()
 
 
 def get_conv_block_ctor(kind='default'):
@@ -687,7 +687,6 @@ def get_discriminator():
     }
     return FFCNLayerDiscriminator(3, norm_layer = nn.Identity, init_conv_kwargs = init_conv_kwargs, conv_kwargs = conv_kwargs)
 
-from torchsummary import summary
 
 def test_model():
     dis = get_generator()
diff --git a/manga_translator/inpainting/ldm/models/diffusion/ddpm.py b/manga_translator/inpainting/ldm/models/diffusion/ddpm.py
index f04c3181f..780fc9add 100644
--- a/manga_translator/inpainting/ldm/models/diffusion/ddpm.py
+++ b/manga_translator/inpainting/ldm/models/diffusion/ddpm.py
@@ -112,7 +112,7 @@ def __init__(self,
             self.init_from_ckpt(ckpt_path, ignore_keys=ignore_keys, only_model=load_only_unet)
             if reset_ema:
                 assert self.use_ema
-                print(f"Resetting ema to pure model weights. This is useful when restoring from an ema-only checkpoint.")
+                print("Resetting ema to pure model weights. This is useful when restoring from an ema-only checkpoint.")
                 self.model_ema = LitEma(self.model)
         if reset_num_ema_updates:
             print(" +++++++++++ WARNING: RESETTING NUM_EMA UPDATES TO ZERO +++++++++++ ")
@@ -227,7 +227,7 @@ def init_from_ckpt(self, path, ignore_keys=list(), only_model=False):
                     desc="Fitting old weights to new weights",
                     total=n_params
             ):
-                if not name in sd:
+                if name not in sd:
                     continue
                 old_shape = sd[name].shape
                 new_shape = param.shape
@@ -574,7 +574,7 @@ def __init__(self,
             if reset_ema:
                 assert self.use_ema
                 print(
-                    f"Resetting ema to pure model weights. This is useful when restoring from an ema-only checkpoint.")
+                    "Resetting ema to pure model weights. This is useful when restoring from an ema-only checkpoint.")
                 self.model_ema = LitEma(self.model)
         if reset_num_ema_updates:
             print(" +++++++++++ WARNING: RESETTING NUM_EMA UPDATES TO ZERO +++++++++++ ")
diff --git a/manga_translator/inpainting/ldm/models/diffusion/dpm_solver/dpm_solver.py b/manga_translator/inpainting/ldm/models/diffusion/dpm_solver/dpm_solver.py
index 095e5ba3c..f52f0ee2f 100644
--- a/manga_translator/inpainting/ldm/models/diffusion/dpm_solver/dpm_solver.py
+++ b/manga_translator/inpainting/ldm/models/diffusion/dpm_solver/dpm_solver.py
@@ -1,5 +1,4 @@
 import torch
-import torch.nn.functional as F
 import math
 from tqdm import tqdm
 
diff --git a/manga_translator/inpainting/ldm/models/diffusion/plms.py b/manga_translator/inpainting/ldm/models/diffusion/plms.py
index ddb47f961..342114b88 100644
--- a/manga_translator/inpainting/ldm/models/diffusion/plms.py
+++ b/manga_translator/inpainting/ldm/models/diffusion/plms.py
@@ -3,7 +3,6 @@
 import torch
 import numpy as np
 from tqdm import tqdm
-from functools import partial
 
 from ldm.modules.diffusionmodules.util import make_ddim_sampling_parameters, make_ddim_timesteps, noise_like
 from ldm.models.diffusion.sampling_util import norm_thresholding
diff --git a/manga_translator/inpainting/ldm/models/diffusion/sampling_util.py b/manga_translator/inpainting/ldm/models/diffusion/sampling_util.py
index 7eff02be6..c1a06a897 100644
--- a/manga_translator/inpainting/ldm/models/diffusion/sampling_util.py
+++ b/manga_translator/inpainting/ldm/models/diffusion/sampling_util.py
@@ -1,5 +1,3 @@
-import torch
-import numpy as np
 
 
 def append_dims(x, target_dims):
diff --git a/manga_translator/inpainting/ldm/modules/diffusionmodules/util.py b/manga_translator/inpainting/ldm/modules/diffusionmodules/util.py
index f6a617afc..84b10be43 100644
--- a/manga_translator/inpainting/ldm/modules/diffusionmodules/util.py
+++ b/manga_translator/inpainting/ldm/modules/diffusionmodules/util.py
@@ -8,7 +8,6 @@
 # thanks!
 
 
-import os
 import math
 import torch
 import torch.nn as nn
diff --git a/manga_translator/inpainting/ldm/modules/ema.py b/manga_translator/inpainting/ldm/modules/ema.py
index ccf1f119d..e23fbdd3d 100644
--- a/manga_translator/inpainting/ldm/modules/ema.py
+++ b/manga_translator/inpainting/ldm/modules/ema.py
@@ -45,7 +45,7 @@ def forward(self, model):
                     shadow_params[sname] = shadow_params[sname].type_as(m_param[key])
                     shadow_params[sname].sub_(one_minus_decay * (shadow_params[sname] - m_param[key]))
                 else:
-                    assert not key in self.m_name2s_name
+                    assert key not in self.m_name2s_name
 
     def copy_to(self, model):
         m_param = dict(model.named_parameters())
@@ -54,7 +54,7 @@ def copy_to(self, model):
             if m_param[key].requires_grad:
                 m_param[key].data.copy_(shadow_params[self.m_name2s_name[key]].data)
             else:
-                assert not key in self.m_name2s_name
+                assert key not in self.m_name2s_name
 
