Training a U-Net to Segment SEM Images¶
To measure particles in an image, we first need to know which pixels belong to them. Segmentation assigns every pixel a class, here foreground (particle) or background. A U-Net learns this from example images whose correct masks were drawn by hand.
This notebook trains a U-Net on the TiO₂ SEM dataset (TiO2_EM) with a single call, spice.segmentation.train_unet(), and then checks how well it works on test images it has never seen.
JuSPICE Modules and Classes¶
juspice.io:load_data,save_datajuspice.segmentation_module:UNetSegmentationAccessor(viaspice.segmentation)juspice.synth_data_module:ConfigLoaderjuspice.tracking:Tracker
[1]:
from juspice.tracking import Tracker
tracker = Tracker(include_metadata=True, notes='Segmentation with UNet')
tracker.recording_start()
/Users/amir/GIT_repositories/juspice_pre_release/venvs/.venv/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html
from .autonotebook import tqdm as notebook_tqdm
[2]:
# --------- Block 0: Setup ----------
# Standard library
from pathlib import Path
import sys
import os
import json
import logging
# Third-party
import numpy as np
import matplotlib.pyplot as plt
try:
import torch
_torch_available = True
except ImportError:
torch = None
_torch_available = False
print("WARNING: torch is not installed. Device selection will default to 'cpu'.")
# JuSPICE
from juspice.io import load_data, save_data
from juspice.synth_data_module import ConfigLoader
# Paths
try:
notebook_dir = Path(__file__).resolve().parent
except Exception:
notebook_dir = Path.cwd()
cur = notebook_dir
repo_root = None
for _ in range(6):
if (cur / 'juspice').exists() or (cur / 'pyproject.toml').exists():
repo_root = cur
break
if cur.parent == cur:
break
cur = cur.parent
if repo_root is None:
repo_root = notebook_dir
if str(repo_root) not in sys.path:
sys.path.insert(0, str(repo_root))
[3]:
tracker.recording_stop()
Settings¶
We choose a device and set the training parameters: 20 epochs (passes through the training data), the learning rate, the batch size, and the image size used by the network.
[4]:
tracker.recording_start()
[5]:
# --------- Block 1: Config and hyperparameters ----------
_mps_available = (
torch is not None
and hasattr(torch.backends, 'mps')
and torch.backends.mps.is_available()
)
if torch is not None and torch.cuda.is_available():
device = 'cuda'
elif _mps_available:
device = 'mps'
else:
device = 'cpu'
logging.info(f'Using device: {device}')
config_path = os.path.join(repo_root, 'notebooks', 'notebooks_parameters.yaml')
config = ConfigLoader(config_path)
epochs_max = 20
adam_lr = 2e-4
eta_min = 1e-5
batch_size = 8
input_image_reshape = (320, 320)
foreground_class = 1
20:08:2026 18:22:42 - Using device: mps
[6]:
tracker.recording_stop()
How the model works¶
U-Net (Ronneberger et al., 2015) [17] has two halves. The encoder shrinks the image step by step and learns what is in it; the decoder enlarges it again to recover where things are. Skip connections pass fine detail from the encoder directly to the decoder, which keeps boundaries sharp.
The encoder is a ResNet-34 [39] pretrained on everyday photos (ImageNet [40]); the model is built with segmentation_models_pytorch [18]. Basic features such as edges and textures transfer reasonably well to microscopy, so less training data is needed.
Dice loss [43] measures the overlap between the predicted mask P and the true mask G:
\[D = \frac{2|P \cap G|}{|P| + |G|}, \qquad \text{Dice loss} = 1 - D\]
D is 1 for a perfect match and 0 for no overlap. Because it only looks at the foreground, it is less affected than pixel-wise cross-entropy when particles cover only a small part of the image.
Reading the loss curves: both training and validation loss should decrease and level off together. If only the training loss keeps falling, the model is memorising the training images (overfitting). The learning rate is lowered gradually from adam_lr to eta_min (cosine annealing [44]), which helps training settle at the end.
Test score: after training, the model is scored on separate test images with the intersection over union, IoU = |P ∩ G| / |P ∪ G|. Like Dice, it is 1 for a perfect match, but it penalises errors more strongly.
[7]:
tracker.recording_start()
[8]:
# --------- Block 2: Train via spice.segmentation.train_unet() ----------
sem_params = config.get_dataset_params('TiO2_EM')
x_train_dir = os.path.join(repo_root, sem_params['training_images_dir'])
y_train_dir = os.path.join(repo_root, sem_params['training_masks_dir'])
x_val_dir = os.path.join(repo_root, sem_params['val_images'])
y_val_dir = os.path.join(repo_root, sem_params['val_masks'])
x_test_dir = os.path.join(repo_root, sem_params['test_images'])
y_test_dir = os.path.join(repo_root, sem_params['test_masks'])
