diff --git a/setup.py b/setup.py
index f9d7851..35fa308 100644
--- a/setup.py
+++ b/setup.py
@@ -5,7 +5,7 @@
 
 setuptools.setup(
     name="CVAT wrapper",
-    version="0.0.2",
+    version="0.0.3",
     author="antwxne",
     author_email="antoine.desruet@epitech.eu",
     description="Python wrapper for CVAT API",
diff --git a/src/CVAT/__init__.py b/src/CVAT/__init__.py
index 3cba70a..9a3d2c1 100644
--- a/src/CVAT/__init__.py
+++ b/src/CVAT/__init__.py
@@ -11,6 +11,7 @@
 from ._put import Put
 from ._static import Static
 from .data_types import Task
+from .Prediction import *
 
 
 class CVAT(Get, Post, Delete, Patch, Put, Static):
diff --git a/src/CVAT/utils.py b/src/CVAT/utils.py
index 595f952..8a7ede5 100644
--- a/src/CVAT/utils.py
+++ b/src/CVAT/utils.py
@@ -1,15 +1,77 @@
 #!/bin/python3
 # Created by antoine.desruet@epitech.eu at 5/23/22
-from pathlib import Path
+import re
+from os import walk
+from typing import Optional
 
 from tqdm import tqdm
 
 from src.CVAT import CVAT
 
 
+def tryint(s):
+    """
+    Return an int if possible, or `s` unchanged.
+    """
+    try:
+        return int(s)
+    except ValueError:
+        return s
+
+
+def alphanum_key(s):
+    """
+    Turn a string into a list of string and number chunks.
+
+    #>>> alphanum_key("z23a")
+    ["z", 23, "a"]
+
+    """
+    return [tryint(c) for c in re.split('([0-9]+)', s)]
+
+
+def human_sort(l):
+    """
+    Sort a list in the way that humans expect.
+    """
+    l.sort(key=alphanum_key)
+
+
+def get_files_from_path(path: str, to_sort: Optional[bool] = True) -> list[str]:
+    """
+    It takes a path and returns a list of files in that path
+
+    Args:
+      path (str): The path to the directory you want to get the files from.
+      to_sort (Optional[bool]): If True, the files will be sorted in a human-friendly way. Defaults to True
+
+    Returns:
+      A list of files in the path
+    """
+    f = next(walk(path), (None, None, []))[2]
+    if to_sort:
+        human_sort(f)
+    return [f'{path}/{file}' for file in f]
+
+
 def image_content_from_kili_prediction(prediction: list[dict], directory: str) -> list[str]:
+    """
+    It downloads the images from the Kili API and saves them in the directory you specify
+
+    Args:
+      prediction (list[dict]): list[dict]
+      directory (str): str = "./images"
+
+    Returns:
+      A list of paths to the images.
+    """
     paths: list[str] = []
+    current_files: list[str] = get_files_from_path(directory)
+    files_without_extension: list[str] = [file.split(".")[0] for file in current_files]
     for elem in tqdm(prediction, unit="Image"):
         path: str = f'{directory}/{elem["externalId"]}'
-        paths.append(CVAT.download_image(elem["content"], path))
+        if path not in files_without_extension:
+            paths.append(CVAT.download_image(elem["content"], path))
+        else:
+            paths.append(current_files[files_without_extension.index(path)])
     return paths
diff --git a/src/main.py b/src/main.py
index 362e8da..4816e8a 100644
--- a/src/main.py
+++ b/src/main.py
@@ -4,7 +4,6 @@
 from src.CVAT import CVAT
 from src.CVAT.data_types import Task
 from src.CVAT.utils import image_content_from_kili_prediction
-from src.CVAT.Predictions.Interface import IPrediction
 
 API: CVAT = CVAT()
 
@@ -19,12 +18,12 @@
     directory: str = "data/Images/Fromages"
     interface: dict = CVAT.get_json_from_file("../interface_foodvisor.json")
     images_path: list[str] = image_content_from_kili_prediction(prediction_json, directory)
-    project_id: int = API.create_project("TEST_API2", interface=interface)
-    task: Task = Task("jqefhgfdqf", project_id=project_id)
+    # project_id: int = API.create_project("TEST_API2", interface=interface)
+    # task: Task = Task("jqefhgfdqf", project_id=project_id)
     # task: Task = API.get_task_by_name("qsfqsfqsf")
-    task = API.create_task(task)
-    API.add_local_images_to_task(task=task, images_path=images_path)
-    prediction: IPrediction = API.get_prediction_from_file(task, "foodvisor",
-                                                           "./foodvisor_valid_12_2021_Fromages_gmd_predictions.json")
-    API.upload_predictions(task, prediction)
+    # task = API.create_task(task)
+    # API.add_local_images_to_task(task=task, images_path=images_path)
+    # prediction: IPrediction = API.get_prediction_from_file(task, "foodvisor",
+    #                                                        "./foodvisor_valid_12_2021_Fromages_gmd_predictions.json")
+    # API.upload_predictions(task, prediction)