     def store(self, parameters):
         """
diff --git a/manga_translator/inpainting/ldm/modules/encoders/modules.py b/manga_translator/inpainting/ldm/modules/encoders/modules.py
index 51d0af1b5..4e30e17e7 100644
--- a/manga_translator/inpainting/ldm/modules/encoders/modules.py
+++ b/manga_translator/inpainting/ldm/modules/encoders/modules.py
@@ -5,7 +5,7 @@
 from transformers import T5Tokenizer, T5EncoderModel, CLIPTokenizer, CLIPTextModel
 
 import open_clip
-from ldm.util import default, count_params
+from ldm.util import count_params
 
 
 class AbstractEncoder(nn.Module):
diff --git a/manga_translator/inpainting/ldm/modules/midas/midas/blocks.py b/manga_translator/inpainting/ldm/modules/midas/midas/blocks.py
index 4fed0ebce..bd702ec84 100644
--- a/manga_translator/inpainting/ldm/modules/midas/midas/blocks.py
+++ b/manga_translator/inpainting/ldm/modules/midas/midas/blocks.py
@@ -5,7 +5,6 @@
     _make_pretrained_vitb_rn50_384,
     _make_pretrained_vitl16_384,
     _make_pretrained_vitb16_384,
-    forward_vit,
 )
 
 def _make_encoder(backbone, features, use_pretrained, groups=1, expand=False, exportable=True, hooks=None, use_vit_only=False, use_readout="ignore",):
diff --git a/manga_translator/inpainting/ldm/modules/midas/midas/dpt_depth.py b/manga_translator/inpainting/ldm/modules/midas/midas/dpt_depth.py
index ed5c4ab2c..6effa6694 100644
--- a/manga_translator/inpainting/ldm/modules/midas/midas/dpt_depth.py
+++ b/manga_translator/inpainting/ldm/modules/midas/midas/dpt_depth.py
@@ -1,10 +1,8 @@
 import torch
 import torch.nn as nn
-import torch.nn.functional as F
 
 from .base_model import BaseModel
 from .blocks import (
-    FeatureFusionBlock,
     FeatureFusionBlock_custom,
     Interpolate,
     _make_encoder,
diff --git a/manga_translator/inpainting/ldm/modules/midas/midas/midas_net_custom.py b/manga_translator/inpainting/ldm/modules/midas/midas/midas_net_custom.py
index 3a8df446c..0f7f160bb 100644
--- a/manga_translator/inpainting/ldm/modules/midas/midas/midas_net_custom.py
+++ b/manga_translator/inpainting/ldm/modules/midas/midas/midas_net_custom.py
@@ -6,7 +6,7 @@
 import torch.nn as nn
 
 from .base_model import BaseModel
-from .blocks import FeatureFusionBlock, FeatureFusionBlock_custom, Interpolate, _make_encoder
+from .blocks import FeatureFusionBlock_custom, Interpolate, _make_encoder
 
 
 class MidasNet_small(BaseModel):
diff --git a/manga_translator/inpainting/ldm/util.py b/manga_translator/inpainting/ldm/util.py
index 5a5071690..d7ba8bb49 100644
--- a/manga_translator/inpainting/ldm/util.py
+++ b/manga_translator/inpainting/ldm/util.py
@@ -70,7 +70,7 @@ def count_params(model, verbose=False):
 
 
 def instantiate_from_config(config):
-    if not "target" in config:
+    if "target" not in config:
         if config == '__is_first_stage__':
             return None
         elif config == "__is_unconditional__":
diff --git a/manga_translator/manga_translator.py b/manga_translator/manga_translator.py
index c9d02144b..ed01ce8f5 100644
--- a/manga_translator/manga_translator.py
+++ b/manga_translator/manga_translator.py
@@ -9,8 +9,8 @@
 from PIL import Image
 from typing import Optional, Any
 
-from .config import Config, Colorizer, Detector, Translator, Renderer, Inpainter
-from .utils import (
+from manga_translator.config import Config, Colorizer, Detector, Translator, Renderer, Inpainter
+from manga_translator.utils import (
     BASE_PATH,
     LANGUAGE_ORIENTATION_PRESETS,
     ModelWrapper,
diff --git a/manga_translator/mask_refinement/text_mask_utils.py b/manga_translator/mask_refinement/text_mask_utils.py
index 6f3a1bf59..c81a8b3a6 100644
--- a/manga_translator/mask_refinement/text_mask_utils.py
+++ b/manga_translator/mask_refinement/text_mask_utils.py
@@ -11,7 +11,7 @@
 # from collections import defaultdict
 # from scipy.optimize import linear_sum_assignment
 
-from ..utils import Quadrilateral, image_resize
+from ..utils import Quadrilateral
 
 COLOR_RANGE_SIGMA = 1.5 # how many stddev away is considered the same color
 
@@ -65,7 +65,7 @@ def complete_mask_fill(text_lines: List[Tuple[int, int, int, int]]):
         final_mask = cv2.rectangle(final_mask, (x, y), (x + w, y + h), (255), -1)
     return final_mask
 
-from pydensecrf.utils import compute_unary, unary_from_softmax
+from pydensecrf.utils import unary_from_softmax
 import pydensecrf.densecrf as dcrf
 
 def refine_mask(rgbimg, rawmask):
diff --git a/manga_translator/mode/ws.py b/manga_translator/mode/ws.py
index 9c6067eb6..1979f9c00 100644
--- a/manga_translator/mode/ws.py
+++ b/manga_translator/mode/ws.py
@@ -103,7 +103,7 @@ async def server_process_inner(main_loop, logger_task, session, websocket, task)
                     await asyncio.sleep(0)
                     return False, False
 
