diff --git a/.gitignore b/.gitignore
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+Hey!
+
+This is the project I created for my Generative AI Course.
\ No newline at end of file
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diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/__init__.py b/evaluation_script/evaluation_script_fid/pytorch_fid/__init__.py
new file mode 100644
index 00000000..493f7415
--- /dev/null
+++ b/evaluation_script/evaluation_script_fid/pytorch_fid/__init__.py
@@ -0,0 +1 @@
+__version__ = "0.3.0"
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/__init__.py:Zone.Identifier b/evaluation_script/evaluation_script_fid/pytorch_fid/__init__.py:Zone.Identifier
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index 00000000..e69de29b
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/__main__.py b/evaluation_script/evaluation_script_fid/pytorch_fid/__main__.py
new file mode 100644
index 00000000..3bbd1b46
--- /dev/null
+++ b/evaluation_script/evaluation_script_fid/pytorch_fid/__main__.py
@@ -0,0 +1,3 @@
+if __name__ == "__main__":
+    import fid_score
+    fid_score.main()
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/__main__.py:Zone.Identifier b/evaluation_script/evaluation_script_fid/pytorch_fid/__main__.py:Zone.Identifier
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diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/__pycache__/fid_score.cpython-39.pyc b/evaluation_script/evaluation_script_fid/pytorch_fid/__pycache__/fid_score.cpython-39.pyc
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diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/fcopy.py b/evaluation_script/evaluation_script_fid/pytorch_fid/fcopy.py
new file mode 100644
index 00000000..5cecd838
--- /dev/null
+++ b/evaluation_script/evaluation_script_fid/pytorch_fid/fcopy.py
@@ -0,0 +1,306 @@
+import os
+import pathlib
+from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser
+
+import numpy as np
+import torch
+import torchvision.transforms as TF
+from PIL import Image
+from scipy import linalg
+from torch.nn.functional import adaptive_avg_pool2d
+import torchvision.transforms as transforms
+import sys
+try:
+    from tqdm import tqdm
+except ImportError:
+    # If tqdm is not available, provide a mock version of it
+    def tqdm(x):
+        return x
+
+
+from pytorch_fid.inception import InceptionV3
+
+parser = ArgumentParser(formatter_class=ArgumentDefaultsHelpFormatter)
+parser.add_argument("--batch-size", type=int, default=50, help="Batch size to use")
+parser.add_argument(
+    "--num-workers",
+    type=int,
+    help=(
+        "Number of processes to use for data loading. " "Defaults to `min(8, num_cpus)`"
+    ),
+)
+parser.add_argument(
+    "--device", type=str, default=None, help="Device to use. Like cuda, cuda:0 or cpu"
+)
+parser.add_argument(
+    "--dims",
+    type=int,
+    default=2048,
+    choices=list(InceptionV3.BLOCK_INDEX_BY_DIM),
+    help=(
+        "Dimensionality of Inception features to use. "
+        "By default, uses pool3 features"
+    ),
+)
+parser.add_argument(
+    "--save-stats",
+    action="store_true",
+    help=(
+        "Generate an npz archive from a directory of "
+        "samples. The first path is used as input and the "
+        "second as output."
+    ),
+)
+parser.add_argument(
+    "path",
+    type=str,
+    nargs=2,
+    help=("Paths to the generated images or " "to .npz statistic files"),
+)
+
+IMAGE_EXTENSIONS = {"bmp", "jpg", "jpeg", "pgm", "png", "ppm", "tif", "tiff", "webp"}
+
+
+class ImagePathDataset(torch.utils.data.Dataset):
+    def __init__(self, files, transforms=None):
+        self.files = files
+        self.transforms = transforms
+
+    def __len__(self):
+        return len(self.files)
+
+    def __getitem__(self, i):
+        path = self.files[i]
+        img = Image.open(path).convert("RGB")
+        if self.transforms is not None:
+            img = self.transforms(img)
+        return img
+
+
+def get_activations2(
+    files, model, batch_size=50, dims=2048, device="cpu", num_workers=1
+):
+
+    model.eval()
+
+    if batch_size > len(files):
+        print(
+            (
+                "Warning: batch size is bigger than the data size. "
+                "Setting batch size to data size"
+            )
+        )
+        batch_size = len(files)
+
+    dataset = ImagePathDataset(files, transforms=TF.ToTensor())
+    dataloader = torch.utils.data.DataLoader(
+        dataset,
+        batch_size=batch_size,
+        shuffle=False,
+        drop_last=False,
+        num_workers=num_workers,
+    )
+
+    pred_arr = np.empty((len(files), dims))
+
+    start_idx = 0
+
+    for batch in tqdm(dataloader):
+        batch = batch.to(device)
+
+        with torch.no_grad():
+            pred = model(batch)[0]
+
+        if pred.size(2) != 1 or pred.size(3) != 1:
+            pred = adaptive_avg_pool2d(pred, output_size=(1, 1))
+