# Load one training image as the SPICEData entry point / history anchor —
# spice.segmentation.train_unet() produces a brand-new dataset rather than
# transforming this image, but the returned SPICEData shares this object's
# history lineage for full provenance tracking.
train_files = sorted(
f
for f in os.listdir(x_train_dir)
if f.lower().endswith(('.jpeg', '.jpg', '.png', '.tif', '.tiff'))
)
# `spice` is just a variable name for the SPICEData instance load_data()
# returns here — any name would work; we use `spice` throughout these
# notebooks as an intuitive nod to JuSPICE / SPICEData.
spice = load_data(os.path.join(x_train_dir, train_files[0]))
# train_unet() combines Dataset construction, DataLoader setup, model
# initialization, training (cosine-annealing LR), and optional test-set
# evaluation into a single call — analogous to spice.synth_generation.generate().
seg_spice = spice.segmentation.train_unet(
train_images_dir=x_train_dir,
train_masks_dir=y_train_dir,
val_images_dir=x_val_dir,
val_masks_dir=y_val_dir,
test_images_dir=x_test_dir,
test_masks_dir=y_test_dir,
arch='Unet',
encoder_name='resnet34',
epochs=epochs_max,
batch_size=batch_size,
input_image_reshape=input_image_reshape,
learning_rate=adam_lr,
eta_min=eta_min,
device=device,
loss_fn_name='DiceLoss',
)
print(
f'seg_spice.data.shape: {seg_spice.data.shape} '
f'(epochs × [train_loss, val_loss])'
)
print(f'final train loss: {seg_spice.metadata["final_train_loss"]:.4f}')
print(f'final val loss: {seg_spice.metadata["final_val_loss"]:.4f}')
if seg_spice.metadata.get("test_loss") is not None:
print(f'test loss: {seg_spice.metadata["test_loss"]:.4f}')
print(f'test IoU: {seg_spice.metadata["test_iou"]:.4f}')
plt.figure()
plt.plot(seg_spice.data[:, 0], label='train')
plt.plot(seg_spice.data[:, 1], label='val')
plt.xlabel('epoch')
plt.ylabel('loss')
plt.legend()
plt.title('UNet Training Loss')
plt.show()
[ WARN:0@4.851] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.851] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.851] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@4.869] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.869] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.869] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@4.874] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.874] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.874] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@4.878] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.878] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.878] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@4.882] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.882] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.882] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@4.885] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.885] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.886] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@4.890] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.890] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.890] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@4.894] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.894] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.894] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@4.895] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@4.895] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@4.896] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:01, 1.65it/s][ WARN:0@5.473] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.473] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.473] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.477] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.477] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.477] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.481] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.481] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.481] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.485] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.485] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.485] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.489] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.489] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.489] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.493] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.493] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.493] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.497] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.497] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.497] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.501] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.501] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.501] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 2.82it/s][ WARN:0@5.652] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.652] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.653] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.662] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.662] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.662] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.666] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.666] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.666] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.671] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.671] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.671] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.675] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.675] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.675] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.679] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.679] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.680] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.684] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.684] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.684] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 3.63it/s][ WARN:0@5.833] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.833] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.834] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.838] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.838] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.839] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.842] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.842] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.842] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.846] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.846] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.846] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@5.850] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.850] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.850] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@5.854] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@5.854] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@5.854] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:01<00:00, 3.28it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@6.089] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.089] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.089] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.093] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.093] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.094] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.097] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.097] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.097] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.101] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.104] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.104] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.104] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 12.74it/s]
20:08:2026 18:22:43 - Epoch 1/20, Training Loss: 0.81, Validation Loss: 0.79
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@6.169] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.169] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.169] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.170] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.170] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.170] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.172] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.172] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.172] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.173] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.173] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.173] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.175] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.175] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.175] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.176] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.176] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.176] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.178] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.178] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.178] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.179] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.179] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.179] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.37it/s][ WARN:0@6.326] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.326] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.326] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.328] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.328] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.328] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.330] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.330] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.330] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.332] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.332] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.332] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.333] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.333] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.333] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.335] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.335] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.335] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.336] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.336] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.336] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.32it/s][ WARN:0@6.485] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.485] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.485] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.487] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.487] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.487] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.488] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.488] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.488] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.490] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.490] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.490] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.491] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.491] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.491] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.492] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.492] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.492] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.494] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.494] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.494] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.495] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.495] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.495] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.35it/s][ WARN:0@6.642] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.642] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.642] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.643] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.643] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.643] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.645] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.645] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.645] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.646] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.646] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.646] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.648] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.648] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.648] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.649] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.649] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.649] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.70it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@6.767] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.767] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.767] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.768] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.768] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.768] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.769] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.769] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.769] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.771] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.771] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.771] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.772] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.772] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.772] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.31it/s]
20:08:2026 18:22:44 - Epoch 2/20, Training Loss: 0.75, Validation Loss: 0.76
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@6.804] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.804] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.804] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.806] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.806] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.806] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.807] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.807] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.807] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.808] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.808] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.809] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.810] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.810] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.810] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.814] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.814] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.814] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.39it/s][ WARN:0@6.961] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.961] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.961] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.962] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.962] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.962] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.964] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.964] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.964] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.965] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.965] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.965] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.967] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.967] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.967] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.968] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.968] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.968] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@6.970] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.970] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.970] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@6.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@6.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@6.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.37it/s][ WARN:0@7.118] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.118] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.118] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.120] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.120] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.120] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.121] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.121] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.121] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.123] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.123] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.123] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.124] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.124] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.124] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.125] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.125] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.125] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.127] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.127] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.127] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.128] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.128] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.128] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.36it/s][ WARN:0@7.276] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.276] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.276] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.277] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.277] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.277] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.279] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.279] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.279] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.280] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.280] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.280] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.282] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.282] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.282] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.283] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.283] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.283] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.72it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@7.400] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.400] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.400] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.401] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.401] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.401] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.403] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.403] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.403] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.404] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.404] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.404] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.406] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.406] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.406] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.88it/s]
20:08:2026 18:22:45 - Epoch 3/20, Training Loss: 0.72, Validation Loss: 0.75