-            logger_task.info(f'-- Translating image')
+            logger_task.info('-- Translating image')
             if translation_params:
                 for p, default_value in translation_params.items():
                     current_value = params.get(p)
@@ -141,7 +141,7 @@ async def server_process_inner(main_loop, logger_task, session, websocket, task)
                 await server_send_status(websocket, task.id, 'uploading')
                 async with session.put(task.translation_mask, data=img_bytes) as resp:
                     if resp.status != 200:
-                        logger_task.error(f'-- Failed to upload result:')
+                        logger_task.error('-- Failed to upload result:')
                         logger_task.error(f'{resp.status}: {resp.reason}')
                         msg = ws_pb2.WebSocketMessage()
                         msg.status.id = task.id
@@ -158,7 +158,7 @@ async def server_process(main_loop, session, websocket, task):
                 (success, has_translation_mask) = await server_process_inner(main_loop, logger_task, session, websocket,
                                                                              task)
             except Exception as e:
-                logger_task.error(f'-- Task failed with exception:')
+                logger_task.error('-- Task failed with exception:')
                 logger_task.error(f'{e.__class__.__name__}: {e}', exc_info=e if self.verbose else None)
                 (success, has_translation_mask) = False, False
             finally:
@@ -168,7 +168,7 @@ async def server_process(main_loop, session, websocket, task):
                 result.finish_task.has_translation_mask = has_translation_mask
                 await websocket.send(result.SerializeToString())
                 await asyncio.sleep(0)
-                logger_task.info(f'-- Task finished')
+                logger_task.info('-- Task finished')
 
         async def async_server_thread(main_loop):
             from aiohttp import ClientSession, ClientTimeout
diff --git a/manga_translator/ocr/model_48px.py b/manga_translator/ocr/model_48px.py
index 029788af4..952ac63be 100644
--- a/manga_translator/ocr/model_48px.py
+++ b/manga_translator/ocr/model_48px.py
@@ -1,6 +1,6 @@
 
 import math
-from typing import Callable, List, Optional, Tuple, Union
+from typing import List, Optional
 from collections import defaultdict
 import os
 import shutil
@@ -20,7 +20,6 @@
 from .common import OfflineOCR
 from ..utils import TextBlock, Quadrilateral, chunks
 from ..utils.generic import AvgMeter
-from ..utils.bubble import is_ignore
 
 # Roformer with Xpos
 
diff --git a/manga_translator/ocr/model_manga_ocr.py b/manga_translator/ocr/model_manga_ocr.py
index 34f6146fb..981f35ddc 100644
--- a/manga_translator/ocr/model_manga_ocr.py
+++ b/manga_translator/ocr/model_manga_ocr.py
@@ -1,7 +1,6 @@
 import itertools
-import math
-from typing import Callable, List, Set, Optional, Tuple, Union
-from collections import defaultdict, Counter
+from typing import List, Set, Tuple
+from collections import Counter
 import os
 import shutil
 import cv2
diff --git a/manga_translator/ocr/xpos_relative_position.py b/manga_translator/ocr/xpos_relative_position.py
index cf2d9a7cb..6eb5fa183 100644
--- a/manga_translator/ocr/xpos_relative_position.py
+++ b/manga_translator/ocr/xpos_relative_position.py
@@ -2,7 +2,6 @@
 # Licensed under The MIT License [see LICENSE for details]
 
 import einops
-import numpy as np
 import torch
 import torch.nn as nn
 
diff --git a/manga_translator/rendering/__init__.py b/manga_translator/rendering/__init__.py
index 520b45356..5e8c045e4 100644
--- a/manga_translator/rendering/__init__.py
+++ b/manga_translator/rendering/__init__.py
@@ -17,27 +17,36 @@
     rotate_polygons,
 )
 
-logger = get_logger('render')
+logger = get_logger("render")
+
 
 def parse_font_paths(path: str, default: List[str] = None) -> List[str]:
     if path:
-        parsed = path.split(',')
+        parsed = path.split(",")
         parsed = list(filter(lambda p: os.path.isfile(p), parsed))
     else:
         parsed = default or []
     return parsed
 
+
 def fg_bg_compare(fg, bg):
     fg_avg = np.mean(fg)
     if color_difference(fg, bg) < 30:
         bg = (255, 255, 255) if fg_avg <= 127 else (0, 0, 0)
     return fg, bg
 
-def resize_regions_to_font_size(img: np.ndarray, text_regions: List[TextBlock], font_size_fixed: int, font_size_offset: int, font_size_minimum: int):
+
+def resize_regions_to_font_size(
+    img: np.ndarray,
+    text_regions: List[TextBlock],
+    font_size_fixed: int,
+    font_size_offset: int,
+    font_size_minimum: int,
+):
     if font_size_minimum == -1:
         # Automatically determine font_size by image size
         font_size_minimum = round((img.shape[0] + img.shape[1]) / 200)
-    logger.debug(f'font_size_minimum {font_size_minimum}')
+    logger.debug(f"font_size_minimum {font_size_minimum}")
 
     dst_points_list = []
     for region in text_regions:
@@ -75,7 +84,9 @@ def resize_regions_to_font_size(img: np.ndarray, text_regions: List[TextBlock],
             poly = Polygon(region.unrotated_min_rect[0])
             poly = affinity.scale(poly, xfact=target_scale, yfact=target_scale)
             dst_points = np.array(poly.exterior.coords[:4])
-            dst_points = rotate_polygons(region.center, dst_points.reshape(1, -1), -region.angle).reshape(-1, 4, 2)
+            dst_points = rotate_polygons(
+                region.center, dst_points.reshape(1, -1), -region.angle
+            ).reshape(-1, 4, 2)
 
             # Clip to img width and height
             dst_points[..., 0] = dst_points[..., 0].clip(0, img.shape[1])
@@ -89,47 +100,49 @@ def resize_regions_to_font_size(img: np.ndarray, text_regions: List[TextBlock],
         dst_points_list.append(dst_points)
     return dst_points_list
 
