diff --git a/docling_ibm_models/layoutmodel/layout_predictor.py b/docling_ibm_models/layoutmodel/layout_predictor.py
index c2d282c..75353d5 100644
--- a/docling_ibm_models/layoutmodel/layout_predictor.py
+++ b/docling_ibm_models/layoutmodel/layout_predictor.py
@@ -7,7 +7,8 @@
 from typing import Union
 
 import numpy as np
-import onnxruntime as ort
+import torch
+import torchvision.transforms as T
 from PIL import Image
 
 MODEL_CHECKPOINT_FN = "model.pt"
@@ -16,14 +17,14 @@
 
 class LayoutPredictor:
     r"""
-    Document layout prediction using ONNX
+    Document layout prediction using torch
     """
 
     def __init__(
         self, artifact_path: str, num_threads: int = None, use_cpu_only: bool = False
     ):
         r"""
-        Provide the artifact path that contains the LayoutModel ONNX file
+        Provide the artifact path that contains the LayoutModel file
 
         The number of threads is decided, in the following order, by:
         1. The init method parameter `num_threads`, if it is set.
@@ -38,13 +39,13 @@ def __init__(
 
         Parameters
         ----------
-        artifact_path: Path for the model ONNX file.
+        artifact_path: Path for the model torch file.
         num_threads: (Optional) Number of threads to run the inference.
         use_cpu_only: (Optional) If True, it forces CPU as the execution provider.
 
         Raises
         ------
-        FileNotFoundError when the model's ONNX file is missing
+        FileNotFoundError when the model's torch file is missing
         """
         # Initialize classes map:
         self._classes_map = {
@@ -75,46 +76,27 @@ def __init__(
         self._threshold = 0.6  # Score threshold
         self._image_size = 640
         self._size = np.asarray([[self._image_size, self._image_size]], dtype=np.int64)
+        self._use_cpu_only = use_cpu_only or ("USE_CPU_ONLY" in os.environ)
+
+        # Model file
+        self._torch_fn = os.path.join(artifact_path, MODEL_CHECKPOINT_FN)
+        if not os.path.isfile(self._torch_fn):
+            raise FileNotFoundError("Missing torch file: {}".format(self._torch_fn))
 
         # Get env vars
-        self._use_cpu_only = use_cpu_only or ("USE_CPU_ONLY" in os.environ)
         if num_threads is None:
             num_threads = int(os.environ.get("OMP_NUM_THREADS", DEFAULT_NUM_THREADS))
         self._num_threads = num_threads
 
-        # Decide the execution providers
-        if (
-            not self._use_cpu_only
-            and "CUDAExecutionProvider" in ort.get_available_providers()
-        ):
-            providers = ["CUDAExecutionProvider", "CPUExecutionProvider"]
-        else:
-            providers = ["CPUExecutionProvider"]
-        self._providers = providers
-
-        # Model ONNX file
-        self._onnx_fn = os.path.join(artifact_path, MODEL_CHECKPOINT_FN)
-        if not os.path.isfile(self._onnx_fn):
-            raise FileNotFoundError("Missing ONNX file: {}".format(self._onnx_fn))
-
-        # ONNX options
-        self._options = ort.SessionOptions()
-        self._options.intra_op_num_threads = self._num_threads
-        self.sess = ort.InferenceSession(
-            self._onnx_fn,
-            sess_options=self._options,
-            providers=self._providers,
-        )
+        self.model = torch.jit.load(self._torch_fn)
 
     def info(self) -> dict:
         r"""
         Get information about the configuration of LayoutPredictor
         """
         info = {
-            "onnx_file": self._onnx_fn,
-            "intra_op_num_threads": self._num_threads,
+            "torch_file": self._torch_fn,
             "use_cpu_only": self._use_cpu_only,
-            "providers": self._providers,
             "image_size": self._image_size,
             "threshold": self._threshold,
         }
@@ -147,33 +129,35 @@ def predict(self, orig_img: Union[Image.Image, np.ndarray]) -> Iterable[dict]:
             raise TypeError("Not supported input image format")
 
         w, h = page_img.size
-        page_img = page_img.resize((self._image_size, self._image_size))
-        page_data = np.array(page_img, dtype=np.uint8) / np.float32(255.0)
-        page_data = np.expand_dims(np.transpose(page_data, axes=[2, 0, 1]), axis=0)
+        orig_size = torch.tensor([w, h])[None]
 