+        pred = pred.squeeze(3).squeeze(2).cpu().numpy()
+
+        pred_arr[start_idx : start_idx + pred.shape[0]] = pred
+
+        start_idx = start_idx + pred.shape[0]
+
+    return pred_arr
+
+def get_activations(files, model, batch_size=50, dims=2048, device="cpu", num_workers=1):
+  
+    model.eval()
+
+    if batch_size > len(files):
+        print(
+            (
+                "Warning: batch size is bigger than the data size. "
+                "Setting batch size to data size"
+            )
+        )
+        batch_size = len(files)
+
+    transform = transforms.Compose([
+        transforms.Resize((256, 256)),  
+        transforms.ToTensor()           
+    ])
+    
+    dataset = ImagePathDataset(files, transforms=transform)
+    dataloader = torch.utils.data.DataLoader(
+        dataset,
+        batch_size=batch_size,
+        shuffle=False,
+        drop_last=False,
+        num_workers=num_workers,
+    )
+
+    pred_arr = np.empty((len(files), dims))
+
+    start_idx = 0
+
+    for batch in tqdm(dataloader):
+        batch = batch.to(device)
+
+        with torch.no_grad():
+            pred = model(batch)[0]
+
+        if pred.size(2) != 1 or pred.size(3) != 1:
+            pred = adaptive_avg_pool2d(pred, output_size=(1, 1))
+
+        pred = pred.squeeze(3).squeeze(2).cpu().numpy()
+
+        pred_arr[start_idx : start_idx + pred.shape[0]] = pred
+
+        start_idx = start_idx + pred.shape[0]
+
+    return pred_arr
+
+def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6):
+    mu1 = np.atleast_1d(mu1)
+    mu2 = np.atleast_1d(mu2)
+
+    sigma1 = np.atleast_2d(sigma1)
+    sigma2 = np.atleast_2d(sigma2)
+
+    assert (
+        mu1.shape == mu2.shape
+    ), "Training and test mean vectors have different lengths"
+    assert (
+        sigma1.shape == sigma2.shape
+    ), "Training and test covariances have different dimensions"
+
+    diff = mu1 - mu2
+
+    # Product might be almost singular
+    covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False)
+    if not np.isfinite(covmean).all():
+        msg = (
+            "fid calculation produces singular product; "
+            "adding %s to diagonal of cov estimates"
+        ) % eps
+        print(msg)
+        offset = np.eye(sigma1.shape[0]) * eps
+        covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset))
+
+    # Numerical error might give slight imaginary component
+    if np.iscomplexobj(covmean):
+        if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3):
+            m = np.max(np.abs(covmean.imag))
+            raise ValueError("Imaginary component {}".format(m))
+        covmean = covmean.real
+
+    tr_covmean = np.trace(covmean)
+
+    return diff.dot(diff) + np.trace(sigma1) + np.trace(sigma2) - 2 * tr_covmean
+
+
+def calculate_activation_statistics(
+    files, model, batch_size=50, dims=2048, device="cpu", num_workers=1
+):
+
+    act = get_activations(files, model, batch_size, dims, device, num_workers)
+    mu = np.mean(act, axis=0)
+    sigma = np.cov(act, rowvar=False)
+    return mu, sigma
+
+
+def compute_statistics_of_path(path, model, batch_size, dims, device, num_workers=1):
+    if path.endswith(".npz"):
+        with np.load(path) as f:
+            m, s = f["mu"][:], f["sigma"][:]
+    else:
+        path = pathlib.Path(path)
+        files = sorted(
+            [file for ext in IMAGE_EXTENSIONS for file in path.glob("*.{}".format(ext))]
+        )
+        m, s = calculate_activation_statistics(
+            files, model, batch_size, dims, device, num_workers
+        )
+
+    return m, s
+
+
+def calculate_fid_given_paths(paths, batch_size, device, dims, num_workers=1):
+    """Calculates the FID of two paths"""
+    for p in paths:
+        if not os.path.exists(p):
+            raise RuntimeError("Invalid path: %s" % p)
+
+    block_idx = InceptionV3.BLOCK_INDEX_BY_DIM[dims]
+
+    model = InceptionV3([block_idx]).to(device)
+
+    m1, s1 = compute_statistics_of_path(
+        paths[0], model, batch_size, dims, device, num_workers
+    )
+    m2, s2 = compute_statistics_of_path(
+        paths[1], model, batch_size, dims, device, num_workers
+    )
+    fid_value = calculate_frechet_distance(m1, s1, m2, s2)
+
+    return fid_value
+
+
+def save_fid_stats(paths, batch_size, device, dims, num_workers=1):
+    """Saves FID statistics of one path"""
+    if not os.path.exists(paths[0]):
+        raise RuntimeError("Invalid path: %s" % paths[0])
+
+    if os.path.exists(paths[1]):
+        raise RuntimeError("Existing output file: %s" % paths[1])
+
+    block_idx = InceptionV3.BLOCK_INDEX_BY_DIM[dims]
+
+    model = InceptionV3([block_idx]).to(device)
+
+    print(f"Saving statistics for {paths[0]}")
+
+    m1, s1 = compute_statistics_of_path(
+        paths[0], model, batch_size, dims, device, num_workers
+    )
+
+    np.savez_compressed(paths[1], mu=m1, sigma=s1)
+
+
+def main():
+    # Hardcoded values for device, batch_size, dims, etc.