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@7.437] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.437] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.437] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.438] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.438] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.439] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.440] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.440] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.440] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.441] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.441] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.441] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.443] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.443] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.443] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.444] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.444] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.444] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.446] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.446] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.446] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.447] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.447] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.447] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.36it/s][ WARN:0@7.594] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.594] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.594] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.596] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.596] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.596] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.597] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.597] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.597] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.599] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.599] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.599] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.600] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.600] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.600] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.602] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.602] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.602] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.603] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.603] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.603] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.604] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.604] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.604] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.38it/s][ WARN:0@7.751] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.751] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.751] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.752] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.752] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.752] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.754] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.754] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.754] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.755] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.755] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.755] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.756] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.756] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.756] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.758] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.758] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.758] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.759] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.759] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.759] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.761] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.761] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.761] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.38it/s][ WARN:0@7.907] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.907] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.907] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.909] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.909] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.909] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.910] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.910] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.910] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@7.912] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.912] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.912] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.913] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.913] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.913] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@7.915] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@7.915] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@7.915] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.73it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@8.032] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.032] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.032] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.034] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.034] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.034] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.035] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.035] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.035] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.036] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.036] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.036] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.038] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.038] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.038] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.76it/s]
20:08:2026 18:22:45 - Epoch 4/20, Training Loss: 0.70, Validation Loss: 0.74
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@8.069] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.069] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.069] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.071] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.071] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.071] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.072] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.072] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.072] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.074] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.074] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.074] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.075] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.075] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.075] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.076] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.076] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.076] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.078] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.078] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.078] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.079] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.079] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.079] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.40it/s][ WARN:0@8.226] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.226] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.226] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.227] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.227] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.227] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.229] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.229] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.229] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.230] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.230] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.230] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.232] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.232] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.232] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.233] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.233] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.233] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.235] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.235] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.235] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.236] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.236] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.236] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.38it/s][ WARN:0@8.383] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.383] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.383] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.384] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.384] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.384] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.386] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.386] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.386] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.387] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.387] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.387] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.389] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.389] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.389] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.390] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.390] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.390] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.392] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.392] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.392] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.393] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.393] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.393] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.38it/s][ WARN:0@8.539] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.539] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.539] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.541] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.541] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.541] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.542] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.542] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.542] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.544] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.544] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.544] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.545] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.545] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.545] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.547] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.547] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.547] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.74it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@8.664] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.664] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.664] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.665] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.665] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.665] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.667] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.667] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.667] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.668] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.668] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.668] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.669] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.669] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.669] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 28.17it/s]
20:08:2026 18:22:46 - Epoch 5/20, Training Loss: 0.68, Validation Loss: 0.73
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@8.700] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.700] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.700] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.702] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.702] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.702] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.703] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.703] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.703] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.705] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.705] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.705] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.706] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.706] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.706] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.708] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.708] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.708] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.709] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.709] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.709] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.710] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.710] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.710] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.39it/s][ WARN:0@8.857] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.857] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.857] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.859] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.859] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.859] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.860] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.860] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.860] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.862] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.862] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.862] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@8.863] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.863] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.863] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.865] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.865] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.865] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.866] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.866] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.866] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@8.867] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@8.867] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@8.867] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.39it/s][ WARN:0@9.014] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.014] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.014] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.015] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.015] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.015] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.017] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.017] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.017] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.018] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.018] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.018] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.020] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.020] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.020] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.021] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.021] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.021] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.022] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.022] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.022] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.024] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.024] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.024] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.39it/s][ WARN:0@9.170] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.170] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.170] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.172] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.172] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.172] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.174] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.174] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.174] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.176] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.176] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.176] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.178] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.178] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.178] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.179] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.179] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.179] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.70it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@9.298] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.298] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.298] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.300] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.300] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.300] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.302] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.302] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.302] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.303] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.303] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.303] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.06it/s]
20:08:2026 18:22:47 - Epoch 6/20, Training Loss: 0.67, Validation Loss: 0.71
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@9.336] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.336] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.336] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.339] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.339] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.339] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.341] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.341] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.341] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.342] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.342] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.342] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.343] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.343] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.343] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.345] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.345] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.345] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.346] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.346] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.346] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.39it/s][ WARN:0@9.493] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.493] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.493] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.494] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.494] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.495] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.496] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.496] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.496] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.497] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.497] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.497] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.499] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.499] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.499] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.500] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.500] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.500] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.502] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.502] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.502] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.503] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.503] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.503] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.40it/s][ WARN:0@9.649] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.649] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.649] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.651] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.651] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.651] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.652] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.652] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.652] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.654] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.654] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.654] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.655] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.655] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.655] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.656] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.656] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.656] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.659] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.659] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.659] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.40it/s][ WARN:0@9.805] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.805] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.805] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.807] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.807] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.807] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.808] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.808] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.808] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.810] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.810] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.810] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.75it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@9.930] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.930] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.930] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.931] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.931] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.931] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.933] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.933] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.933] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.934] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.934] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.934] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.936] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.936] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.936] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.58it/s]