+
 async def dispatch(
     img: np.ndarray,
     text_regions: List[TextBlock],
-    font_path: str = '',
+    font_path: str = "",
     font_size_fixed: int = None,
     font_size_offset: int = 0,
     font_size_minimum: int = 0,
     hyphenate: bool = True,
     render_mask: np.ndarray = None,
     line_spacing: int = None,
-    disable_font_border: bool = False
-    ) -> np.ndarray:
-
+    disable_font_border: bool = False,
+) -> np.ndarray:
     text_render.set_font(font_path)
     text_regions = list(filter(lambda region: region.translation, text_regions))
 
     # Resize regions that are too small
-    dst_points_list = resize_regions_to_font_size(img, text_regions, font_size_fixed, font_size_offset, font_size_minimum)
+    dst_points_list = resize_regions_to_font_size(
+        img, text_regions, font_size_fixed, font_size_offset, font_size_minimum
+    )
 
     # TODO: Maybe remove intersections
 
     # Render text
-    for region, dst_points in tqdm(zip(text_regions, dst_points_list), '[render]', total=len(text_regions)):
+    for region, dst_points in tqdm(
+        zip(text_regions, dst_points_list), "[render]", total=len(text_regions)
+    ):
         if render_mask is not None:
             # set render_mask to 1 for the region that is inside dst_points
             cv2.fillConvexPoly(render_mask, dst_points.astype(np.int32), 1)
-        img = render(img, region, dst_points, hyphenate, line_spacing, disable_font_border)
+        img = render(
+            img, region, dst_points, hyphenate, line_spacing, disable_font_border
+        )
     return img
 
+
 def render(
-    img,
-    region: TextBlock,
-    dst_points,
-    hyphenate,
-    line_spacing,
-    disable_font_border
+    img, region: TextBlock, dst_points, hyphenate, line_spacing, disable_font_border
 ):
     fg, bg = region.get_font_colors()
     fg, bg = fg_bg_compare(fg, bg)
 
-    if disable_font_border :
+    if disable_font_border:
         bg = None
 
     middle_pts = (dst_points[:, [1, 2, 3, 0]] + dst_points) / 2
@@ -144,7 +157,7 @@ def render(
             round(norm_h[0]),
             round(norm_v[0]),
             region.alignment,
-            region.direction == 'hr',
+            region.direction == "hr",
             fg,
             bg,
             region.target_lang,
@@ -168,30 +181,62 @@ def render(
     if r_temp > r_orig:
         h_ext = int(w / (2 * r_orig) - h / 2)
         box = np.zeros((h + h_ext * 2, w, 4), dtype=np.uint8)
-        box[h_ext:h + h_ext, 0:w] = temp_box
+        box[h_ext : h + h_ext, 0:w] = temp_box
     else:
         w_ext = int((h * r_orig - w) / 2)
         box = np.zeros((h, w + w_ext * 2, 4), dtype=np.uint8)
-        box[0:h, w_ext:w_ext+w] = temp_box
+        box[0:h, w_ext : w_ext + w] = temp_box
 
-    src_points = np.array([[0, 0], [box.shape[1], 0], [box.shape[1], box.shape[0]], [0, box.shape[0]]]).astype(np.float32)
-    #src_pts[:, 0] = np.clip(np.round(src_pts[:, 0]), 0, enlarged_w * 2)
-    #src_pts[:, 1] = np.clip(np.round(src_pts[:, 1]), 0, enlarged_h * 2)
+    src_points = np.array(
+        [[0, 0], [box.shape[1], 0], [box.shape[1], box.shape[0]], [0, box.shape[0]]]
+    ).astype(np.float32)
+    # src_pts[:, 0] = np.clip(np.round(src_pts[:, 0]), 0, enlarged_w * 2)
+    # src_pts[:, 1] = np.clip(np.round(src_pts[:, 1]), 0, enlarged_h * 2)
 
     M, _ = cv2.findHomography(src_points, dst_points, cv2.RANSAC, 5.0)
-    rgba_region = cv2.warpPerspective(box, M, (img.shape[1], img.shape[0]), flags=cv2.INTER_LINEAR, borderMode=cv2.BORDER_CONSTANT, borderValue=0)
+    rgba_region = cv2.warpPerspective(
+        box,
+        M,
+        (img.shape[1], img.shape[0]),
+        flags=cv2.INTER_LINEAR,
+        borderMode=cv2.BORDER_CONSTANT,
+        borderValue=0,
+    )
     x, y, w, h = cv2.boundingRect(dst_points.astype(np.int32))
-    canvas_region = rgba_region[y:y+h, x:x+w, :3]
-    mask_region = rgba_region[y:y+h, x:x+w, 3:4].astype(np.float32) / 255.0
-    img[y:y+h, x:x+w] = np.clip((img[y:y+h, x:x+w].astype(np.float32) * (1 - mask_region) + canvas_region.astype(np.float32) * mask_region), 0, 255).astype(np.uint8)
+    canvas_region = rgba_region[y : y + h, x : x + w, :3]
+    mask_region = rgba_region[y : y + h, x : x + w, 3:4].astype(np.float32) / 255.0
+    img[y : y + h, x : x + w] = np.clip(
+        (
+            img[y : y + h, x : x + w].astype(np.float32) * (1 - mask_region)
+            + canvas_region.astype(np.float32) * mask_region
+        ),
+        0,
+        255,
+    ).astype(np.uint8)
     return img
 