-        # Predict
-        labels, boxes, scores = self.sess.run(
-            output_names=None,
-            input_feed={
-                "images": page_data,
-                "orig_target_sizes": self._size,
-            },
+        transforms = T.Compose(
+            [
+                T.Resize((640, 640)),
+                T.ToTensor(),
+            ]
         )
+        img = transforms(page_img)[None]
+        # Predict
+        with torch.no_grad():
+            labels, boxes, scores = self.model(img, orig_size)
 
         # Yield output
         for label_idx, box, score in zip(labels[0], boxes[0], scores[0]):
             # Filter out blacklisted classes
-            label = self._classes_map[label_idx]
+            label_idx = int(label_idx.item())
+            score = float(score.item())
+            label = self._classes_map[label_idx + 1]
             if label in self._black_classes:
                 continue
 
             # Check against threshold
             if score > self._threshold:
                 yield {
-                    "l": box[0] / self._image_size * w,
-                    "t": box[1] / self._image_size * h,
-                    "r": box[2] / self._image_size * w,
-                    "b": box[3] / self._image_size * h,
+                    "l": box[0],
+                    "t": box[1],
+                    "r": box[2],
+                    "b": box[3],
                     "label": label,
                     "confidence": score,
                 }
diff --git a/poetry.lock b/poetry.lock
index a65f512..256b1b9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,16 @@
 # This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
+[[package]]
+name = "appnope"
+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
+
 [[package]]
 name = "astroid"
 version = "2.15.8"
@@ -15,8 +26,8 @@ files = [
 lazy-object-proxy = ">=1.4.0"
 typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 wrapt = [
-    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
     {version = ">=1.11,<2", markers = "python_version < \"3.11\""},
+    {version = ">=1.14,<2", markers = "python_version >= \"3.11\""},
 ]
 
 [[package]]
@@ -121,89 +132,89 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
-    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
 name = "cffi"
-version = "1.17.0"
+version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -359,56 +370,56 @@ files = [
 ]
 
 [[package]]
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-version = "15.0.1"
-description = "Colored terminal output for Python's logging module"
+name = "comm"
+version = "0.2.2"
+description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
-humanfriendly = ">=9.1"
+traitlets = ">=4"
 
 [package.extras]
-cron = ["capturer (>=2.4)"]
+test = ["pytest"]
 
 [[package]]
 name = "cryptography"
-version = "43.0.0"
+version = "43.0.1"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
@@ -421,9 +432,40 @@ nox = ["nox"]
 pep8test = ["check-sdist", "click", "mypy", "ruff"]
 sdist = ["build"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["certifi", "cryptography-vectors (==43.0.0)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
+test = ["certifi", "cryptography-vectors (==43.0.1)", "pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "debugpy"
+version = "1.8.6"
+description = "An implementation of the Debug Adapter Protocol for Python"
+optional = false
+python-versions = ">=3.8"
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+]
+
 [[package]]
 name = "decorator"
 version = "5.1.1"
@@ -437,13 +479,13 @@ files = [
 
 [[package]]
 name = "dill"
-version = "0.3.8"
+version = "0.3.9"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -513,13 +555,13 @@ testing = ["hatch", "pre-commit", "pytest", "tox"]
 
 [[package]]
 name = "executing"
-version = "2.0.1"
+version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -527,19 +569,19 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "filelock"
-version = "3.15.4"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
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-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
-typing = ["typing-extensions (>=4.8)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flake8"
@@ -574,26 +616,15 @@ TOMLi = {version = "*", markers = "python_version < \"3.11\""}
 [package.extras]
 dev = ["pyTest", "pyTest-cov"]
 