20:08:2026 18:22:47 - Epoch 7/20, Training Loss: 0.66, Validation Loss: 0.69
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@9.967] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.967] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.967] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.968] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.968] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.968] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.970] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.970] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.970] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.973] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.973] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.973] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.974] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.974] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.974] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@9.976] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.976] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.976] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@9.977] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@9.977] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@9.977] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.39it/s][ WARN:0@10.124] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.124] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.124] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.125] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.125] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.125] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.127] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.127] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.127] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.128] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.128] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.128] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.129] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.129] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.129] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.131] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.131] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.131] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.132] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.132] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.132] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.134] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.134] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.134] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.40it/s][ WARN:0@10.280] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.280] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.280] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.281] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.281] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.281] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.283] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.283] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.283] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.284] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.284] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.284] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.286] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.286] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.286] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.287] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.287] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.287] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.289] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.289] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.289] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.290] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.290] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.290] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.38it/s][ WARN:0@10.437] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.437] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.437] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.439] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.439] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.439] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.440] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.440] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.440] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.441] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.441] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.441] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.443] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.443] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.443] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.444] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.444] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.444] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.74it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@10.561] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.561] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.561] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.563] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.563] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.563] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.564] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.564] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.564] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.565] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.565] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.566] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.567] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.567] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.567] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 28.29it/s]
20:08:2026 18:22:48 - Epoch 8/20, Training Loss: 0.66, Validation Loss: 0.68
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@10.598] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.598] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.598] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.599] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.599] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.599] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.600] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.600] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.600] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.602] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.602] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.602] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.603] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.603] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.603] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.605] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.605] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.605] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.606] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.606] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.606] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.607] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.607] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.607] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.40it/s][ WARN:0@10.754] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.754] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.754] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.756] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.756] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.756] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.757] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.757] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.757] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.759] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.759] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.759] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.760] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.760] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.760] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.761] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.761] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.761] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.763] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.763] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.763] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.764] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.764] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.764] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.39it/s][ WARN:0@10.911] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.911] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.911] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.912] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.912] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.913] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.914] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.914] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.914] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.915] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.915] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.915] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.917] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.917] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.917] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@10.918] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.918] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.918] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.919] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.919] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.919] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@10.921] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@10.921] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@10.921] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.39it/s][ WARN:0@11.067] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.067] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.067] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.069] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.069] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.069] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.070] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.070] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.070] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.071] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.071] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.071] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.073] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.073] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.073] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.074] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.074] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.074] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.74it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@11.192] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.192] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.192] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.194] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.194] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.194] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.196] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.196] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.196] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.198] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.198] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.198] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.200] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.200] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.200] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 26.05it/s]
20:08:2026 18:22:48 - Epoch 9/20, Training Loss: 0.63, Validation Loss: 0.67
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@11.232] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.232] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.232] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.233] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.233] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.233] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.235] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.235] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.235] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.236] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.236] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.236] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.238] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.238] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.238] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.239] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.239] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.239] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.241] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.241] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.241] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.242] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.242] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.242] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.40it/s][ WARN:0@11.388] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.388] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.388] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.391] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.391] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.391] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.393] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.393] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.393] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.395] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.395] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.395] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.397] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.397] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.397] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.399] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.399] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.399] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.400] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.400] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.400] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.402] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.402] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.402] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.28it/s][ WARN:0@11.549] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.549] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.550] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.551] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.551] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.551] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.552] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.552] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.552] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.554] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.554] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.554] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.555] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.555] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.555] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.557] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.557] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.557] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.558] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.558] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.558] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.559] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.559] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.559] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.34it/s][ WARN:0@11.705] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.705] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.705] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.707] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.707] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.707] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.708] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.708] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.708] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.710] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.710] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.710] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.711] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.711] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.711] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.712] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.712] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.712] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.70it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@11.830] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.830] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.830] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.831] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.831] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.831] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.833] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.833] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.833] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.834] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.834] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.834] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.835] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.835] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.835] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.99it/s]
20:08:2026 18:22:49 - Epoch 10/20, Training Loss: 0.62, Validation Loss: 0.66