-async def dispatch_eng_render(img_canvas: np.ndarray, original_img: np.ndarray, text_regions: List[TextBlock], font_path: str = '', line_spacing: int = 0, disable_font_border: bool = False) -> np.ndarray:
+
+async def dispatch_eng_render(
+    img_canvas: np.ndarray,
+    original_img: np.ndarray,
+    text_regions: List[TextBlock],
+    font_path: str = "",
+    line_spacing: int = 0,
+    disable_font_border: bool = False,
+) -> np.ndarray:
     if len(text_regions) == 0:
         return img_canvas
 
     if not font_path:
-        font_path = os.path.join(BASE_PATH, 'fonts/comic shanns 2.ttf')
+        font_path = os.path.join(BASE_PATH, "fonts/comic shanns 2.ttf")
     text_render.set_font(font_path)
 
-    return render_textblock_list_eng(img_canvas, text_regions, line_spacing=line_spacing, size_tol=1.2, original_img=original_img, downscale_constraint=0.8,disable_font_border=disable_font_border)
+    return render_textblock_list_eng(
+        img_canvas,
+        text_regions,
+        line_spacing=line_spacing,
+        size_tol=1.2,
+        original_img=original_img,
+        downscale_constraint=0.8,
+        disable_font_border=disable_font_border,
+    )
diff --git a/manga_translator/rendering/text_render.py b/manga_translator/rendering/text_render.py
index 64eebe632..7c07865f6 100644
--- a/manga_translator/rendering/text_render.py
+++ b/manga_translator/rendering/text_render.py
@@ -10,7 +10,7 @@
 from hyphen.dictools import LANGUAGES as HYPHENATOR_LANGUAGES
 from langcodes import standardize_tag
 
-from ..utils import BASE_PATH, is_punctuation, is_whitespace
+from ..utils import MODULE_PATH, is_punctuation
 
 try:
     HYPHENATOR_LANGUAGES.remove('fr')
@@ -150,9 +150,9 @@ def add_color(bw_char_map, color, stroke_char_map, stroke_color):
     return bg#, alpha_char_map
 
 FALLBACK_FONTS = [
-    os.path.join(BASE_PATH, 'fonts/Arial-Unicode-Regular.ttf'),
-    os.path.join(BASE_PATH, 'fonts/msyh.ttc'),
-    os.path.join(BASE_PATH, 'fonts/msgothic.ttc'),
+    os.path.join(MODULE_PATH, 'fonts/Arial-Unicode-Regular.ttf'),
+    os.path.join(MODULE_PATH, 'fonts/msyh.ttc'),
+    os.path.join(MODULE_PATH, 'fonts/msgothic.ttc'),
 ]
 FONT_SELECTION: List[freetype.Face] = []
 font_cache = {}
diff --git a/manga_translator/translators/google.py b/manga_translator/translators/google.py
index ef55894a3..3181254a9 100644
--- a/manga_translator/translators/google.py
+++ b/manga_translator/translators/google.py
@@ -5,7 +5,6 @@
 You can translate text using this module.
 """
 import random
-import typing
 import time
 import json
 import urllib
@@ -25,7 +24,7 @@
     DEFAULT_USER_AGENT, LANGCODES, LANGUAGES, SPECIAL_CASES,
     DEFAULT_RAISE_EXCEPTION, DUMMY_DATA
 )
-from googletrans.models import Translated, Detected, TranslatedPart
+from googletrans.models import Translated, Detected
 
 from .common import CommonTranslator
 from .keys import OPENAI_HTTP_PROXY
diff --git a/manga_translator/translators/nllb.py b/manga_translator/translators/nllb.py
index 547257eba..0f4da4dfb 100644
--- a/manga_translator/translators/nllb.py
+++ b/manga_translator/translators/nllb.py
@@ -113,7 +113,7 @@ def _translate_sentence(self, from_lang: str, to_lang: str, query: str) -> str:
         return result
 
     def _map_detected_lang_to_translator(self, lang):
-        if not lang in ISO_639_1_TO_FLORES_200:
+        if lang not in ISO_639_1_TO_FLORES_200:
             return None
 
         return ISO_639_1_TO_FLORES_200[lang]
diff --git a/manga_translator/translators/papago.py b/manga_translator/translators/papago.py
index 73fb3edfa..c9c3896f8 100644
--- a/manga_translator/translators/papago.py
+++ b/manga_translator/translators/papago.py
@@ -2,7 +2,8 @@
 # -*- coding: utf-8 -*-
 from functools import cached_property
 import uuid
-import hmac, base64
+import hmac
+import base64
 import aiohttp
 import time
 import requests
diff --git a/manga_translator/translators/sakura.py b/manga_translator/translators/sakura.py
index b2085b8ff..fc7aa3db4 100644
--- a/manga_translator/translators/sakura.py
+++ b/manga_translator/translators/sakura.py
@@ -1,13 +1,12 @@
 import re
 import os
-from venv import logger
 
 try:
     import openai
 except ImportError:
     openai = None
 import asyncio
-from typing import List, Dict, Callable, Tuple
+from typing import List, Callable, Tuple
 
 from .common import CommonTranslator
 from .keys import SAKURA_API_BASE, SAKURA_VERSION, SAKURA_DICT_PATH
diff --git a/manga_translator/translators/youdao.py b/manga_translator/translators/youdao.py
index ba51449af..f1862a982 100644
--- a/manga_translator/translators/youdao.py
+++ b/manga_translator/translators/youdao.py
@@ -4,7 +4,6 @@
 import hashlib
 import time
 import aiohttp
-import time
 
 from .common import CommonTranslator, InvalidServerResponse, MissingAPIKeyException
 from .keys import YOUDAO_APP_KEY, YOUDAO_SECRET_KEY
diff --git a/manga_translator/upscaling/esrgan.py b/manga_translator/upscaling/esrgan.py
index a5a7cb3c7..7c448025a 100644
--- a/manga_translator/upscaling/esrgan.py
+++ b/manga_translator/upscaling/esrgan.py
@@ -75,7 +75,7 @@ async def _infer(self, image_batch: List[Image.Image], upscale_ratio: float) ->
             self._run_esrgan_executable(in_dir, out_dir, upscale_ratio, 0)
         except Exception:
             # Maybe throw exception instead
-            self.logger.warn(f'Process returned non-zero exit status. Skipping upscaling.')
+            self.logger.warn('Process returned non-zero exit status. Skipping upscaling.')
             return image_batch
 