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    
+    # Hardcoded paths
+    paths = ["E:/TA/input/dogs-all", "E:/TA/images1"]  # Change to the paths you want to use
+    batch_size = 100
+    dims = 2048
+
+    try:
+        num_cpus = len(os.sched_getaffinity(0))
+    except AttributeError:
+        num_cpus = os.cpu_count()
+
+    num_workers = min(num_cpus, 8) if num_cpus is not None else 0
+
+    # Save statistics or calculate FID
+    save_stats_flag = False  # Set to True if you want to save statistics instead of calculating FID
+
+    if save_stats_flag:
+        save_fid_stats(paths, batch_size, device, dims, num_workers)
+    else:
+        fid_value = calculate_fid_given_paths(paths, batch_size, device, dims, num_workers)
+        print("FID: ", fid_value)
+
+if __name__ == "__main__":
+    main()
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/fcopy.py:Zone.Identifier b/evaluation_script/evaluation_script_fid/pytorch_fid/fcopy.py:Zone.Identifier
new file mode 100644
index 00000000..e69de29b
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/fid_score.py b/evaluation_script/evaluation_script_fid/pytorch_fid/fid_score.py
new file mode 100644
index 00000000..925e67aa
--- /dev/null
+++ b/evaluation_script/evaluation_script_fid/pytorch_fid/fid_score.py
@@ -0,0 +1,418 @@
+"""Calculates the Frechet Inception Distance (FID) to evalulate GANs
+
+The FID metric calculates the distance between two distributions of images.
+Typically, we have summary statistics (mean & covariance matrix) of one
+of these distributions, while the 2nd distribution is given by a GAN.
+
+When run as a stand-alone program, it compares the distribution of
+images that are stored as PNG/JPEG at a specified location with a
+distribution given by summary statistics (in pickle format).
+
+The FID is calculated by assuming that X_1 and X_2 are the activations of
+the pool_3 layer of the inception net for generated samples and real world
+samples respectively.
+
+See --help to see further details.
+
+Code apapted from https://github.com/bioinf-jku/TTUR to use PyTorch instead
+of Tensorflow
+
+Copyright 2018 Institute of Bioinformatics, JKU Linz
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+   http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+"""
+
+import os
+import pathlib
+from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser
+
+import numpy as np
+import torch
+import torchvision.transforms as TF
+from PIL import Image
+from scipy import linalg
+from torch.nn.functional import adaptive_avg_pool2d
+import torchvision.transforms as transforms
+import sys
+try:
+    from tqdm import tqdm
+except ImportError:
+    # If tqdm is not available, provide a mock version of it
+    def tqdm(x):
+        return x
+
+
+from pytorch_fid.inception import InceptionV3
+
+parser = ArgumentParser(formatter_class=ArgumentDefaultsHelpFormatter)
+parser.add_argument("--batch-size", type=int, default=50, help="Batch size to use")
+parser.add_argument(
+    "--num-workers",
+    type=int,
+    help=(
+        "Number of processes to use for data loading. " "Defaults to `min(8, num_cpus)`"
+    ),
+)
+parser.add_argument(
+    "--device", type=str, default=None, help="Device to use. Like cuda, cuda:0 or cpu"
+)
+parser.add_argument(
+    "--dims",
+    type=int,
+    default=2048,
+    choices=list(InceptionV3.BLOCK_INDEX_BY_DIM),
+    help=(
+        "Dimensionality of Inception features to use. "
+        "By default, uses pool3 features"
+    ),
+)
+parser.add_argument(
+    "--save-stats",
+    action="store_true",
+    help=(
+        "Generate an npz archive from a directory of "
+        "samples. The first path is used as input and the "
+        "second as output."
+    ),
+)
+parser.add_argument(
+    "path",
+    type=str,
+    nargs=2,
+    help=("Paths to the generated images or " "to .npz statistic files"),
+)
+
+IMAGE_EXTENSIONS = {"bmp", "jpg", "jpeg", "pgm", "png", "ppm", "tif", "tiff", "webp"}
+
+
+class ImagePathDataset(torch.utils.data.Dataset):
+    def __init__(self, files, transforms=None):
+        self.files = files
+        self.transforms = transforms
+
+    def __len__(self):
+        return len(self.files)
+
+    def __getitem__(self, i):
+        path = self.files[i]
+        img = Image.open(path).convert("RGB")
+        if self.transforms is not None:
+            img = self.transforms(img)
+        return img
+
+
+def get_activations2(
+    files, model, batch_size=50, dims=2048, device="cpu", num_workers=1
+):
+    """Calculates the activations of the pool_3 layer for all images.
+
+    Params:
+    -- files       : List of image files paths
+    -- model       : Instance of inception model
+    -- batch_size  : Batch size of images for the model to process at once.
+                     Make sure that the number of samples is a multiple of
+                     the batch size, otherwise some samples are ignored. This
+                     behavior is retained to match the original FID score
+                     implementation.
+    -- dims        : Dimensionality of features returned by Inception
+    -- device      : Device to run calculations
+    -- num_workers : Number of parallel dataloader workers
+
+    Returns:
+    -- A numpy array of dimension (num images, dims) that contains the
+       activations of the given tensor when feeding inception with the
+       query tensor.
+    """
+    model.eval()
+
+    if batch_size > len(files):
+        print(
+            (
+                "Warning: batch size is bigger than the data size. "
+                "Setting batch size to data size"
+            )
+        )
+        batch_size = len(files)
+
+    dataset = ImagePathDataset(files, transforms=TF.ToTensor())
+    dataloader = torch.utils.data.DataLoader(
+        dataset,
+        batch_size=batch_size,
+        shuffle=False,
+        drop_last=False,
+        num_workers=num_workers,
+    )
+
+    pred_arr = np.empty((len(files), dims))
+
+    start_idx = 0
+
+    for batch in tqdm(dataloader):
+        batch = batch.to(device)
+
+        with torch.no_grad():
+            pred = model(batch)[0]
+
+        # If model output is not scalar, apply global spatial average pooling.
+        # This happens if you choose a dimensionality not equal 2048.