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@11.867] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.867] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.867] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.868] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.868] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.868] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.870] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.870] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.870] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.871] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.871] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.871] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.872] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.872] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.872] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.874] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.874] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.874] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@11.875] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.875] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.875] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@11.877] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@11.877] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@11.877] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.42it/s][ WARN:0@12.023] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.023] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.023] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.025] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.025] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.025] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.027] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.027] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.027] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.029] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.029] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.029] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.031] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.031] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.031] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.032] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.032] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.032] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.034] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.034] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.034] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.036] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.036] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.036] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.33it/s][ WARN:0@12.182] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.182] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.182] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.183] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.183] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.184] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.185] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.185] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.185] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.186] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.186] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.186] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.188] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.188] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.188] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.189] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.189] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.189] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.190] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.190] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.190] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.192] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.192] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.192] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.37it/s][ WARN:0@12.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.338] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.340] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.340] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.340] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.341] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.341] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.341] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.343] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.343] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.343] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.344] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.344] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.344] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.345] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.345] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.345] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.72it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@12.462] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.462] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.462] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.464] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.464] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.464] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.465] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.465] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.465] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.467] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.467] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.467] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.468] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.468] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.468] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.93it/s]
20:08:2026 18:22:50 - Epoch 11/20, Training Loss: 0.62, Validation Loss: 0.66
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@12.499] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.499] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.499] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.501] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.501] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.501] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.502] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.502] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.502] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.504] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.504] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.504] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.505] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.505] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.505] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.507] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.507] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.507] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.508] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.508] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.508] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.509] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.509] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.509] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.43it/s][ WARN:0@12.655] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.655] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.655] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.657] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.657] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.657] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.658] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.660] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.660] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.660] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.661] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.661] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.661] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.662] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.662] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.662] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.664] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.664] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.664] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.665] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.665] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.665] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.41it/s][ WARN:0@12.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.811] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.813] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.814] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.814] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.814] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.816] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.816] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.816] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.817] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.817] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.817] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.819] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.819] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.819] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.820] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.820] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.820] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.821] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.821] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.821] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.37it/s][ WARN:0@12.969] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.969] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.969] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.971] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.972] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.972] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.972] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.974] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.974] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.974] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@12.975] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.975] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.975] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@12.976] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@12.976] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@12.976] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.73it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@13.094] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.094] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.094] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.096] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.096] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.096] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.097] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.097] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.097] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.099] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.099] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.099] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.92it/s]
20:08:2026 18:22:50 - Epoch 12/20, Training Loss: 0.61, Validation Loss: 0.65
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@13.132] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.132] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.132] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.134] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.134] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.134] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.135] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.135] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.135] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.137] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.137] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.137] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.139] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.139] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.139] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.141] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.141] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.141] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.142] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.142] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.142] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.144] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.144] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.144] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.24it/s][ WARN:0@13.292] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.292] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.292] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.294] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.294] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.294] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.296] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.296] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.296] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.298] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.298] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.298] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.300] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.300] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.300] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.302] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.302] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.302] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.303] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.303] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.303] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.26it/s][ WARN:0@13.452] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.452] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.452] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.453] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.453] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.453] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.455] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.455] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.455] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.456] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.456] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.456] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.458] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.458] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.458] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.459] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.459] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.459] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.460] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.460] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.460] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.462] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.462] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.462] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.31it/s][ WARN:0@13.609] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.609] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.609] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.611] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.611] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.611] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.612] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.612] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.612] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.613] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.613] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.613] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.615] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.615] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.615] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.616] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.616] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.616] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.66it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@13.733] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.733] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.733] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.735] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.735] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.735] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.736] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.736] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.736] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.738] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.738] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.738] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.739] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.739] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.739] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.91it/s]
20:08:2026 18:22:51 - Epoch 13/20, Training Loss: 0.62, Validation Loss: 0.65
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@13.770] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.770] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.770] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.772] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.772] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.772] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.773] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.773] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.773] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.775] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.775] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.775] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.776] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.776] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.776] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.778] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.778] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.778] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.779] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.779] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.779] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.780] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.780] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.780] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.42it/s][ WARN:0@13.926] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.926] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.927] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.928] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.928] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.928] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.930] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.930] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.930] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.931] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.931] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.931] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@13.933] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.933] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.933] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.934] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.934] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.934] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.935] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.935] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.935] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@13.937] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@13.937] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@13.937] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.39it/s][ WARN:0@14.083] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.083] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.083] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.085] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.085] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.085] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.086] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.086] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.086] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.088] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.088] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.088] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.089] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.089] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.089] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.090] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.090] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.090] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.092] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.092] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.092] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.093] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.093] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.093] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.38it/s][ WARN:0@14.240] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.240] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.240] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.242] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.242] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.242] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.243] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.243] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.243] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.245] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.245] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.245] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.246] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.246] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.246] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.248] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.248] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.248] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.73it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@14.366] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.366] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.366] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.367] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.367] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.367] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.369] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.369] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.369] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.370] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.370] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.370] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.372] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.372] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.372] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.66it/s]