         output_batch = []
diff --git a/manga_translator/upscaling/esrgan_pytorch.py b/manga_translator/upscaling/esrgan_pytorch.py
index 4ff5d9356..38bf1e8b3 100644
--- a/manga_translator/upscaling/esrgan_pytorch.py
+++ b/manga_translator/upscaling/esrgan_pytorch.py
@@ -1,11 +1,6 @@
 import os
-import re
-import subprocess
-import tempfile
 import shutil
 import einops
-import tqdm
-from sys import platform
 from typing import List
 from PIL import Image
 
@@ -13,7 +8,6 @@
 
 from collections import OrderedDict
 import math
-import functools
 import torch
 import torch.nn as nn
 import torch.nn.functional as F
diff --git a/manga_translator/upscaling/waifu2x.py b/manga_translator/upscaling/waifu2x.py
index 5c654b3cb..ed5649e27 100644
--- a/manga_translator/upscaling/waifu2x.py
+++ b/manga_translator/upscaling/waifu2x.py
@@ -76,7 +76,7 @@ async def _infer(self, image_batch: List[Image.Image], upscale_ratio: float) ->
             self._run_waifu2x_executable(in_dir, out_dir, upscale_ratio, 0)
         except Exception:
             # Maybe throw exception instead
-            self.logger.warn(f'Process returned non-zero exit status. Skipping upscaling.')
+            self.logger.warn('Process returned non-zero exit status. Skipping upscaling.')
             return image_batch
 
         output_batch = []
diff --git a/manga_translator/utils/generic.py b/manga_translator/utils/generic.py
index 785eb135d..74a58657a 100644
--- a/manga_translator/utils/generic.py
+++ b/manga_translator/utils/generic.py
@@ -1012,7 +1012,7 @@ def _patch2batches(patch_lst: List[np.ndarray], p_num: int, transpose: bool):
         return None, None
 
     if verbose:
-        print(f'Input image will be rearranged to square batches before fed into network.\
+        print('Input image will be rearranged to square batches before fed into network.\
             \n Rearranged batches will be saved to result/rearrange_%d.png')
 
     if transpose:
diff --git a/manga_translator/utils/inference.py b/manga_translator/utils/inference.py
index 86c8e8d74..9655761b8 100644
--- a/manga_translator/utils/inference.py
+++ b/manga_translator/utils/inference.py
@@ -219,7 +219,7 @@ async def _download(self):
 
             if is_archive:
                 extracted_path = os.path.join(os.path.dirname(download_path), 'extracted')
-                print(f' -- Extracting files')
+                print(' -- Extracting files')
                 shutil.unpack_archive(download_path, extracted_path)
 