-[[package]]
-name = "flatbuffers"
-version = "24.3.25"
-description = "The FlatBuffers serialization format for Python"
-optional = false
-python-versions = "*"
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-]
-
 [[package]]
 name = "fsspec"
-version = "2024.6.1"
+version = "2024.9.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "fsspec-2024.9.0-py3-none-any.whl", hash = "sha256:a0947d552d8a6efa72cc2c730b12c41d043509156966cca4fb157b0f2a0c574b"},
+    {file = "fsspec-2024.9.0.tar.gz", hash = "sha256:4b0afb90c2f21832df142f292649035d80b421f60a9e1c027802e5a0da2b04e8"},
 ]
 
 [package.extras]
@@ -658,13 +689,13 @@ test = ["coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit",
 
 [[package]]
 name = "huggingface-hub"
-version = "0.25.0"
+version = "0.25.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.25.0-py3-none-any.whl", hash = "sha256:e2f357b35d72d5012cfd127108c4e14abcd61ba4ebc90a5a374dc2456cb34e12"},
-    {file = "huggingface_hub-0.25.0.tar.gz", hash = "sha256:fb5fbe6c12fcd99d187ec7db95db9110fb1a20505f23040a5449a717c1a0db4d"},
+    {file = "huggingface_hub-0.25.1-py3-none-any.whl", hash = "sha256:a5158ded931b3188f54ea9028097312cb0acd50bffaaa2612014c3c526b44972"},
+    {file = "huggingface_hub-0.25.1.tar.gz", hash = "sha256:9ff7cb327343211fbd06e2b149b8f362fd1e389454f3f14c6db75a4999ee20ff"},
 ]
 
 [package.dependencies]
@@ -690,29 +721,15 @@ testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gr
 torch = ["safetensors[torch]", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
-[[package]]
-name = "humanfriendly"
-version = "10.0"
-description = "Human friendly output for text interfaces using Python"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
-    {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"},
-]
-
-[package.dependencies]
-pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
-
 [[package]]
 name = "identify"
-version = "2.6.0"
+version = "2.6.1"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.6.0-py2.py3-none-any.whl", hash = "sha256:e79ae4406387a9d300332b5fd366d8994f1525e8414984e1a59e058b2eda2dd0"},
-    {file = "identify-2.6.0.tar.gz", hash = "sha256:cb171c685bdc31bcc4c1734698736a7d5b6c8bf2e0c15117f4d469c8640ae5cf"},
+    {file = "identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0"},
+    {file = "identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98"},
 ]
 
 [package.extras]
@@ -720,33 +737,40 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "importlib-metadata"
-version = "8.4.0"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_metadata-8.4.0-py3-none-any.whl", hash = "sha256:66f342cc6ac9818fc6ff340576acd24d65ba0b3efabb2b4ac08b598965a4a2f1"},
-    {file = "importlib_metadata-8.4.0.tar.gz", hash = "sha256:9a547d3bc3608b025f93d403fdd1aae741c24fbb8314df4b155675742ce303c5"},
+    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
+    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
 ]
 
 [package.dependencies]
-zipp = ">=0.5"
+zipp = ">=3.20"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
@@ -770,15 +794,48 @@ files = [
     {file = "invoke-2.2.0.tar.gz", hash = "sha256:ee6cbb101af1a859c7fe84f2a264c059020b0cb7fe3535f9424300ab568f6bd5"},
 ]
 