20:08:2026 18:22:52 - Epoch 14/20, Training Loss: 0.60, Validation Loss: 0.64
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@14.403] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.403] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.403] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.405] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.405] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.405] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.406] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.406] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.406] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.407] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.407] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.408] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.409] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.409] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.409] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.410] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.410] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.410] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.412] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.412] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.412] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.413] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.413] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.413] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.34it/s][ WARN:0@14.561] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.561] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.561] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.563] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.563] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.563] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.566] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.566] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.566] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.567] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.567] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.567] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.569] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.569] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.569] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.571] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.571] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.571] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.573] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.573] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.573] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.574] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.574] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.574] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.28it/s][ WARN:0@14.721] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.721] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.721] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.723] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.723] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.723] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.724] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.724] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.724] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.726] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.726] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.726] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.727] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.727] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.727] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.728] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.728] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.728] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.730] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.730] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.730] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.731] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.731] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.731] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.34it/s][ WARN:0@14.877] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.877] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.877] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.879] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.879] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.879] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.880] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.880] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.880] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@14.882] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.882] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.882] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.883] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.883] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.883] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@14.885] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@14.885] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@14.885] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.69it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@15.002] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.002] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.002] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.003] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.003] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.003] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.005] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.005] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.005] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.006] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.006] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.006] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.008] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.008] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.008] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.87it/s]
20:08:2026 18:22:52 - Epoch 15/20, Training Loss: 0.61, Validation Loss: 0.64
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@15.039] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.039] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.039] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.040] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.040] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.040] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.042] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.042] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.042] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.043] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.043] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.043] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.045] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.045] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.045] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.046] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.046] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.046] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.048] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.048] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.048] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.049] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.049] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.049] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.42it/s][ WARN:0@15.195] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.195] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.195] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.197] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.197] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.197] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.199] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.199] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.199] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.201] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.201] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.201] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.202] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.202] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.202] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.204] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.204] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.204] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.206] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.206] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.206] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.208] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.208] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.208] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.32it/s][ WARN:0@15.355] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.355] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.355] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.356] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.356] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.357] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.358] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.358] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.358] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.359] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.359] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.359] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.361] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.361] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.361] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.362] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.362] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.362] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.364] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.364] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.364] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.365] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.365] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.365] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.36it/s][ WARN:0@15.511] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.511] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.511] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.513] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.513] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.513] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.514] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.514] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.514] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.516] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.516] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.516] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.517] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.517] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.517] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.518] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.518] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.518] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.71it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@15.635] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.635] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.635] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.637] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.637] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.637] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.638] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.638] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.638] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.640] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.640] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.640] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.641] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.641] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.641] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.85it/s]
20:08:2026 18:22:53 - Epoch 16/20, Training Loss: 0.60, Validation Loss: 0.64
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@15.672] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.672] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.672] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.674] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.674] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.674] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.675] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.675] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.675] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.677] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.677] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.677] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.678] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.678] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.678] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.680] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.680] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.680] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.681] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.681] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.681] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.682] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.682] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.682] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.40it/s][ WARN:0@15.829] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.829] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.829] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.831] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.831] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.831] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.832] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.832] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.832] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.834] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.834] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.834] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.835] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.835] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.835] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.836] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.836] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.836] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.838] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.838] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.838] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.839] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.839] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.839] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.40it/s][ WARN:0@15.985] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.985] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.985] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.987] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.987] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.987] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@15.988] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.988] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.988] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.989] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.989] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.989] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.991] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.991] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.991] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.992] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.992] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.992] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.993] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.993] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.993] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@15.995] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@15.995] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@15.995] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.41it/s][ WARN:0@16.141] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.141] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.141] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.142] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.142] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.142] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.144] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.144] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.144] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.145] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.145] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.145] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.146] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.146] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.146] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.148] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.148] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.148] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.76it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@16.265] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.265] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.265] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.266] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.266] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.266] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.268] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.268] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.268] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.269] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.269] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.269] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.270] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.270] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.270] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 26.13it/s]