+        if pred.size(2) != 1 or pred.size(3) != 1:
+            pred = adaptive_avg_pool2d(pred, output_size=(1, 1))
+
+        pred = pred.squeeze(3).squeeze(2).cpu().numpy()
+
+        pred_arr[start_idx : start_idx + pred.shape[0]] = pred
+
+        start_idx = start_idx + pred.shape[0]
+
+    return pred_arr
+
+def get_activations(files, model, batch_size=50, dims=2048, device="cpu", num_workers=1):
+    """Calculates the activations of the pool_3 layer for all images.
+
+    Params:
+    -- files       : List of image files paths
+    -- model       : Instance of inception model
+    -- batch_size  : Batch size of images for the model to process at once.
+                     Make sure that the number of samples is a multiple of
+                     the batch size, otherwise some samples are ignored. This
+                     behavior is retained to match the original FID score
+                     implementation.
+    -- dims        : Dimensionality of features returned by Inception
+    -- device      : Device to run calculations
+    -- num_workers : Number of parallel dataloader workers
+
+    Returns:
+    -- A numpy array of dimension (num images, dims) that contains the
+       activations of the given tensor when feeding inception with the
+       query tensor.
+    """
+    model.eval()
+
+    if batch_size > len(files):
+        print(
+            (
+                "Warning: batch size is bigger than the data size. "
+                "Setting batch size to data size"
+            )
+        )
+        batch_size = len(files)
+
+    # Add resize and tensor transform to ensure uniform image size
+    transform = transforms.Compose([
+        transforms.Resize((256, 256)),  # Resize all images to 256x256
+        transforms.ToTensor()           # Convert the resized image to a tensor
+    ])
+    
+    dataset = ImagePathDataset(files, transforms=transform)
+    dataloader = torch.utils.data.DataLoader(
+        dataset,
+        batch_size=batch_size,
+        shuffle=False,
+        drop_last=False,
+        num_workers=num_workers,
+    )
+
+    pred_arr = np.empty((len(files), dims))
+
+    start_idx = 0
+
+    for batch in tqdm(dataloader):
+        batch = batch.to(device)
+
+        with torch.no_grad():
+            pred = model(batch)[0]
+
+        # If model output is not scalar, apply global spatial average pooling.
+        # This happens if you choose a dimensionality not equal 2048.
+        if pred.size(2) != 1 or pred.size(3) != 1:
+            pred = adaptive_avg_pool2d(pred, output_size=(1, 1))
+
+        pred = pred.squeeze(3).squeeze(2).cpu().numpy()
+
+        pred_arr[start_idx : start_idx + pred.shape[0]] = pred
+
+        start_idx = start_idx + pred.shape[0]
+
+    return pred_arr
+
+def calculate_frechet_distance(mu1, sigma1, mu2, sigma2, eps=1e-6):
+    """Numpy implementation of the Frechet Distance.
+    The Frechet distance between two multivariate Gaussians X_1 ~ N(mu_1, C_1)
+    and X_2 ~ N(mu_2, C_2) is
+            d^2 = ||mu_1 - mu_2||^2 + Tr(C_1 + C_2 - 2*sqrt(C_1*C_2)).
+
+    Stable version by Dougal J. Sutherland.
+
+    Params:
+    -- mu1   : Numpy array containing the activations of a layer of the
+               inception net (like returned by the function 'get_predictions')
+               for generated samples.
+    -- mu2   : The sample mean over activations, precalculated on an
+               representative data set.
+    -- sigma1: The covariance matrix over activations for generated samples.
+    -- sigma2: The covariance matrix over activations, precalculated on an
+               representative data set.
+
+    Returns:
+    --   : The Frechet Distance.
+    """
+
+    mu1 = np.atleast_1d(mu1)
+    mu2 = np.atleast_1d(mu2)
+
+    sigma1 = np.atleast_2d(sigma1)
+    sigma2 = np.atleast_2d(sigma2)
+
+    assert (
+        mu1.shape == mu2.shape
+    ), "Training and test mean vectors have different lengths"
+    assert (
+        sigma1.shape == sigma2.shape
+    ), "Training and test covariances have different dimensions"
+
+    diff = mu1 - mu2
+
+    # Product might be almost singular
+    covmean, _ = linalg.sqrtm(sigma1.dot(sigma2), disp=False)
+    if not np.isfinite(covmean).all():
+        msg = (
+            "fid calculation produces singular product; "
+            "adding %s to diagonal of cov estimates"
+        ) % eps
+        print(msg)
+        offset = np.eye(sigma1.shape[0]) * eps
+        covmean = linalg.sqrtm((sigma1 + offset).dot(sigma2 + offset))
+
+    # Numerical error might give slight imaginary component
+    if np.iscomplexobj(covmean):
+        if not np.allclose(np.diagonal(covmean).imag, 0, atol=1e-3):
+            m = np.max(np.abs(covmean.imag))
+            raise ValueError("Imaginary component {}".format(m))
+        covmean = covmean.real
+
+    tr_covmean = np.trace(covmean)
+
+    return diff.dot(diff) + np.trace(sigma1) + np.trace(sigma2) - 2 * tr_covmean
+
+
+def calculate_activation_statistics(
+    files, model, batch_size=50, dims=2048, device="cpu", num_workers=1
+):
+    """Calculation of the statistics used by the FID.
+    Params:
+    -- files       : List of image files paths
+    -- model       : Instance of inception model
+    -- batch_size  : The images numpy array is split into batches with
+                     batch size batch_size. A reasonable batch size
+                     depends on the hardware.
+    -- dims        : Dimensionality of features returned by Inception
+    -- device      : Device to run calculations
+    -- num_workers : Number of parallel dataloader workers
+
+    Returns:
+    -- mu    : The mean over samples of the activations of the pool_3 layer of
+               the inception model.