+[[package]]
+name = "ipykernel"
+version = "6.29.5"
+description = "IPython Kernel for Jupyter"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
+    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
+]
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+comm = ">=0.1.1"
+debugpy = ">=1.6.5"
+ipython = ">=7.23.1"
+jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+matplotlib-inline = ">=0.1"
+nest-asyncio = "*"
+packaging = "*"
+psutil = "*"
+pyzmq = ">=24"
+tornado = ">=6.1"
+traitlets = ">=5.4.0"
+
+[package.extras]
+cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+pyqt5 = ["pyqt5"]
+pyside6 = ["pyside6"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
+
 [[package]]
 name = "ipython"
-version = "8.26.0"
+version = "8.27.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
-    {file = "ipython-8.26.0-py3-none-any.whl", hash = "sha256:e6b347c27bdf9c32ee9d31ae85defc525755a1869f14057e900675b9e8d6e6ff"},
-    {file = "ipython-8.26.0.tar.gz", hash = "sha256:1cec0fbba8404af13facebe83d04436a7434c7400e59f47acf467c64abd0956c"},
+    {file = "ipython-8.27.0-py3-none-any.whl", hash = "sha256:f68b3cb8bde357a5d7adc9598d57e22a45dfbea19eb6b98286fa3b288c9cd55c"},
+    {file = "ipython-8.27.0.tar.gz", hash = "sha256:0b99a2dc9f15fd68692e898e5568725c6d49c527d36a9fb5960ffbdeaa82ff7e"},
 ]
 
 [package.dependencies]
@@ -860,21 +917,25 @@ test = ["portend", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-c
 
 [[package]]
 name = "jaraco-functools"
-version = "4.0.2"
+version = "4.1.0"
 description = "Functools like those found in stdlib"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jaraco.functools-4.0.2-py3-none-any.whl", hash = "sha256:c9d16a3ed4ccb5a889ad8e0b7a343401ee5b2a71cee6ed192d3f68bc351e94e3"},
-    {file = "jaraco_functools-4.0.2.tar.gz", hash = "sha256:3460c74cd0d32bf82b9576bbb3527c4364d5b27a21f5158a62aed6c4b42e23f5"},
+    {file = "jaraco.functools-4.1.0-py3-none-any.whl", hash = "sha256:ad159f13428bc4acbf5541ad6dec511f91573b90fba04df61dafa2a1231cf649"},
+    {file = "jaraco_functools-4.1.0.tar.gz", hash = "sha256:70f7e0e2ae076498e212562325e805204fc092d7b4c17e0e86c959e249701a9d"},
 ]
 
 [package.dependencies]
 more-itertools = "*"
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["jaraco.classes", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["jaraco.classes", "pytest (>=6,!=8.1.*)"]
+type = ["pytest-mypy"]
 
 [[package]]
 name = "jedi"
@@ -941,15 +1002,57 @@ files = [
 [package.dependencies]
 attrs = ">=19.2.0"
 
+[[package]]
+name = "jupyter-client"
+version = "8.6.3"
+description = "Jupyter protocol implementation and client libraries"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
+    {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
+]
+
+[package.dependencies]
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.2"
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-core"
+version = "5.7.2"
+description = "Jupyter core package. A base package on which Jupyter projects rely."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
+    {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
+]
+
+[package.dependencies]
+platformdirs = ">=2.5"
+pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
+
 [[package]]
 name = "keyring"
-version = "25.3.0"
+version = "25.4.1"
 description = "Store and access your passwords safely."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "keyring-25.3.0-py3-none-any.whl", hash = "sha256:8d963da00ccdf06e356acd9bf3b743208878751032d8599c6cc89eb51310ffae"},
-    {file = "keyring-25.3.0.tar.gz", hash = "sha256:8d85a1ea5d6db8515b59e1c5d1d1678b03cf7fc8b8dcfb1651e8c4a524eb42ef"},
+    {file = "keyring-25.4.1-py3-none-any.whl", hash = "sha256:5426f817cf7f6f007ba5ec722b1bcad95a75b27d780343772ad76b17cb47b0bf"},
+    {file = "keyring-25.4.1.tar.gz", hash = "sha256:b07ebc55f3e8ed86ac81dd31ef14e81ace9dd9c3d4b5d77a6e9a2016d0d71a1b"},
 ]
 