20:08:2026 18:22:53 - Epoch 17/20, Training Loss: 0.61, Validation Loss: 0.64
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@16.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.305] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.306] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.306] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.306] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.308] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.308] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.308] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.310] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.310] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.310] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.312] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.312] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.312] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.313] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.313] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.313] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.315] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.315] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.315] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.317] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.317] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.317] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.31it/s][ WARN:0@16.463] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.463] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.463] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.465] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.465] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.465] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.466] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.466] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.466] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.468] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.468] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.468] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.469] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.469] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.469] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.470] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.470] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.470] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.472] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.472] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.472] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.473] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.473] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.473] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.36it/s][ WARN:0@16.620] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.620] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.620] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.621] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.621] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.621] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.623] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.623] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.623] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.624] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.624] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.624] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.626] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.626] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.626] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.627] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.627] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.627] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.628] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.628] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.628] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.630] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.630] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.630] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.36it/s][ WARN:0@16.777] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.777] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.777] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.778] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.778] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.778] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.780] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.780] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.780] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.781] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.781] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.781] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.783] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.783] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.783] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.784] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.784] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.784] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.71it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@16.901] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.901] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.901] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.903] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.903] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.903] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.904] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.904] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.904] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.906] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.906] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.906] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.907] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.907] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.907] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.65it/s]
20:08:2026 18:22:54 - Epoch 18/20, Training Loss: 0.59, Validation Loss: 0.63
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@16.939] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.939] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.939] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.940] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.940] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.940] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.942] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.942] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.942] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.943] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.943] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.943] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.945] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.945] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.945] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.946] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.946] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.946] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@16.947] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.947] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.947] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@16.949] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@16.949] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@16.949] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.38it/s][ WARN:0@17.096] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.096] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.096] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.098] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.098] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.098] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.100] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.102] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.102] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.102] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.104] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.104] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.104] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.106] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.106] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.106] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.108] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.108] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.108] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.109] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.109] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.109] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.28it/s][ WARN:0@17.256] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.256] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.257] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.258] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.258] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.258] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.259] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.259] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.259] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.261] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.261] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.261] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.262] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.262] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.262] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.263] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.263] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.263] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.265] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.265] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.265] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.266] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.266] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.266] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.33it/s][ WARN:0@17.413] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.413] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.413] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.415] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.415] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.415] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.416] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.416] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.416] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.417] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.417] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.417] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.419] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.419] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.419] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.420] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.420] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.420] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.69it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@17.537] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.537] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.537] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.539] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.539] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.539] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.540] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.540] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.540] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.541] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.541] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.541] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.543] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.543] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.543] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.81it/s]
20:08:2026 18:22:55 - Epoch 19/20, Training Loss: 0.60, Validation Loss: 0.63
Training: 0%| | 0/4 [00:00<?, ?it/s][ WARN:0@17.574] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.574] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.574] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.576] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.576] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.576] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.577] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.577] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.577] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.579] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.579] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.579] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.580] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.580] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.580] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.582] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.582] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.582] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.583] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.583] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.583] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.584] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.584] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.584] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 25%|██▌ | 1/4 [00:00<00:00, 6.39it/s][ WARN:0@17.731] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.731] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.731] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.733] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.733] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.733] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.734] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.734] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.734] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.736] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.736] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.736] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.738] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.738] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.738] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.740] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.740] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.740] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.741] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.741] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.741] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.743] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.743] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.743] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Training: 50%|█████ | 2/4 [00:00<00:00, 6.33it/s][ WARN:0@17.890] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.890] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.890] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.892] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.892] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.892] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.893] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.893] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.893] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.894] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.894] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.894] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@17.896] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.896] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.896] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.897] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.897] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.897] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.898] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.898] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.899] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@17.900] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@17.900] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@17.900] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 75%|███████▌ | 3/4 [00:00<00:00, 6.36it/s][ WARN:0@18.046] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.046] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.046] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@18.048] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.048] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.048] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.049] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.049] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.049] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.051] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.051] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.051] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@18.052] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.052] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.052] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@18.054] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.054] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.054] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Training: 100%|██████████| 4/4 [00:00<00:00, 6.71it/s]
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@18.171] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.171] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.171] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@18.173] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.173] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.173] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@18.174] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.174] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.174] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.175] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.175] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.175] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.177] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.177] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.177] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 27.84it/s]
20:08:2026 18:22:55 - Epoch 20/20, Training Loss: 0.62, Validation Loss: 0.63
Evaluating: 0%| | 0/1 [00:00<?, ?it/s][ WARN:0@18.208] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.208] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.209] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.213] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.213] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.213] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.217] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.217] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.217] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.220] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.220] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.221] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
[ WARN:0@18.224] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.224] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.224] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
Evaluating: 100%|██████████| 1/1 [00:00<00:00, 19.86it/s]
20:08:2026 18:22:55 - Test Loss: 0.40
seg_spice.data.shape: (20, 2) (epochs × [train_loss, val_loss])
final train loss: 0.6183
final val loss: 0.6338
test loss: 0.3992
test IoU: 0.7356
Look at the predictions¶
For a few test images we show the input, the true mask, the predicted probability of “particle” for each pixel, and the final mask (probability above 0.5). Comparing the last two columns with the true mask shows where the model is right and where it misses or adds particles.
The test set is small, so the IoU above is only a rough estimate of performance.