+    -- sigma : The covariance matrix of the activations of the pool_3 layer of
+               the inception model.
+    """
+    act = get_activations(files, model, batch_size, dims, device, num_workers)
+    mu = np.mean(act, axis=0)
+    sigma = np.cov(act, rowvar=False)
+    return mu, sigma
+
+
+def compute_statistics_of_path(path, model, batch_size, dims, device, num_workers=1):
+    if path.endswith(".npz"):
+        with np.load(path) as f:
+            m, s = f["mu"][:], f["sigma"][:]
+    else:
+        path = pathlib.Path(path)
+        files = sorted(
+            [file for ext in IMAGE_EXTENSIONS for file in path.glob("*.{}".format(ext))]
+        )
+        m, s = calculate_activation_statistics(
+            files, model, batch_size, dims, device, num_workers
+        )
+
+    return m, s
+
+
+def calculate_fid_given_paths(paths, batch_size, device, dims, num_workers=1):
+    """Calculates the FID of two paths"""
+    for p in paths:
+        if not os.path.exists(p):
+            raise RuntimeError("Invalid path: %s" % p)
+
+    block_idx = InceptionV3.BLOCK_INDEX_BY_DIM[dims]
+
+    model = InceptionV3([block_idx]).to(device)
+
+    m1, s1 = compute_statistics_of_path(
+        paths[0], model, batch_size, dims, device, num_workers
+    )
+    m2, s2 = compute_statistics_of_path(
+        paths[1], model, batch_size, dims, device, num_workers
+    )
+    fid_value = calculate_frechet_distance(m1, s1, m2, s2)
+
+    return fid_value
+
+
+def save_fid_stats(paths, batch_size, device, dims, num_workers=1):
+    """Saves FID statistics of one path"""
+    if not os.path.exists(paths[0]):
+        raise RuntimeError("Invalid path: %s" % paths[0])
+
+    if os.path.exists(paths[1]):
+        raise RuntimeError("Existing output file: %s" % paths[1])
+
+    block_idx = InceptionV3.BLOCK_INDEX_BY_DIM[dims]
+
+    model = InceptionV3([block_idx]).to(device)
+
+    print(f"Saving statistics for {paths[0]}")
+
+    m1, s1 = compute_statistics_of_path(
+        paths[0], model, batch_size, dims, device, num_workers
+    )
+
+    np.savez_compressed(paths[1], mu=m1, sigma=s1)
+
+
+def main():
+    # Hardcoded values for device, batch_size, dims, etc.
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    
+    # Hardcoded paths
+    paths = ["path_of_input_images", "path_of_output_images"]  # Change to the paths you want to use
+    batch_size = 100
+    dims = 2048
+
+    try:
+        num_cpus = len(os.sched_getaffinity(0))
+    except AttributeError:
+        num_cpus = os.cpu_count()
+
+    num_workers = min(num_cpus, 8) if num_cpus is not None else 0
+
+    # Save statistics or calculate FID
+    save_stats_flag = False  # Set to True if you want to save statistics instead of calculating FID
+
+    if save_stats_flag:
+        save_fid_stats(paths, batch_size, device, dims, num_workers)
+    else:
+        fid_value = calculate_fid_given_paths(paths, batch_size, device, dims, num_workers)
+        print("FID: ", fid_value)
+
+if __name__ == "__main__":
+    main()
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/fid_score.py:Zone.Identifier b/evaluation_script/evaluation_script_fid/pytorch_fid/fid_score.py:Zone.Identifier
new file mode 100644
index 00000000..e69de29b
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/inception.py b/evaluation_script/evaluation_script_fid/pytorch_fid/inception.py
new file mode 100644
index 00000000..0c51222a
--- /dev/null
+++ b/evaluation_script/evaluation_script_fid/pytorch_fid/inception.py
@@ -0,0 +1,344 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torchvision
+
+try:
+    from torchvision.models.utils import load_state_dict_from_url # type: ignore
+except ImportError:
+    from torch.utils.model_zoo import load_url as load_state_dict_from_url
+
+# Inception weights ported to Pytorch from
+# http://download.tensorflow.org/models/image/imagenet/inception-2015-12-05.tgz
+FID_WEIGHTS_URL = "https://github.com/mseitzer/pytorch-fid/releases/download/fid_weights/pt_inception-2015-12-05-6726825d.pth"  # noqa: E501
+
+
+class InceptionV3(nn.Module):
+    """Pretrained InceptionV3 network returning feature maps"""
+
+    # Index of default block of inception to return,
+    # corresponds to output of final average pooling
+    DEFAULT_BLOCK_INDEX = 3
+
+    # Maps feature dimensionality to their output blocks indices
+    BLOCK_INDEX_BY_DIM = {
+        64: 0,  # First max pooling features
+        192: 1,  # Second max pooling featurs
+        768: 2,  # Pre-aux classifier features
+        2048: 3,  # Final average pooling features
+    }
+
+    def __init__(
+        self,
+        output_blocks=(DEFAULT_BLOCK_INDEX,),
+        resize_input=True,
+        normalize_input=True,
+        requires_grad=False,
+        use_fid_inception=True,
+    ):
+        """Build pretrained InceptionV3
+
+        Parameters
+        ----------
+        output_blocks : list of int
+            Indices of blocks to return features of. Possible values are:
+                - 0: corresponds to output of first max pooling
+                - 1: corresponds to output of second max pooling
+                - 2: corresponds to output which is fed to aux classifier
+                - 3: corresponds to output of final average pooling
+        resize_input : bool
+            If true, bilinearly resizes input to width and height 299 before
+            feeding input to model. As the network without fully connected
+            layers is fully convolutional, it should be able to handle inputs
+            of arbitrary size, so resizing might not be strictly needed
+        normalize_input : bool
+            If true, scales the input from range (0, 1) to the range the
+            pretrained Inception network expects, namely (-1, 1)
+        requires_grad : bool
+            If true, parameters of the model require gradients. Possibly useful
+            for finetuning the network
+        use_fid_inception : bool
+            If true, uses the pretrained Inception model used in Tensorflow's
+            FID implementation. If false, uses the pretrained Inception model
+            available in torchvision. The FID Inception model has different
+            weights and a slightly different structure from torchvision's
+            Inception model. If you want to compute FID scores, you are
+            strongly advised to set this parameter to true to get comparable
+            results.