 [package.dependencies]
@@ -962,9 +1065,13 @@ pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
 SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 completion = ["shtab (>=1.1.0)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["pyfakefs", "pytest (>=6,!=8.1.*)"]
+type = ["pygobject-stubs", "pytest-mypy", "shtab", "types-pywin32"]
 
 [[package]]
 name = "lazy-object-proxy"
@@ -1231,13 +1338,13 @@ pandas = "*"
 
 [[package]]
 name = "more-itertools"
-version = "10.4.0"
+version = "10.5.0"
 description = "More routines for operating on iterables, beyond itertools"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "more-itertools-10.4.0.tar.gz", hash = "sha256:fe0e63c4ab068eac62410ab05cccca2dc71ec44ba8ef29916a0090df061cf923"},
-    {file = "more_itertools-10.4.0-py3-none-any.whl", hash = "sha256:0f7d9f83a0a8dcfa8a2694a770590d98a67ea943e3d9f5298309a484758c4e27"},
+    {file = "more-itertools-10.5.0.tar.gz", hash = "sha256:5482bfef7849c25dc3c6dd53a6173ae4795da2a41a80faea6700d9f5846c5da6"},
+    {file = "more_itertools-10.5.0-py3-none-any.whl", hash = "sha256:037b0d3203ce90cca8ab1defbbdac29d5f993fc20131f3664dc8d6acfa872aef"},
 ]
 
 [[package]]
@@ -1259,38 +1366,38 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
 name = "mypy"
-version = "1.11.1"
+version = "1.11.2"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mypy-1.11.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a32fc80b63de4b5b3e65f4be82b4cfa362a46702672aa6a0f443b4689af7008c"},
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 [package.dependencies]
 numpy = [
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 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
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 [[package]]
 name = "platformdirs"
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+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "pluggy"
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+
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 ]
 
 [package.dependencies]
@@ -2588,6 +2839,7 @@ nvidia-cusolver-cu12 = {version = "11.4.5.107", markers = "platform_system == \"
 nvidia-cusparse-cu12 = {version = "12.1.0.106", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
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 nvidia-nvtx-cu12 = {version = "12.1.105", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
+setuptools = "*"
 sympy = "*"
 triton = {version = "3.0.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version < \"3.13\""}
 typing-extensions = ">=4.8.0"
@@ -2640,47 +2892,62 @@ scipy = ["scipy"]
 
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 description = "image and video datasets and models for torch deep learning"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
 numpy = "*"
 pillow = ">=5.3.0,<8.3.dev0 || >=8.4.dev0"
-torch = "2.4.0"
+torch = "2.4.1"
 
 [package.extras]
 gdown = ["gdown (>=4.7.3)"]
 scipy = ["scipy"]
 
+[[package]]
+name = "tornado"
+version = "6.4.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
 [[package]]
 name = "tqdm"
 version = "4.66.5"
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 ]
 
 [package.dependencies]
@@ -2791,13 +3053,13 @@ urllib3 = ">=1.26.0"
 
 [[package]]
 name = "types-requests"
-version = "2.32.0.20240712"
+version = "2.32.0.20240914"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2816,24 +3078,24 @@ files = [
 
 [[package]]
 name = "tzdata"
-version = "2024.1"
+version = "2024.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
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 ]
 
 [[package]]
 name = "urllib3"
-version = "2.2.2"
+version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
-    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
+    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
 ]
 
 [package.extras]
@@ -2844,13 +3106,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.26.3"
+version = "20.26.6"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"},
-    {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
+    {file = "virtualenv-20.26.6-py3-none-any.whl", hash = "sha256:7345cc5b25405607a624d8418154577459c3e0277f5466dd79c49d5e492995f2"},
+    {file = "virtualenv-20.26.6.tar.gz", hash = "sha256:280aede09a2a5c317e409a00102e7077c6432c5a38f0ef938e643805a7ad2c48"},
 ]
 