                 def get_real_archive_files():
diff --git a/pyproject.toml b/pyproject.toml
index e2f4f52de..93161b583 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,29 +1,173 @@
-[project]
-name = "manga-image-translator"
-version = "0.1.0"
-description = ""
-authors = []
-readme = "README.md"
-requires-python = ">=3.10 <3.12"
-license = "LICENSE"
-
-[tool.isort]
-profile = 'black'
-multi_line_output = 3
-line_length = 100
-py_version = 310
-
-
-[tool.pylint]
-disable = """
-C,R,W,
-c-extension-no-member
-"""
-additional-builtins = "display"
-output-format = "colorized"
-generated-members = ["torch.*", "cv2.*"]
-
-[tool.pytest.ini_options]
-addopts = "-ra -v -p no:faulthandler"
-minversion = "6.0"
-testpaths = ["test"]
+[project]
+name = "manga-image-translator"
+version = "0.1.0"
+description = ""
+authors = []
+readme = "README.md"
+requires-python = ">=3.11"
+license = { file="./LICENSE"}
+dependencies = [
+    "accelerate==1.2.0",
+    "aiofiles==24.1.0",
+    "aiohappyeyeballs==2.4.4",
+    "aiohttp==3.11.10",
+    "aioshutil==1.5",
+    "aiosignal==1.3.1",
+    "annotated-types==0.7.0",
+    "antlr4-python3-runtime==4.9.3",
+    "anyio==4.7.0",
+    "appdirs==1.4.4",
+    "arabic-reshaper==3.0.0",
+    "attrs==24.2.0",
+    "backports-cached-property==1.0.2",
+    "bitsandbytes==0.45.0",
+    "certifi==2024.8.30",
+    "cffi==1.17.1",
+    "charset-normalizer==3.4.0",
+    "click==8.1.7",
+    "colorama==0.4.6",
+    "coloredlogs==15.0.1",
+    "cryptography==44.0.0",
+    "ctranslate2==4.5.0",
+    "cython==3.0.11",
+    "deepl==1.20.0",
+    "distro==1.9.0",
+    "editdistance==0.8.1",
+    "einops==0.8.0",
+    "fastapi==0.115.6",
+    "filelock==3.16.1",
+    "fire==0.7.0",
+    "flatbuffers==24.3.25",
+    "freetype-py==2.5.1",
+    "frozenlist==1.5.0",
+    "fsspec==2024.10.0",
+    "ftfy==6.3.1",
+    "fugashi==1.4.0",
+    "groq==0.13.0",
+    "h11==0.14.0",
+    "httpcore==1.0.7",
+    "httpx==0.27.2",
+    "huggingface-hub==0.26.5",
+    "humanfriendly==10.0",
+    "idna==3.10",
+    "imagehash==4.3.1",
+    "imageio==2.36.1",
+    "jaconv==0.4.0",
+    "jinja2==3.1.4",
+    "kornia-rs==0.1.7",
+    "kornia==0.7.4",
+    "langcodes==3.5.0",
+    "langdetect==1.0.9",
+    "language-data==1.3.0",
+    "lazy-loader==0.4",
+    "loguru==0.7.3",
+    "manga-ocr==0.1.13",
+    "marisa-trie==1.2.1",
+    "markupsafe==3.0.2",
+    "marshmallow==3.23.1",
+    "mpmath==1.3.0",
+    "multidict==6.1.0",
+    "nest-asyncio==1.6.0",
+    "networkx==3.4.2",
+    "numpy==1.26.4",
+    "omegaconf==2.3.0",
+    "onnxruntime==1.20.1",
+    "open-clip-torch==2.29.0",
+    "openai==1.35.9",
+    "opencv-python==4.10.0.84",
+    "packaging==24.2",
+    "pandas==2.2.3",
+    "pillow==11.0.0",
+    "propcache==0.2.1",
+    "protobuf==5.29.1",
+    "psutil==6.1.0",
+    "py3langid==0.2.2",
+    "pyclipper==1.3.0.post6",
+    "pycparser==2.22",
+    "pydantic-core==2.27.1",
+    "pydantic==2.10.3",
+    "pydensecrf@https://github.com/lucasb-eyer/pydensecrf/archive/refs/heads/master.zip",
+    "pyhyphen==4.0.4",
+    "pyperclip==1.9.0",
+    "pyreadline3==3.5.4",
+    "python-dateutil==2.9.0.post0",
+    "python-dotenv==1.0.1",
+    "python-multipart==0.0.19",
+    "pytz==2024.2",
+    "pywavelets==1.8.0",
+    "pyyaml==6.0.2",
+    "regex==2024.11.6",
+    "requests==2.32.3",
+    "safetensors==0.4.5",
+    "scikit-image==0.24.0",
+    "scipy==1.14.1",
+    "sentencepiece==0.2.0",
+    "setuptools==75.6.0",
+    "shapely==2.0.6",
+    "six==1.17.0",
+    "sniffio==1.3.1",
+    "starlette==0.41.3",
+    "sympy==1.13.1",
+    "tensorboardx==2.6.2.2",
+    "termcolor==2.5.0",
+    "tifffile==2024.9.20",
+    "timm==1.0.12",
+    "tokenizers==0.21.0",
+    "torch-summary==1.4.5",
+    "torch@https://download.pytorch.org/whl/cu124/torch-2.5.1%2Bcu124-cp311-cp311-win_amd64.whl",
+    "torchaudio@https://download.pytorch.org/whl/cu124/torchaudio-2.5.1%2Bcu124-cp311-cp311-win_amd64.whl",
+    "torchvision@https://download.pytorch.org/whl/cu124/torchvision-0.20.1%2Bcu124-cp311-cp311-win_amd64.whl",
+    "tqdm==4.67.1",
+    "transformers==4.47.0",
+    "typing-extensions==4.12.2",
+    "tzdata==2024.2",
+    "unidic-lite==1.0.8",
+    "urllib3==2.2.3",
+    "uvicorn==0.32.1",
+    "wcwidth==0.2.13",
+    "websockets==14.1",
+    "wheel==0.45.1",
+    "win32-setctime==1.2.0",
+    "yarl==1.18.3",
+]
+
+[build-system]
+requires = ["setuptools"]
+build-backend = "setuptools.build_meta"
+
+[tool.isort]
+profile = 'black'
+multi_line_output = 3
+line_length = 100
+py_version = 310
+
+[tool.setuptools]
+
+packages = [
+ "manga_translator",
+]
+
+package-dir = {"manga_translator"="manga_translator", ""="manga_translator"}
+package-data = {"manga_translator"=["fonts/*.ttf", "fonts/*.ttc"]}
+
+[find]
+where = ["manga_translator"]
+include = ["manga_translator*"]
+namespaces = false
+
+[project.scripts]
+manga_translator = "manga_translator.__main__:main"
+
+[tool.pylint]
+disable = """
+C,R,W,
+c-extension-no-member
+"""
+additional-builtins = "display"
+output-format = "colorized"
+generated-members = ["torch.*", "cv2.*"]
+
+[tool.pytest.ini_options]
+addopts = "-ra -v -p no:faulthandler"
+minversion = "6.0"
+testpaths = ["test"]
diff --git a/requirements.txt b/requirements.txt
index e8a1ba7a5..96a1e41dd 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,56 +1,122 @@
-networkx
-torch
-groq
-torchvision
-torch-summary
-einops
-scikit-image
-opencv-python
-pyclipper
-shapely
-requests
-cryptography
-freetype-py
-aiohttp
-tqdm
-deepl
-ImageHash
-kornia
-backports.cached-property
-huggingface_hub
-transformers
-py3langid==0.2.2
-sentencepiece
-editdistance
+accelerate==1.2.0
+aiofiles==24.1.0
+aiohappyeyeballs==2.4.4
+aiohttp==3.11.10
+aioshutil==1.5
+aiosignal==1.3.1
+annotated-types==0.7.0
+antlr4-python3-runtime==4.9.3
+anyio==4.7.0
+appdirs==1.4.4
+arabic-reshaper==3.0.0
+attrs==24.2.0
+backports-cached-property==1.0.2
+bitsandbytes==0.45.0
+certifi==2024.8.30
+cffi==1.17.1
+charset-normalizer==3.4.0
+click==8.1.7
+colorama==0.4.6
+coloredlogs==15.0.1
+cryptography==44.0.0
+ctranslate2==4.5.0
+cython==3.0.11
+deepl==1.20.0
+distro==1.9.0
+editdistance==0.8.1
+einops==0.8.0
+fastapi==0.115.6
+filelock==3.16.1
+fire==0.7.0
+flatbuffers==24.3.25
+freetype-py==2.5.1
+frozenlist==1.5.0
+fsspec==2024.10.0
+ftfy==6.3.1
+fugashi==1.4.0
+groq==0.13.0
+h11==0.14.0
+httpcore==1.0.7
+httpx==0.27.2
+huggingface-hub==0.26.5
+humanfriendly==10.0
+idna==3.10
+imagehash==4.3.1
+imageio==2.36.1
+jaconv==0.4.0
+jinja2==3.1.4
+kornia==0.7.4
+kornia-rs==0.1.7
+langcodes==3.5.0
+langdetect==1.0.9
+language-data==1.3.0
+lazy-loader==0.4
+loguru==0.7.3
+manga-ocr==0.1.13
+marisa-trie==1.2.1
+markupsafe==3.0.2
+marshmallow==3.23.1
+mpmath==1.3.0
+multidict==6.1.0
+nest-asyncio==1.6.0
+networkx==3.4.2
 numpy==1.26.4
-tensorboardX
-websockets
-protobuf
-ctranslate2
-colorama
+omegaconf==2.3.0
+onnxruntime==1.20.1
+open-clip-torch==2.29.0
 openai==1.35.9
-httpx==0.27.2 # stop before blocking change in 0.28.0
-open_clip_torch
-safetensors
-pandas
-onnxruntime
-timm
-omegaconf
-python-dotenv
-nest-asyncio
-marshmallow
-cython
-aioshutil
-aiofiles
-arabic-reshaper
-pyhyphen
-langcodes
-manga-ocr
-langdetect
-pydensecrf@https://github.com/lucasb-eyer/pydensecrf/archive/refs/heads/master.zip
-accelerate
-bitsandbytes
-uvicorn
-fastapi
-pydantic
-python-multipart
+opencv-python==4.10.0.84
+packaging==24.2
+pandas==2.2.3
+pillow==11.0.0
+propcache==0.2.1
+protobuf==5.29.1
+psutil==6.1.0
+py3langid==0.2.2
+pyclipper==1.3.0.post6
+pycparser==2.22
+pydantic==2.10.3
+pydantic-core==2.27.1
+pydensecrf @ https://github.com/lucasb-eyer/pydensecrf/archive/refs/heads/master.zip
+pyhyphen==4.0.4
+pyperclip==1.9.0
+pyreadline3==3.5.4
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+python-multipart==0.0.19
+pytz==2024.2
+pywavelets==1.8.0
+pyyaml==6.0.2
+regex==2024.11.6
+requests==2.32.3
+safetensors==0.4.5
+scikit-image==0.24.0
+scipy==1.14.1
+sentencepiece==0.2.0
+setuptools==75.6.0
+shapely==2.0.6
+six==1.17.0
+sniffio==1.3.1
+starlette==0.41.3
+sympy==1.13.1
+tensorboardx==2.6.2.2
+termcolor==2.5.0
+tifffile==2024.9.20
+timm==1.0.12
+tokenizers==0.21.0
+torch==2.5.1+cu124
+torch-summary==1.4.5
+torchaudio==2.5.1+cu124
+torchvision==0.20.1
+tqdm==4.67.1
+transformers==4.47.0
+typing-extensions==4.12.2
+tzdata==2024.2
+unidic-lite==1.0.8
+urllib3==2.2.3
+uvicorn==0.32.1
+wcwidth==0.2.13
+websockets==14.1
+wheel==0.45.1
+win32-setctime==1.2.0
+yarl==1.18.3
diff --git a/test/test_render.py b/test/test_render.py
index dee6e233f..d1ddb126c 100644
--- a/test/test_render.py
+++ b/test/test_render.py
@@ -1,10 +1,9 @@
 import os
-import sys
 import cv2
 import pytest
 import numpy as np
 