+        """
+        super(InceptionV3, self).__init__()
+
+        self.resize_input = resize_input
+        self.normalize_input = normalize_input
+        self.output_blocks = sorted(output_blocks)
+        self.last_needed_block = max(output_blocks)
+
+        assert self.last_needed_block <= 3, "Last possible output block index is 3"
+
+        self.blocks = nn.ModuleList()
+
+        if use_fid_inception:
+            inception = fid_inception_v3()
+        else:
+            inception = _inception_v3(weights="DEFAULT")
+
+        # Block 0: input to maxpool1
+        block0 = [
+            inception.Conv2d_1a_3x3,
+            inception.Conv2d_2a_3x3,
+            inception.Conv2d_2b_3x3,
+            nn.MaxPool2d(kernel_size=3, stride=2),
+        ]
+        self.blocks.append(nn.Sequential(*block0))
+
+        # Block 1: maxpool1 to maxpool2
+        if self.last_needed_block >= 1:
+            block1 = [
+                inception.Conv2d_3b_1x1,
+                inception.Conv2d_4a_3x3,
+                nn.MaxPool2d(kernel_size=3, stride=2),
+            ]
+            self.blocks.append(nn.Sequential(*block1))
+
+        # Block 2: maxpool2 to aux classifier
+        if self.last_needed_block >= 2:
+            block2 = [
+                inception.Mixed_5b,
+                inception.Mixed_5c,
+                inception.Mixed_5d,
+                inception.Mixed_6a,
+                inception.Mixed_6b,
+                inception.Mixed_6c,
+                inception.Mixed_6d,
+                inception.Mixed_6e,
+            ]
+            self.blocks.append(nn.Sequential(*block2))
+
+        # Block 3: aux classifier to final avgpool
+        if self.last_needed_block >= 3:
+            block3 = [
+                inception.Mixed_7a,
+                inception.Mixed_7b,
+                inception.Mixed_7c,
+                nn.AdaptiveAvgPool2d(output_size=(1, 1)),
+            ]
+            self.blocks.append(nn.Sequential(*block3))
+
+        for param in self.parameters():
+            param.requires_grad = requires_grad
+
+    def forward(self, inp):
+        """Get Inception feature maps
+
+        Parameters
+        ----------
+        inp : torch.autograd.Variable
+            Input tensor of shape Bx3xHxW. Values are expected to be in
+            range (0, 1)
+
+        Returns
+        -------
+        List of torch.autograd.Variable, corresponding to the selected output
+        block, sorted ascending by index
+        """
+        outp = []
+        x = inp
+
+        if self.resize_input:
+            x = F.interpolate(x, size=(299, 299), mode="bilinear", align_corners=False)
+
+        if self.normalize_input:
+            x = 2 * x - 1  # Scale from range (0, 1) to range (-1, 1)
+
+        for idx, block in enumerate(self.blocks):
+            x = block(x)
+            if idx in self.output_blocks:
+                outp.append(x)
+
+            if idx == self.last_needed_block:
+                break
+
+        return outp
+
+
+def _inception_v3(*args, **kwargs):
+    """Wraps `torchvision.models.inception_v3`"""
+    try:
+        version = tuple(map(int, torchvision.__version__.split(".")[:2]))
+    except ValueError:
+        # Just a caution against weird version strings
+        version = (0,)
+
+    # Skips default weight inititialization if supported by torchvision
+    # version. See https://github.com/mseitzer/pytorch-fid/issues/28.
+    if version >= (0, 6):
+        kwargs["init_weights"] = False
+
+    # Backwards compatibility: `weights` argument was handled by `pretrained`
+    # argument prior to version 0.13.
+    if version < (0, 13) and "weights" in kwargs:
+        if kwargs["weights"] == "DEFAULT":
+            kwargs["pretrained"] = True
+        elif kwargs["weights"] is None:
+            kwargs["pretrained"] = False
+        else:
+            raise ValueError(
+                "weights=={} not supported in torchvision {}".format(
+                    kwargs["weights"], torchvision.__version__
+                )
+            )
+        del kwargs["weights"]
+
+    return torchvision.models.inception_v3(*args, **kwargs)
+
+
+def fid_inception_v3():
+    """Build pretrained Inception model for FID computation
+
+    The Inception model for FID computation uses a different set of weights
+    and has a slightly different structure than torchvision's Inception.
+
+    This method first constructs torchvision's Inception and then patches the
+    necessary parts that are different in the FID Inception model.