 [package.dependencies]
@@ -2968,20 +3230,24 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.20.0"
+version = "3.20.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.20.0-py3-none-any.whl", hash = "sha256:58da6168be89f0be59beb194da1250516fdaa062ccebd30127ac65d30045e10d"},
-    {file = "zipp-3.20.0.tar.gz", hash = "sha256:0145e43d89664cfe1a2e533adc75adafed82fe2da404b4bbb6b026c0157bdb31"},
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
 ]
 
 [package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "3b14cb2edbd1f09c1ddbefa11a4bf8666fdc6242383477396436eb57bd05165b"
+content-hash = "f340077bce9d3d2ec4edd20b8e8e0da893b8af4c80061193e164207dd24c6296"
diff --git a/pyproject.toml b/pyproject.toml
index a404640..67294e8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,7 +30,6 @@ torchvision = [
   {markers = "sys_platform != 'darwin' or platform_machine != 'x86_64'", version = "^0"},
   {markers = "sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "~0.17.2"}
 ]
-onnxruntime = "^1.16.2"
 numpy = "^1.24.4"
 lxml = "^4.9.1"
 jsonlines = "^3.1.0"
@@ -55,6 +54,9 @@ types-requests = "^2.31.0.2"
 flake8-pyproject = "^1.2.3"
 pylint = "^2.17.5"
 
+[tool.poetry.group.dev.dependencies]
+ipykernel = "^6.29.5"
+
 [build-system]
 requires = ["poetry-core>=1.0.0"]
 build-backend = "poetry.core.masonry.api"
diff --git a/tests/test_layout_predictor.py b/tests/test_layout_predictor.py
index 8f7e6e8..0a65ee1 100644
--- a/tests/test_layout_predictor.py
+++ b/tests/test_layout_predictor.py
@@ -19,22 +19,18 @@ def init() -> dict:
     r"""
     Initialize the testing environment
     """
-    # This config is missing the keys: "artifact_path", "info1.onnx_file", "info2.onnx_file"
+    # This config is missing the keys: "artifact_path", "info1.torch_file", "info2.torch_file"
     init = {
         "num_threads": 1,
         "test_imgs": [
             "tests/test_data/samples/ADS.2007.page_123.png",
         ],
         "info1": {
-            "intra_op_num_threads": 2,
-            "providers": ["CPUExecutionProvider"],
             "use_cpu_only": True,
             "image_size": 640,
             "threshold": 0.6,
         },
         "info2": {
-            "intra_op_num_threads": 1,
-            "providers": ["CPUExecutionProvider"],
             "use_cpu_only": True,
             "image_size": 640,
             "threshold": 0.6,
@@ -44,12 +40,12 @@ def init() -> dict:
 
     # Download models from HF
     download_path = snapshot_download(repo_id="ds4sd/docling-models")
-    artifact_path = os.path.join(download_path, "model_artifacts/layout/beehive_v0.0.5")
+    artifact_path = os.path.join(download_path, "model_artifacts/layout/beehive_v0.0.5_pt")
 
     # Add the missing config keys
     init["artifact_path"] = artifact_path
-    init["info1"]["onnx_file"] = os.path.join(artifact_path, lp.MODEL_CHECKPOINT_FN)
-    init["info2"]["onnx_file"] = os.path.join(artifact_path, lp.MODEL_CHECKPOINT_FN)
+    init["info1"]["torch_file"] = os.path.join(artifact_path, lp.MODEL_CHECKPOINT_FN)
+    init["info2"]["torch_file"] = os.path.join(artifact_path, lp.MODEL_CHECKPOINT_FN)
 
     return init
 
@@ -66,7 +62,7 @@ def test_layoutpredictor(init: dict):
 
     # Initialize LayoutPredictor with optional parameters
     lpredictor = LayoutPredictor(
-        init["artifact_path"], num_threads=init["num_threads"], use_cpu_only=True
+        init["artifact_path"], use_cpu_only=True
     )
     assert init["info2"] == lpredictor.info()