[9]:
# --------- Block 2b: Visualize test-set predictions ----------
# seg_spice.extra['model'] is the trained UNetModel returned by
# train_unet() itself — inference below reuses it directly, no
# retraining or reloading from disk needed to see what it learned.
from juspice.segmentation_module import Dataset
trained_model = seg_spice.extra['model']
trained_model.eval()
test_dataset = Dataset(
x_test_dir,
y_test_dir,
input_image_reshape=input_image_reshape,
)
n_examples = min(4, len(test_dataset))
fig, axes = plt.subplots(n_examples, 4, figsize=(12, 3 * n_examples))
if n_examples == 1:
axes = axes[np.newaxis, :]
# (column title, colormap, vmin, vmax)
col_specs = [
('Input image', 'gray', None, None),
('Ground-truth mask', 'gray', 0, 1),
('Predicted probability map', 'viridis', 0, 1),
('Predicted mask (>0.5)', 'gray', 0, 1),
]
with torch.no_grad():
for i in range(n_examples):
image, mask = test_dataset[i]
logits = trained_model(image.unsqueeze(0).to(device))
prob_map = logits.sigmoid().squeeze().cpu().numpy()
pred_mask = (prob_map > 0.5).astype(np.uint8)
row_arrays = [image.squeeze(0).numpy(), mask.numpy(), prob_map, pred_mask]
for j, (arr, spec) in enumerate(zip(row_arrays, col_specs)):
title, cmap, vmin, vmax = spec
axes[i, j].imshow(arr, cmap=cmap, vmin=vmin, vmax=vmax)
axes[i, j].axis('off')
if i == 0:
axes[i, j].set_title(title, fontsize=10)
plt.tight_layout()
plt.show()
[ WARN:0@18.356] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.356] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.356] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.433] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.433] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.433] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.445] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.445] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.445] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34118" does not end in null byte. Forcing it to be null
[ WARN:0@18.457] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34118 (0x8546) encountered
[ WARN:0@18.457] global grfmt_tiff.cpp:123 TIFF_Warning TIFFReadDirectory: Unknown field with tag 34119 (0x8547) encountered
[ WARN:0@18.457] global grfmt_tiff.cpp:123 TIFF_Warning TIFFFetchNormalTag: ASCII value for ASCII array tag "Tag 34119" does not end in null byte. Forcing it to be null
Save and review¶
We save the loss curves and model settings, then print the recorded pipeline.
[10]:
# --------- Block 3: Save ----------
# seg_spice IS already the SPICEData returned by spice.segmentation.train_unet()
# — no manual wrapping needed. It carries epoch-wise losses as data, arch/epochs/
# final loss values in metadata, and shares spice's history lineage.
# This folder holds several notebooks, so save_data()'s automatic
# notebook-name detection would be ambiguous when run outside a live
# Jupyter session (e.g. via nbconvert) — pass output_stem explicitly
# to always land on this notebook's own files. See
# docs/repository_structure.rst.
stem = 'example_unet'
save_data(
seg_spice,
output_stem=str(notebook_dir / stem),
)
print(f'Data: {os.path.join(notebook_dir, stem + ".npy")}')
print(f'JSON sidecar: {os.path.join(notebook_dir, stem + ".json")}')
print(f'History script: {os.path.join(notebook_dir, stem + "_history.py")}')
Data: /Users/amir/GIT_repositories/juspice_pre_release/notebooks/segmentation/example_unet.npy
JSON sidecar: /Users/amir/GIT_repositories/juspice_pre_release/notebooks/segmentation/example_unet.json
History script: /Users/amir/GIT_repositories/juspice_pre_release/notebooks/segmentation/example_unet_history.py
[11]:
# --------- Block 4: Inspect human-readable history ----------
# seg_spice.history.to_lines() reconstructs the full segmentation pipeline
# applied to this SPICEData object into readable, runnable code: the
# initial load_data(...) call followed by spice.segmentation.train_unet(...)
# with all runtime argument values, and a trailing save_data(seg_spice).
readable_lines = seg_spice.history.to_lines()
print('Reconstructed segmentation pipeline for this SPICEData object:')
print('\n'.join(readable_lines))
Reconstructed segmentation pipeline for this SPICEData object:
import juspice
spice = juspice.io.load_data('/Users/amir/GIT_repositories/juspice_pre_release/Sample_data/Train_test_images/TiO2_EM/images/train/1908248.tif')
seg_spice = spice.segmentation.train_unet(train_images_dir='/Users/amir/GIT_repositories/juspice_pre_release/Sample_data/Train_test_images/TiO2_EM/images/train', train_masks_dir='/Users/amir/GIT_repositories/juspice_pre_release/Sample_data/Train_test_images/TiO2_EM/masks/train', arch='Unet', encoder_name='resnet34', epochs=20, batch_size=8, loss_fn_name='DiceLoss', device='mps')
juspice.io.save_data(spice)
[12]:
tracker.recording_stop()