+    """
+    inception = _inception_v3(num_classes=1008, aux_logits=False, weights=None)
+    inception.Mixed_5b = FIDInceptionA(192, pool_features=32)
+    inception.Mixed_5c = FIDInceptionA(256, pool_features=64)
+    inception.Mixed_5d = FIDInceptionA(288, pool_features=64)
+    inception.Mixed_6b = FIDInceptionC(768, channels_7x7=128)
+    inception.Mixed_6c = FIDInceptionC(768, channels_7x7=160)
+    inception.Mixed_6d = FIDInceptionC(768, channels_7x7=160)
+    inception.Mixed_6e = FIDInceptionC(768, channels_7x7=192)
+    inception.Mixed_7b = FIDInceptionE_1(1280)
+    inception.Mixed_7c = FIDInceptionE_2(2048)
+
+    state_dict = load_state_dict_from_url(FID_WEIGHTS_URL, progress=True)
+    inception.load_state_dict(state_dict)
+    return inception
+
+
+class FIDInceptionA(torchvision.models.inception.InceptionA):
+    """InceptionA block patched for FID computation"""
+
+    def __init__(self, in_channels, pool_features):
+        super(FIDInceptionA, self).__init__(in_channels, pool_features)
+
+    def forward(self, x):
+        branch1x1 = self.branch1x1(x)
+
+        branch5x5 = self.branch5x5_1(x)
+        branch5x5 = self.branch5x5_2(branch5x5)
+
+        branch3x3dbl = self.branch3x3dbl_1(x)
+        branch3x3dbl = self.branch3x3dbl_2(branch3x3dbl)
+        branch3x3dbl = self.branch3x3dbl_3(branch3x3dbl)
+
+        # Patch: Tensorflow's average pool does not use the padded zero's in
+        # its average calculation
+        branch_pool = F.avg_pool2d(
+            x, kernel_size=3, stride=1, padding=1, count_include_pad=False
+        )
+        branch_pool = self.branch_pool(branch_pool)
+
+        outputs = [branch1x1, branch5x5, branch3x3dbl, branch_pool]
+        return torch.cat(outputs, 1)
+
+
+class FIDInceptionC(torchvision.models.inception.InceptionC):
+    """InceptionC block patched for FID computation"""
+
+    def __init__(self, in_channels, channels_7x7):
+        super(FIDInceptionC, self).__init__(in_channels, channels_7x7)
+
+    def forward(self, x):
+        branch1x1 = self.branch1x1(x)
+
+        branch7x7 = self.branch7x7_1(x)
+        branch7x7 = self.branch7x7_2(branch7x7)
+        branch7x7 = self.branch7x7_3(branch7x7)
+
+        branch7x7dbl = self.branch7x7dbl_1(x)
+        branch7x7dbl = self.branch7x7dbl_2(branch7x7dbl)
+        branch7x7dbl = self.branch7x7dbl_3(branch7x7dbl)
+        branch7x7dbl = self.branch7x7dbl_4(branch7x7dbl)
+        branch7x7dbl = self.branch7x7dbl_5(branch7x7dbl)
+
+        # Patch: Tensorflow's average pool does not use the padded zero's in
+        # its average calculation
+        branch_pool = F.avg_pool2d(
+            x, kernel_size=3, stride=1, padding=1, count_include_pad=False
+        )
+        branch_pool = self.branch_pool(branch_pool)
+
+        outputs = [branch1x1, branch7x7, branch7x7dbl, branch_pool]
+        return torch.cat(outputs, 1)
+
+
+class FIDInceptionE_1(torchvision.models.inception.InceptionE):
+    """First InceptionE block patched for FID computation"""
+
+    def __init__(self, in_channels):
+        super(FIDInceptionE_1, self).__init__(in_channels)
+
+    def forward(self, x):
+        branch1x1 = self.branch1x1(x)
+
+        branch3x3 = self.branch3x3_1(x)
+        branch3x3 = [
+            self.branch3x3_2a(branch3x3),
+            self.branch3x3_2b(branch3x3),
+        ]
+        branch3x3 = torch.cat(branch3x3, 1)
+
+        branch3x3dbl = self.branch3x3dbl_1(x)
+        branch3x3dbl = self.branch3x3dbl_2(branch3x3dbl)
+        branch3x3dbl = [
+            self.branch3x3dbl_3a(branch3x3dbl),
+            self.branch3x3dbl_3b(branch3x3dbl),
+        ]
+        branch3x3dbl = torch.cat(branch3x3dbl, 1)
+
+        # Patch: Tensorflow's average pool does not use the padded zero's in
+        # its average calculation
+        branch_pool = F.avg_pool2d(
+            x, kernel_size=3, stride=1, padding=1, count_include_pad=False
+        )
+        branch_pool = self.branch_pool(branch_pool)
+
+        outputs = [branch1x1, branch3x3, branch3x3dbl, branch_pool]
+        return torch.cat(outputs, 1)
+
+
+class FIDInceptionE_2(torchvision.models.inception.InceptionE):
+    """Second InceptionE block patched for FID computation"""
+
+    def __init__(self, in_channels):
+        super(FIDInceptionE_2, self).__init__(in_channels)
+
+    def forward(self, x):
+        branch1x1 = self.branch1x1(x)
+
+        branch3x3 = self.branch3x3_1(x)
+        branch3x3 = [
+            self.branch3x3_2a(branch3x3),
+            self.branch3x3_2b(branch3x3),
+        ]
+        branch3x3 = torch.cat(branch3x3, 1)
+
+        branch3x3dbl = self.branch3x3dbl_1(x)
+        branch3x3dbl = self.branch3x3dbl_2(branch3x3dbl)
+        branch3x3dbl = [
+            self.branch3x3dbl_3a(branch3x3dbl),
+            self.branch3x3dbl_3b(branch3x3dbl),
+        ]
+        branch3x3dbl = torch.cat(branch3x3dbl, 1)
+
+        # Patch: The FID Inception model uses max pooling instead of average
+        # pooling. This is likely an error in this specific Inception
+        # implementation, as other Inception models use average pooling here
+        # (which matches the description in the paper).