-from manga_translator.rendering import dispatch as dispatch_rendering, dispatch_eng_render
+from manga_translator.rendering import dispatch as dispatch_rendering
 from manga_translator.utils import (
     TextBlock,
     visualize_textblocks,
diff --git a/training/ocr/test_ctc.py b/training/ocr/test_ctc.py
index 3b10d4e51..ba989d754 100644
--- a/training/ocr/test_ctc.py
+++ b/training/ocr/test_ctc.py
@@ -5,7 +5,6 @@
 
 import numpy as np
 
-import torch.nn.functional as F
 from torch.autograd import gradcheck
 
 custom_ctc_f = custom_ctc.CustomCTCLossFunction.apply
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 000000000..924655ad0
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,2711 @@
+version = 1
+requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version < '3.12' and platform_system == 'Darwin'",
+    "python_full_version < '3.12' and platform_machine == 'aarch64' and platform_system == 'Linux'",
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+    "python_full_version >= '3.12' and platform_system == 'Darwin'",
+    "python_full_version >= '3.12' and platform_machine == 'aarch64' and platform_system == 'Linux'",
+    "(python_full_version >= '3.12' and platform_machine != 'aarch64' and platform_system != 'Darwin') or (python_full_version >= '3.12' and platform_system != 'Darwin' and platform_system != 'Linux')",
+]
+
+[[package]]
+name = "accelerate"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "psutil" },
+    { name = "pyyaml" },
+    { name = "safetensors" },
+    { name = "torch" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d5/8e/a9827d6df00381f4815ddf84d79bb089783a569e29665e4cf03e808ddebc/accelerate-1.2.0.tar.gz", hash = "sha256:4187a9dea21101255ada3a1974532585feeb6ca8b681693dba362d6d25e85ef2", size = 341495 }
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