+        branch_pool = F.max_pool2d(x, kernel_size=3, stride=1, padding=1)
+        branch_pool = self.branch_pool(branch_pool)
+
+        outputs = [branch1x1, branch3x3, branch3x3dbl, branch_pool]
+        return torch.cat(outputs, 1)
diff --git a/evaluation_script/evaluation_script_fid/pytorch_fid/inception.py:Zone.Identifier b/evaluation_script/evaluation_script_fid/pytorch_fid/inception.py:Zone.Identifier
new file mode 100644
index 00000000..e69de29b
diff --git a/monet_gan.py b/monet_gan.py
new file mode 100644
index 00000000..2610b5c7
--- /dev/null
+++ b/monet_gan.py
@@ -0,0 +1,76 @@
+import tensorflow as tf
+import numpy as np
+from tensorflow.keras import layers, models
+import matplotlib.pyplot as plt
+import utils
+import os
+
+# Set random seed for reproducibility
+tf.random.set_seed(42)
+
+class Generator(tf.keras.Model):
+    def __init__(self):
+        super(Generator, self).__init__()
+        # TODO: Implement generator architecture
+        # Hint: Use Conv2DTranspose layers for upsampling
+        self.model = models.Sequential([
+            # Example architecture - modify as needed:
+            layers.Input(shape=(256, 256, 3)),
+            # Add your layers here
+        ])
+
+    def call(self, x):
+        return self.model(x)
+
+class Discriminator(tf.keras.Model):
+    def __init__(self):
+        super(Discriminator, self).__init__()
+        # TODO: Implement discriminator architecture
+        self.model = models.Sequential([
+            # Example architecture - modify as needed:
+            layers.Input(shape=(256, 256, 3)),
+            # Add your layers here
+        ])
+
+    def call(self, x):
+        return self.model(x)
+
+class MonetGAN:
+    def __init__(self):
+        self.generator = Generator()
+        self.discriminator = Discriminator()
+        self.gen_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)
+        self.disc_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)
+
+    @tf.function
+    def train_step(self, real_images):
+        # TODO: Implement the GAN training step
+        # 1. Generate fake images
+        # 2. Train discriminator
+        # 3. Train generator
+        pass
+
+    def train(self, dataset, epochs=100):
+        for epoch in range(epochs):
+            print(f"Epoch {epoch + 1}/{epochs}")
+            for batch in dataset:
+                self.train_step(batch)
+            
+            # Save sample images periodically
+            if (epoch + 1) % 10 == 0:
+                self.generate_and_save_images(epoch + 1)
+
+    def generate_and_save_images(self, epoch):
+        # TODO: Implement image generation and saving
+        pass
+
+def main():
+    # Load and preprocess data
+    train_dataset = load_data()  # Implement in utils.py
+
+    # Create and train the GAN
+    gan = MonetGAN()
+    gan.train(train_dataset)
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/utils.py b/utils.py
new file mode 100644
index 00000000..55f23e4f
--- /dev/null
+++ b/utils.py
@@ -0,0 +1,56 @@
+import tensorflow as tf
+import numpy as np
+from PIL import Image
+import os
+import glob
+
+def load_data(batch_size=1):
+    """
+    Load and preprocess the Monet and photo datasets.
+    Returns: TensorFlow dataset
+    """
+    # TODO: Implement data loading
+    # 1. Load images from monet_jpg and photo_jpg directories
+    # 2. Preprocess images (resize, normalize, etc.)
+    # 3. Create tf.data.Dataset
+    
+    AUTOTUNE = tf.data.experimental.AUTOTUNE
+    
+    def load_image(image_path):
+        img = tf.io.read_file(image_path)
+        img = tf.image.decode_jpeg(img, channels=3)
+        img = tf.image.resize(img, [256, 256])
+        img = tf.cast(img, tf.float32)
+        img = (img - 127.5) / 127.5  # Normalize to [-1, 1]
+        return img
+
+    # Load Monet images
+    monet_files = glob.glob("datasets/monet_jpg/*.jpg")
+    monet_ds = tf.data.Dataset.from_tensor_slices(monet_files)
+    monet_ds = monet_ds.map(load_image, num_parallel_calls=AUTOTUNE)
+
+    # Create batched dataset
+    monet_ds = monet_ds.batch(batch_size)
+    
+    return monet_ds
+
+def save_images(images, epoch, output_dir="outputs"):
+    """
+    Save generated images.
+    """
+    if not os.path.exists(output_dir):
+        os.makedirs(output_dir)
+        
+    for idx, image in enumerate(images):
+        # Convert from [-1, 1] to [0, 255]
+        image = ((image + 1) * 127.5).numpy().astype(np.uint8)
+        im = Image.fromarray(image)
+        im.save(os.path.join(output_dir, f"image_epoch_{epoch}_{idx}.jpg"))
+
+def calculate_fid(real_images, generated_images):
+    """
+    Calculate the Fréchet Inception Distance between real and generated images.
+    """
+    # TODO: Implement FID calculation
+    # This will be used for evaluation
+    pass
\ No newline at end of file